diff --git a/IITK/Assignments/Assignment 3/Abhishek_240039 (1).ipynb b/IITK/Assignments/Assignment 3/Abhishek_240039 (1).ipynb
new file mode 100644
index 00000000..60d11f87
--- /dev/null
+++ b/IITK/Assignments/Assignment 3/Abhishek_240039 (1).ipynb	
@@ -0,0 +1,651 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "provenance": []
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    },
+    "language_info": {
+      "name": "python"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "source": [
+        "#Importing all the modules"
+      ],
+      "metadata": {
+        "id": "F3i-MlUEdFHT"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd\n",
+        "import seaborn as sns\n",
+        "import matplotlib.pyplot as plt\n",
+        "from sklearn.model_selection import train_test_split, GridSearchCV\n",
+        "from sklearn.preprocessing import StandardScaler\n",
+        "from sklearn.metrics import accuracy_score, f1_score, confusion_matrix, ConfusionMatrixDisplay\n",
+        "from sklearn.linear_model import LogisticRegression\n",
+        "from sklearn.neighbors import KNeighborsClassifier\n",
+        "from sklearn.tree import DecisionTreeClassifier\n",
+        "from sklearn.ensemble import RandomForestClassifier\n",
+        "from sklearn.svm import SVC"
+      ],
+      "metadata": {
+        "id": "MGvw1IVDY9ZO"
+      },
+      "execution_count": 1,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Load and inspect dataset"
+      ],
+      "metadata": {
+        "id": "lzpOwiA1bvw4"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "data_path = \"/content/Data-Melbourne_F.csv\"\n",
+        "data = pd.read_csv(data_path)\n",
+        "print(data.head())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "7QYIQNanZBFK",
+        "outputId": "a30f2d94-06c3-4204-9e36-595d9c4fc8dd"
+      },
+      "execution_count": 2,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "   avg_outflow  avg_inflow  total_grid  Ammonia    BOD     COD  \\\n",
+            "0        2.941       2.589      175856     27.0  365.0   730.0   \n",
+            "1        2.936       2.961      181624     25.0  370.0   740.0   \n",
+            "2        2.928       3.225      202016     42.0  418.0   836.0   \n",
+            "3        2.928       3.354      207547     36.0  430.0   850.0   \n",
+            "4        2.917       3.794      202824     46.0  508.0  1016.0   \n",
+            "\n",
+            "   Total Nitrogen  avg_Temperature  max_Temp  min_Temperature  \\\n",
+            "0          60.378             19.3      25.1             12.6   \n",
+            "1          60.026             17.1      23.6             12.3   \n",
+            "2          64.522             16.8      27.2              8.8   \n",
+            "3          63.000             14.6      19.9             11.1   \n",
+            "4          65.590             13.4      19.1              8.0   \n",
+            "\n",
+            "   Atmospheric Pressure  avg_Humidity  Total_Rainfall  avg_visibility  \\\n",
+            "0                   0.0            56            1.52            10.0   \n",
+            "1                   0.0            63            0.00            10.0   \n",
+            "2                   0.0            47            0.25            10.0   \n",
+            "3                   0.0            49            0.00            10.0   \n",
+            "4                   0.0            65            0.00            10.0   \n",
+            "\n",
+            "   avg_visibility.1  avg_wind_speed  Maximum_wind_speed  year  month  day  \n",
+            "0              26.9            53.5                79.5  2014      1    1  \n",
+            "1              14.4            27.8                 0.0  2014      1    2  \n",
+            "2              31.9            61.1                77.8  2014      1    5  \n",
+            "3              27.0            38.9                53.5  2014      1    6  \n",
+            "4              20.6            35.2                53.5  2014      1    7  \n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Check for null values"
+      ],
+      "metadata": {
+        "id": "2SiAIPqKbyy7"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "print(\"Null values per column:\\n\", data.isnull().sum())"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "pytCaBCUZEI-",
+        "outputId": "cf8c89d3-9e45-4dc6-b890-e61aaf363b4d"
+      },
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Null values per column:\n",
+            " avg_outflow             0\n",
+            "avg_inflow              0\n",
+            "total_grid              0\n",
+            "Ammonia                 0\n",
+            "BOD                     0\n",
+            "COD                     0\n",
+            "Total Nitrogen          0\n",
+            "avg_Temperature         0\n",
+            "max_Temp                0\n",
+            "min_Temperature         0\n",
+            "Atmospheric Pressure    0\n",
+            "avg_Humidity            0\n",
+            "Total_Rainfall          0\n",
+            "avg_visibility          0\n",
+            "avg_visibility.1        0\n",
+            "avg_wind_speed          0\n",
+            "Maximum_wind_speed      0\n",
+            "year                    0\n",
+            "month                   0\n",
+            "day                     0\n",
+            "dtype: int64\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Visualizing correlations"
+      ],
+      "metadata": {
+        "id": "A0-h0YSgb4Ko"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "correlation_matrix = data.corr()\n",
+        "plt.figure(figsize=(12, 8))\n",
+        "sns.heatmap(correlation_matrix, annot=True, fmt=\".2f\", cmap=\"coolwarm\")\n",
+        "plt.title(\"Feature Correlation Matrix\")\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 564
+        },
+        "id": "xlByRii4ZF-X",
+        "outputId": "11756fd1-d9d8-45e4-e8a1-a84f2f8029ba"
+      },
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 1200x800 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Data preprocessing"
+      ],
+      "metadata": {
+        "id": "PfQu9g2-b-88"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "features = data.drop(columns=['COD'])\n",
+        "target = (data['COD'] <= 800).astype(int)\n",
+        "scaler = StandardScaler()\n",
+        "features_scaled = scaler.fit_transform(features)\n",
+        "X_train, X_test, y_train, y_test = train_test_split(features_scaled, target, test_size=0.2, random_state=42)"
+      ],
+      "metadata": {
+        "id": "5ql0--u6ZI2w"
+      },
+      "execution_count": 5,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Custom logistic regression implementation"
+      ],
+      "metadata": {
+        "id": "7Su8wkkQcBLB"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "class SimpleLogisticModel:\n",
+        "    def __init__(self, learning_rate=0.01, iterations=1000):\n",
+        "        self.learning_rate = learning_rate\n",
+        "        self.iterations = iterations\n",
+        "        self.weights = None\n",
+        "\n",
+        "    def sigmoid(self, x):\n",
+        "        return 1 / (1 + np.exp(-x))\n",
+        "\n",
+        "    def initialize_weights(self, n):\n",
+        "        return np.zeros(n)\n",
+        "\n",
+        "    def compute_loss_and_gradient(self, X, y, weights):\n",
+        "        predictions = self.sigmoid(np.dot(X, weights))\n",
+        "        m = len(y)\n",
+        "        loss = -np.mean(y * np.log(predictions + 1e-15) + (1 - y) * np.log(1 - predictions + 1e-15))\n",
+        "        gradient = np.dot(X.T, (predictions - y)) / m\n",
+        "        return loss, gradient\n",
+        "\n",
+        "    def train(self, X, y):\n",
+        "        num_features = X.shape[1]\n",
+        "        self.weights = self.initialize_weights(num_features)\n",
+        "        loss_history = []\n",
+        "\n",
+        "        for i in range(self.iterations):\n",
+        "            loss, gradient = self.compute_loss_and_gradient(X, y, self.weights)\n",
+        "            self.weights -= self.learning_rate * gradient\n",
+        "            loss_history.append(loss)\n",
+        "\n",
+        "            if i % 100 == 0:\n",
+        "                print(f\"Iteration {i}: Loss = {loss:.4f}\")\n",
+        "\n",
+        "        return loss_history\n",
+        "\n",
+        "    def predict(self, X, threshold=0.5):\n",
+        "        probabilities = self.sigmoid(np.dot(X, self.weights))\n",
+        "        return (probabilities >= threshold).astype(int)"
+      ],
+      "metadata": {
+        "id": "q5ZBZuRNZOgc"
+      },
+      "execution_count": 6,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Train custom logistic regression model"
+      ],
+      "metadata": {
+        "id": "NNb5SgLScEf5"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "cust_model = SimpleLogisticModel(learning_rate=0.01, iterations=5000)\n",
+        "loss_curve = cust_model.train(X_train, y_train)"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/"
+        },
+        "id": "L4KJ_aXVZQ0l",
+        "outputId": "0d88f363-d237-464a-e48d-17f8d286e63f"
+      },
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Iteration 0: Loss = 0.6931\n",
+            "Iteration 100: Loss = 0.5945\n",
+            "Iteration 200: Loss = 0.5462\n",
+            "Iteration 300: Loss = 0.5163\n",
+            "Iteration 400: Loss = 0.4956\n",
+            "Iteration 500: Loss = 0.4804\n",
+            "Iteration 600: Loss = 0.4688\n",
+            "Iteration 700: Loss = 0.4595\n",
+            "Iteration 800: Loss = 0.4520\n",
+            "Iteration 900: Loss = 0.4458\n",
+            "Iteration 1000: Loss = 0.4406\n",
+            "Iteration 1100: Loss = 0.4362\n",
+            "Iteration 1200: Loss = 0.4323\n",
+            "Iteration 1300: Loss = 0.4290\n",
+            "Iteration 1400: Loss = 0.4260\n",
+            "Iteration 1500: Loss = 0.4234\n",
+            "Iteration 1600: Loss = 0.4211\n",
+            "Iteration 1700: Loss = 0.4191\n",
+            "Iteration 1800: Loss = 0.4172\n",
+            "Iteration 1900: Loss = 0.4155\n",
+            "Iteration 2000: Loss = 0.4140\n",
+            "Iteration 2100: Loss = 0.4126\n",
+            "Iteration 2200: Loss = 0.4113\n",
+            "Iteration 2300: Loss = 0.4102\n",
+            "Iteration 2400: Loss = 0.4091\n",
+            "Iteration 2500: Loss = 0.4081\n",
+            "Iteration 2600: Loss = 0.4072\n",
+            "Iteration 2700: Loss = 0.4063\n",
+            "Iteration 2800: Loss = 0.4055\n",
+            "Iteration 2900: Loss = 0.4048\n",
+            "Iteration 3000: Loss = 0.4041\n",
+            "Iteration 3100: Loss = 0.4035\n",
+            "Iteration 3200: Loss = 0.4029\n",
+            "Iteration 3300: Loss = 0.4023\n",
+            "Iteration 3400: Loss = 0.4018\n",
+            "Iteration 3500: Loss = 0.4013\n",
+            "Iteration 3600: Loss = 0.4008\n",
+            "Iteration 3700: Loss = 0.4004\n",
+            "Iteration 3800: Loss = 0.3999\n",
+            "Iteration 3900: Loss = 0.3996\n",
+            "Iteration 4000: Loss = 0.3992\n",
+            "Iteration 4100: Loss = 0.3988\n",
+            "Iteration 4200: Loss = 0.3985\n",
+            "Iteration 4300: Loss = 0.3982\n",
+            "Iteration 4400: Loss = 0.3979\n",
+            "Iteration 4500: Loss = 0.3976\n",
+            "Iteration 4600: Loss = 0.3973\n",
+            "Iteration 4700: Loss = 0.3970\n",
+            "Iteration 4800: Loss = 0.3968\n",
+            "Iteration 4900: Loss = 0.3966\n"
+          ]
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Plot loss over iterations"
+      ],
+      "metadata": {
+        "id": "H3o2LO0BcGCR"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "plt.plot(loss_curve)\n",
+        "plt.title(\"Training Loss Over Iterations\")\n",
+        "plt.xlabel(\"Iteration\")\n",
+        "plt.ylabel(\"Loss\")\n",
+        "plt.show()"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 472
+        },
+        "id": "9MYx-VMjZSm1",
+        "outputId": "28ba2641-ca10-423d-a09d-b9688ad830f3"
+      },
+      "execution_count": 13,
+      "outputs": [
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 1 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Predictions and evaluation for custom logistic regression\n",
+        " and LR with Scikitlearn , Decision tree Model, SVM"
+      ],
+      "metadata": {
+        "id": "MeU1MNqacONr"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "pred_cust = cust_model.predict(X_test)\n",
+        "\n",
+        "lr_model = LogisticRegression(max_iter=1000)\n",
+        "lr_model.fit(X_train, y_train)\n",
+        "pred_lr = lr_model.predict(X_test)\n",
+        "\n",
+        "\n",
+        "knn_model = KNeighborsClassifier(n_neighbors=5)\n",
+        "knn_model.fit(X_train, y_train)\n",
+        "pred_knn = knn_model.predict(X_test)\n",
+        "\n",
+        "\n",
+        "dtree_model = DecisionTreeClassifier(random_state=42)\n",
+        "dtree_model.fit(X_train, y_train)\n",
+        "pred_dtree = dtree_model.predict(X_test)\n",
+        "\n",
+        "\n",
+        "rf_model = RandomForestClassifier(n_estimators=100, random_state=42)\n",
+        "rf_model.fit(X_train, y_train)\n",
+        "pred_rf = rf_model.predict(X_test)\n",
+        "\n",
+        "\n",
+        "svm_model = SVC(kernel='linear', random_state=42)\n",
+        "svm_model.fit(X_train, y_train)\n",
+        "pred_svm = svm_model.predict(X_test)\n"
+      ],
+      "metadata": {
+        "id": "AOlQjNEEZUe8"
+      },
+      "execution_count": 14,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Function to evaluate models"
+      ],
+      "metadata": {
+        "id": "dAeW4FmucsOv"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "def assess_model(model, X_eval, y_eval, name):\n",
+        "    pred = model.predict(X_eval)\n",
+        "    acc = accuracy_score(y_eval, pred)\n",
+        "    f1 = f1_score(y_eval, pred)\n",
+        "    cm = confusion_matrix(y_eval, pred)\n",
+        "\n",
+        "    print(f\"Model: {name}\")\n",
+        "    print(f\"Accuracy: {acc:.4f}\")\n",
+        "    print(f\"F1 Score: {f1:.4f}\")\n",
+        "    print(f\"Confusion Matrix:\\n{cm}\\n\")\n",
+        "\n",
+        "    ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=['Pass', 'Fail']).plot(cmap=\"Blues\")\n",
+        "    plt.title(f\"Confusion Matrix: {name}\")\n",
+        "    plt.show()"
+      ],
+      "metadata": {
+        "id": "xNxaqBirZbO4"
+      },
+      "execution_count": 15,
+      "outputs": []
+    },
+    {
+      "cell_type": "markdown",
+      "source": [
+        "# Evaluating all models"
+      ],
+      "metadata": {
+        "id": "7CkfmD_1c6N8"
+      }
+    },
+    {
+      "cell_type": "code",
+      "source": [
+        "assess_model(cust_model, X_test, y_test, \"Custom Logistic Regression\")\n",
+        "assess_model(lr_model, X_test, y_test, \"Logistic Regression\")\n",
+        "assess_model(knn_model, X_test, y_test, \"K-Nearest Neighbor\")\n",
+        "assess_model(dtree_model, X_test, y_test, \"Decisin Tree\")\n",
+        "assess_model(rf_model, X_test, y_test, \"Random Forest\")\n",
+        "assess_model(svm_model, X_test, y_test, \"SVM\")"
+      ],
+      "metadata": {
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1000
+        },
+        "id": "2OSodxydZf8-",
+        "outputId": "60270fa0-5de5-4e73-c61e-fb2707eb1c51"
+      },
+      "execution_count": 16,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Model: Custom Logistic Regression\n",
+            "Accuracy: 0.8412\n",
+            "F1 Score: 0.7944\n",
+            "Confusion Matrix:\n",
+            "[[148  38]\n",
+            " [  6  85]]\n",
+            "\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Model: Logistic Regression\n",
+            "Accuracy: 0.8736\n",
+            "F1 Score: 0.8148\n",
+            "Confusion Matrix:\n",
+            "[[165  21]\n",
+            " [ 14  77]]\n",
+            "\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Model: K-Nearest Neighbor\n",
+            "Accuracy: 0.8159\n",
+            "F1 Score: 0.7273\n",
+            "Confusion Matrix:\n",
+            "[[158  28]\n",
+            " [ 23  68]]\n",
+            "\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Model: Decisin Tree\n",
+            "Accuracy: 0.9206\n",
+            "F1 Score: 0.8817\n",
+            "Confusion Matrix:\n",
+            "[[173  13]\n",
+            " [  9  82]]\n",
+            "\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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AT35Yb9myBe+++y68vLw0nlh58uRJbNu2DQMHDgTwZG1/aGgo1q5di4yMDHTo0AG//vorNm7ciF69ej13+aAU/fr1w9SpU/HOO+9gzJgxyM3NxZo1a1C/fn2NiYWRkZE4duwYunXrBjc3N6SlpWH16tWoVasW2rZt+9z2Fy5ciKCgIPj6+mLw4MF4/PgxVq5cCZVKpfW7FrQhl8vxySefvLRe9+7dERkZiUGDBuGNN97AhQsXEBMTgzp16mjUq1u3LmxsbBAdHQ1ra2tYWlqiTZs28PDw0CquQ4cOYfXq1Zg5c6a45HT9+vXo2LEjwsPDsWDBArFuyfLO8k6uPH78OPLy8sQJoidOnMCuXbugUqmwY8cOjWTq008/xeHDh9GmTRsMHToUjRo1Qnp6Os6dO4cDBw6ISeOAAQOwadMmTJgwAb/++ivatWuHnJwcHDhwACNHjkTPnj1LxfHo0SPUqlULffr0gY+PD6ysrHDgwAGcOXMGixcv1urr9Sp06NABH330EaKiopCQkIDOnTvD1NQU165dw7Zt27B8+XL06dMHSqUSa9asQf/+/dGiRQv069cP9vb2SEpKwo8//gg/P78yky0inRhwZQhVQlevXhWGDh0quLu7C2ZmZoK1tbXg5+cnrFy5UsjLyxPrFRYWCrNmzRI8PDwEU1NTwdXVVZg+fbpGHUF4sgywW7dupa7z7NLC5y3xFARB2Ldvn9CkSRPBzMxMaNCggfDVV1+VWuJ58OBBoWfPnoKLi4tgZmYmuLi4CO+9955w9erVUtd4dhnkgQMHBD8/P8HCwkJQKpVCjx49hIsXL2rUKbnes0tI169fX2qpXlmeXuL5PM9b4jlx4kTB2dlZsLCwEPz8/IS4uLgyl2b+8MMPQqNGjQQTExON++zQoYPQuHHjMq/5dDtZWVmCm5ub0KJFC6GwsFCj3vjx4wW5XC7ExcWJZdou8SzZTE1NBXt7e6F9+/bC3LlzhbS0tDLPS01NFcLCwgRXV1fB1NRUcHJyEjp16iSsXbtWo15ubq7w8ccfi59FJycnoU+fPsL169fFOnhqiWd+fr4wefJkwcfHR7C2thYsLS0FHx8fYfXq1RrtPm+JZ1mfUTyzhPRlnrfE80WfkbVr1wotW7YULCwsBGtra8Hb21uYMmWKkJycrFHv8OHDQmBgoKBSqQRzc3Ohbt26wsCBA4WzZ8+WOz6i8pIJgh5mAxEREVGVwzkRREREJAmTCCIiIpKESQQRERFJwiSCiIiIJGESQURERJIwiSAiIiJJ+LCpMqjVaiQnJ8Pa2lqvjxMmIqJXQxAEPHr0CC4uLqXeR6IveXl5KCgo0EtbZmZmMDc310tbrxKTiDIkJyfD1dXV0GEQEZGO7ty5U+rNqPqQl5cHC+saQFGuXtpzcnLCzZs3jS6RYBJRhpJXEps1CoWsWvlfn0xkTK4fWPDySkRG6tGjLHh5uonfz/WtoKAAKMqFolEooOvPieICpFzciIKCAiYR/wQlQxiyamZMIugfS6lUGjoEogpX4UPSJuY6/5wQZMY7PZFJBBERkVQyALomKkY89Y5JBBERkVQy+ZNN1zaMlPFGTkRERAbFnggiIiKpZDI9DGcY73gGkwgiIiKpOJxBREREpD32RBAREUnF4QwiIiKSRg/DGUY8KGC8kRMREZFBsSeCiIhIKg5nEBERkSRcnUFERESkPfZEEBERScXhDCIiIpKkig9nMIkgIiKSqor3RBhv+kNEREQGxZ4IIiIiqTicQURERJLIZHpIIjicQURERFUMeyKIiIikksuebLq2YaSYRBAREUlVxedEGG/kREREZFBMIoiIiKQqeU6ErpsWjh07hh49esDFxQUymQw7d+4sVefSpUt4++23oVKpYGlpidatWyMpKUk8npeXh7CwMNSoUQNWVlYIDg5Gamqq1rfPJIKIiEiqkuEMXTct5OTkwMfHB6tWrSrz+PXr19G2bVs0bNgQR44cwe+//47w8HCYm5uLdcaPH4/du3dj27ZtOHr0KJKTk9G7d2+tb59zIoiIiIxIUFAQgoKCnnv8448/RteuXbFgwQKxrG7duuLfMzMz8cUXX2DLli148803AQDr16+Hl5cXTp06hddff73csbAngoiISCo9DmdkZWVpbPn5+VqHo1ar8eOPP6J+/foIDAyEg4MD2rRpozHkER8fj8LCQgQEBIhlDRs2RO3atREXF6fV9ZhEEBERSaXH4QxXV1eoVCpxi4qK0jqctLQ0ZGdn49NPP0WXLl2wb98+vPPOO+jduzeOHj0KAEhJSYGZmRlsbGw0znV0dERKSopW1+NwBhERkVR6fAHXnTt3oFQqxWKFQqF1U2q1GgDQs2dPjB8/HgDQrFkznDx5EtHR0ejQoYNusT6DPRFERESVgFKp1NikJBE1a9aEiYkJGjVqpFHu5eUlrs5wcnJCQUEBMjIyNOqkpqbCyclJq+sxiSAiIpLKAKszXsTMzAytW7fGlStXNMqvXr0KNzc3AEDLli1hamqKgwcPisevXLmCpKQk+Pr6anU9DmcQERFJpcfhjPLKzs5GYmKiuH/z5k0kJCTAzs4OtWvXxuTJk/Huu++iffv28Pf3x969e7F7924cOXIEAKBSqTB48GBMmDABdnZ2UCqVGD16NHx9fbVamQEwiSAiIjIqZ8+ehb+/v7g/YcIEAEBoaCg2bNiAd955B9HR0YiKisKYMWPQoEEDbN++HW3bthXPWbp0KeRyOYKDg5Gfn4/AwECsXr1a61hkgiAIut/SP0tWVhZUKhUU3kMhq2Zm6HCIKkRa3ApDh0BUYbKyslDL0RaZmZkakxX12b5KpYIi4FPITM1ffsILCIV5yD8wrcJirUjsiSAiIpLKAMMZlQknVhIREZEk7IkgIiKSSibTw6vAjbcngkkEERGRVPpYoqnHJZ6vmvFGTkRERAbFnggiIiKpqvjESiYRREREUlXx4QwmEURERFJV8Z4I401/iIiIyKDYE0FERCQVhzOIiIhIEg5nEBEREWmPPRFEREQSyWQyyKpwTwSTCCIiIomqehLB4QwiIiKShD0RREREUsn+t+nahpFiEkFERCQRhzOIiIiIJGBPBBERkURVvSeCSQQREZFETCKIiIhIkqqeRHBOBBEREUnCnggiIiKpuMSTiIiIpOBwBhEREZEE7IkgIiKS6MmbwHXtidBPLIbAJIKIiEgiGfQwnGHEWQSHM4iIiEgS9kQQERFJVNUnVjKJICIikqqKL/HkcAYRERFJwp4IIiIiqfQwnCFwOIOIiKjq0cecCN1XdxgOkwgiIiKJqnoSwTkRRERERuTYsWPo0aMHXFxcIJPJsHPnzufWHT58OGQyGZYtW6ZRnp6ejpCQECiVStjY2GDw4MHIzs7WOhYmEURERFLJ9LRpIScnBz4+Pli1atUL6+3YsQOnTp2Ci4tLqWMhISH4888/sX//fsTGxuLYsWMYNmyYdoGAwxlERESSGWI4IygoCEFBQS+sc/fuXYwePRo///wzunXrpnHs0qVL2Lt3L86cOYNWrVoBAFauXImuXbti0aJFZSYdz8OeCCIiokogKytLY8vPz5fUjlqtRv/+/TF58mQ0bty41PG4uDjY2NiICQQABAQEQC6X4/Tp01pdi0kEERGRRCU9EbpuAODq6gqVSiVuUVFRkmKaP38+TExMMGbMmDKPp6SkwMHBQaPMxMQEdnZ2SElJ0epaHM4gIiKSSJ/DGXfu3IFSqRTLFQqF1m3Fx8dj+fLlOHfu3CtZ9cGeCCIiokpAqVRqbFKSiOPHjyMtLQ21a9eGiYkJTExMcPv2bUycOBHu7u4AACcnJ6SlpWmcV1RUhPT0dDg5OWl1PfZEEBERSVTZnhPRv39/BAQEaJQFBgaif//+GDRoEADA19cXGRkZiI+PR8uWLQEAhw4dglqtRps2bbS6HpMIIiIiqQzwAq7s7GwkJiaK+zdv3kRCQgLs7OxQu3Zt1KhRQ6O+qakpnJyc0KBBAwCAl5cXunTpgqFDhyI6OhqFhYUYNWoU+vXrp9XKDIDDGUREREbl7NmzaN68OZo3bw4AmDBhApo3b44ZM2aUu42YmBg0bNgQnTp1QteuXdG2bVusXbtW61jYE0FERCSRIYYzOnbsCEEQyl3/1q1bpcrs7OywZcsWra5bFiYRREREElW2ORGvGpMIIiIiiap6EsE5EURERCQJeyKIiIikMsDqjMqESQQREZFEHM4gIiIikoA9EVRh3mheF6P7B8CnYW0426sQMmkt9hz9XTz+8Mx/yzxvxvIdWPnVQQDAlsUfwbv+a6hpa42MR7k4+usVRKz8ASl/Z76SeyDSRtxviVgVcxDnr9xB6t9Z2PDpEHTt0FQ8vuDzPdi5/xyS0zJgaloNTRu44j/Du6NlY3fDBU06YU+EAQ0cOFD8BzAzM4OnpyciIyNRVFRkyLBIT6pbKPDH1buYvODbMo836DJdYwuL/ApqtRq7DieIdY6fvYpB07/Ev/pEInTq5/CoVRMb5w9+RXdApJ3cvAI0rvcaPp347zKP13V1QNTEf+PIV9OwO3ocajvboe/Y1fj74aNXHCnpiwx6eIunEU+KMHhPRJcuXbB+/Xrk5+djz549CAsLg6mpKaZPn27o0EhHB05exIGTF597PO2B5jfOru29cTz+Gm7ffSCWrfn6sPj3OykPsWzjfny1cChMqslRVKzWf9BEOujk2widfBs993hwYCuN/cix7yBm9ylcTExG+9YNKjo8Ir0z+JwIhUIBJycnuLm5YcSIEQgICMCuXbuwZMkSeHt7w9LSEq6urhg5ciSys7PF827fvo0ePXrA1tYWlpaWaNy4Mfbs2QMAePjwIUJCQmBvbw8LCwvUq1cP69evN9QtUjnY21mjc9sm+OqHuOfWsVFWR58urfDr7zeZQJDRKygswqadJ6G0skDjeq8ZOhySSOdeCD0MhxiSwXsinmVhYYEHDx5ALpdjxYoV8PDwwI0bNzBy5EhMmTIFq1evBgCEhYWhoKAAx44dg6WlJS5evAgrKysAQHh4OC5evIiffvoJNWvWRGJiIh4/fmzI26KXeK9bG2Tn5GH3U0MZJSJG9cSQvu1haaHAr7/fRL8J0a8+QCI92ffLHxg2YwMe5xXCsYYS25aPRA0bK0OHRVJxiWflIAgCDh48iJ9//hmjR4/GuHHjxGPu7u6YM2cOhg8fLiYRSUlJCA4Ohre3NwCgTp06Yv2kpCQ0b94crVq1Es9/kfz8fOTn54v7WVlZerorKq+Qt1/Htr1nkV9Qej7Mis0HsHlXHFyd7DB1aBCiI/rj3fFMJMg4+bWsh0MbpyI9Mxtf/RCHoZ+sx0+fT4S9nbWhQyPSmsGHM2JjY2FlZQVzc3MEBQXh3XffRUREBA4cOIBOnTrhtddeg7W1Nfr3748HDx4gNzcXADBmzBjMmTMHfn5+mDlzJn7//f9n/Y8YMQLffPMNmjVrhilTpuDkyZMvjCEqKgoqlUrcXF1dK/SeSZNvs7qo7+6EzT+U/e+UnpmD60lpOPLrZQz+eD06t22C1t4erzhKIv2wtFCgjqs9WjXxwLKP30e1atWwZffzh/GocqvqwxkGTyL8/f2RkJCAa9eu4fHjx9i4cSPu37+P7t27o2nTpti+fTvi4+OxatUqAEBBQQEAYMiQIbhx4wb69++PCxcuoFWrVli5ciUAICgoCLdv38b48eORnJyMTp06YdKkSc+NYfr06cjMzBS3O3fuVPyNk+iDnr747WIS/rh296V15f/7z2ZmWmk60Yh0ohbUyC/kijRjVdWTCIN/J7a0tISnp6dGWXx8PNRqNRYvXgy5/Emes3Xr1lLnurq6Yvjw4Rg+fDimT5+OdevWYfTo0QAAe3t7hIaGIjQ0FO3atcPkyZOxaNGiMmNQKBRQKBR6vjOytDCDh6u9uO/mUgNN6r+GjMxc/JX6EABgbWmOnp2aI3zZjlLnt2zshhaN3BB3/joys3LhXsseHw/vhht37uPMhZuv7D6Iyis7Nx83/7ov7iclP8CFq3/BVlkdtipLLNuwD4HtmsCxhgrpmdn48rvjSLmfibffbG7AqEkXMtmTTdc2jJXBk4iyeHp6orCwECtXrkSPHj1w4sQJREdrjoGPGzcOQUFBqF+/Ph4+fIjDhw/Dy8sLADBjxgy0bNkSjRs3Rn5+PmJjY8Vj9Oo083JD7Gdjxf15E4IBAFtiTyFs1lcAgN6dW0Imk2H7z2dLnf84rxDd/X0wbVg3VLcwQ+rfmTgYdwmLvvwSBfzNjSqh85eT8E7YSnF/xoonyfG7Xf+FhVPexbXbqfh2z69Iz8yGrcoSzb1qY9easWhYx9lQIRPppFImET4+PliyZAnmz5+P6dOno3379oiKisKAAQPEOsXFxQgLC8Nff/0FpVKJLl26YOnSpQAAMzMzTJ8+Hbdu3YKFhQXatWuHb775xlC3U2WdOHcNtq1HvbDOxh0nsHHHiTKPXbyejJ4jV5Z5jKgy8mtRD2lxK557fMOnQ15hNPQqPOmJ0PWJlXoKxgBkgiAIhg6issnKyoJKpYLCeyhk1cwMHQ5RhXjRDzsiY5eVlYVajrbIzMyEUqmskPZVKhXqjPkO1RSWOrVVnJ+DGyv6VFisFcngEyuJiIjIOFXK4QwiIiJjUNVfwMUkgoiISKKqvjqDwxlEREQkCXsiiIiIJJLLZZDLdetKEHQ835CYRBAREUnE4QwiIiIiCdgTQUREJBFXZxAREZEkVX04g0kEERGRRFW9J4JzIoiIiEgS9kQQERFJVNV7IphEEBERSVTV50RwOIOIiIgkYU8EERGRRDLoYTgDxtsVwSSCiIhIIg5nEBERkdE4duwYevToARcXF8hkMuzcuVM8VlhYiKlTp8Lb2xuWlpZwcXHBgAEDkJycrNFGeno6QkJCoFQqYWNjg8GDByM7O1vrWJhEEBERSVSyOkPXTRs5OTnw8fHBqlWrSh3Lzc3FuXPnEB4ejnPnzuH777/HlStX8Pbbb2vUCwkJwZ9//on9+/cjNjYWx44dw7Bhw7S+fw5nEBERSWSI4YygoCAEBQWVeUylUmH//v0aZf/973/xr3/9C0lJSahduzYuXbqEvXv34syZM2jVqhUAYOXKlejatSsWLVoEFxeXcsfCnggiIqJ/sMzMTMhkMtjY2AAA4uLiYGNjIyYQABAQEAC5XI7Tp09r1TZ7IoiIiCTS58OmsrKyNMoVCgUUCoVObefl5WHq1Kl47733oFQqAQApKSlwcHDQqGdiYgI7OzukpKRo1T57IoiIiCQqGc7QdQMAV1dXqFQqcYuKitIptsLCQvTt2xeCIGDNmjV6uNvS2BNBREQkkT57Iu7cuSP2FgDQqReiJIG4ffs2Dh06pNGuk5MT0tLSNOoXFRUhPT0dTk5OWl2HPRFERESVgFKp1NikJhElCcS1a9dw4MAB1KhRQ+O4r68vMjIyEB8fL5YdOnQIarUabdq00epa7IkgIiKSSg+rM7R9YGV2djYSExPF/Zs3byIhIQF2dnZwdnZGnz59cO7cOcTGxqK4uFic52BnZwczMzN4eXmhS5cuGDp0KKKjo1FYWIhRo0ahX79+Wq3MAJhEEBERSWaIt3iePXsW/v7+4v6ECRMAAKGhoYiIiMCuXbsAAM2aNdM47/Dhw+jYsSMAICYmBqNGjUKnTp0gl8sRHByMFStWaB07kwgiIiIj0rFjRwiC8NzjLzpWws7ODlu2bNE5FiYRREREElX1d2cwiSAiIpLIEMMZlQlXZxAREZEk7IkgIiKSiMMZREREJAmHM4iIiIgkYE8EERGRRFW9J4JJBBERkUScE0FERESSVPWeCM6JICIiIknYE0FERCQRhzOIiIhIEg5nEBEREUnAnggiIiKJZNDDcIZeIjEMJhFEREQSyWUyyHXMInQ935A4nEFERESSsCeCiIhIIq7OICIiIkmq+uoMJhFEREQSyWVPNl3bMFacE0FERESSsCeCiIhIKpkehiOMuCeCSQQREZFEVX1iJYcziIiISBL2RBAREUkk+98fXdswVkwiiIiIJOLqDCIiIiIJ2BNBREQkER82VQ67du0qd4Nvv/225GCIiIiMSVVfnVGuJKJXr17lakwmk6G4uFiXeIiIiMhIlCuJUKvVFR0HERGR0anqrwLXaU5EXl4ezM3N9RULERGRUanqwxlar84oLi7G7Nmz8dprr8HKygo3btwAAISHh+OLL77Qe4BERESVVcnESl03Y6V1EjF37lxs2LABCxYsgJmZmVjepEkTfP7553oNjoiIiCovrZOITZs2Ye3atQgJCUG1atXEch8fH1y+fFmvwREREVVmJcMZum7GSusk4u7du/D09CxVrlarUVhYqJegiIiIjEHJxEpdN20cO3YMPXr0gIuLC2QyGXbu3KlxXBAEzJgxA87OzrCwsEBAQACuXbumUSc9PR0hISFQKpWwsbHB4MGDkZ2drf39a3tCo0aNcPz48VLl3333HZo3b651AERERFR+OTk58PHxwapVq8o8vmDBAqxYsQLR0dE4ffo0LC0tERgYiLy8PLFOSEgI/vzzT+zfvx+xsbE4duwYhg0bpnUsWq/OmDFjBkJDQ3H37l2o1Wp8//33uHLlCjZt2oTY2FitAyAiIjJWsv9turahjaCgIAQFBZV5TBAELFu2DJ988gl69uwJ4Mk0BEdHR+zcuRP9+vXDpUuXsHfvXpw5cwatWrUCAKxcuRJdu3bFokWL4OLiUu5YtO6J6NmzJ3bv3o0DBw7A0tISM2bMwKVLl7B792689dZb2jZHRERktCrb6oybN28iJSUFAQEBYplKpUKbNm0QFxcHAIiLi4ONjY2YQABAQEAA5HI5Tp8+rdX1JD0nol27dti/f7+UU4mIiKgMWVlZGvsKhQIKhUKrNlJSUgAAjo6OGuWOjo7isZSUFDg4OGgcNzExgZ2dnVinvCQ/bOrs2bO4dOkSgCfzJFq2bCm1KSIiIqOkz1eBu7q6apTPnDkTERERujVewbROIv766y+89957OHHiBGxsbAAAGRkZeOONN/DNN9+gVq1a+o6RiIioUtLnWzzv3LkDpVIplmvbCwEATk5OAIDU1FQ4OzuL5ampqWjWrJlYJy0tTeO8oqIipKeni+eXl9ZzIoYMGYLCwkJcunQJ6enpSE9Px6VLl6BWqzFkyBBtmyMiIiIASqVSY5OSRHh4eMDJyQkHDx4Uy7KysnD69Gn4+voCAHx9fZGRkYH4+HixzqFDh6BWq9GmTRutrqd1T8TRo0dx8uRJNGjQQCxr0KABVq5ciXbt2mnbHBERkVF71Q+Lys7ORmJiorh/8+ZNJCQkwM7ODrVr18a4ceMwZ84c1KtXDx4eHggPD4eLi4v4Rm4vLy906dIFQ4cORXR0NAoLCzFq1Cj069dPq5UZgIQkwtXVtcyHShUXF2t9cSIiImOmz+GM8jp79iz8/f3F/QkTJgAAQkNDsWHDBkyZMgU5OTkYNmwYMjIy0LZtW+zdu1fjhZkxMTEYNWoUOnXqBLlcjuDgYKxYsULr2LVOIhYuXIjRo0dj1apV4vKQs2fPYuzYsVi0aJHWARARERkrfU6sLK+OHTtCEITnHpfJZIiMjERkZORz69jZ2WHLli3aXbgM5UoibG1tNTKlnJwctGnTBiYmT04vKiqCiYkJPvzwQ7G7hIiIiP7ZypVELFu2rILDICIiMj6GGM6oTMqVRISGhlZ0HEREREbHEI+9rkwkP2wKAPLy8lBQUKBR9vQaVyIiIvrn0jqJyMnJwdSpU7F161Y8ePCg1PHi4mK9BEZERFTZSXmVd1ltGCutHzY1ZcoUHDp0CGvWrIFCocDnn3+OWbNmwcXFBZs2baqIGImIiColmUw/m7HSuidi9+7d2LRpEzp27IhBgwahXbt28PT0hJubG2JiYhASElIRcRIREVElo3VPRHp6OurUqQPgyfyH9PR0AEDbtm1x7Ngx/UZHRERUiVW2V4G/alonEXXq1MHNmzcBAA0bNsTWrVsBPOmhKHkhFxERUVVQ1YcztE4iBg0ahPPnzwMApk2bhlWrVsHc3Bzjx4/H5MmT9R4gERERVU5az4kYP368+PeAgABcvnwZ8fHx8PT0RNOmTfUaHBERUWVW1Vdn6PScCABwc3ODm5ubPmIhIiIyKvoYjjDiHKJ8SYQ2b/YaM2aM5GCIiIiMCR97XQ5Lly4tV2MymYxJBBERURVRriSiZDVGVZN0ZBEf403/WAsPJxo6BKIKk5fz6JVcRw4JKxTKaMNY6TwngoiIqKqq6sMZxpwAERERkQGxJ4KIiEgimQyQc3UGERERaUuuhyRC1/MNicMZREREJImkJOL48eP44IMP4Ovri7t37wIANm/ejF9++UWvwREREVVmfAGXlrZv347AwEBYWFjgt99+Q35+PgAgMzMT8+bN03uARERElVXJcIaum7HSOomYM2cOoqOjsW7dOpiamorlfn5+OHfunF6DIyIiospL64mVV65cQfv27UuVq1QqZGRk6CMmIiIio1DV352hdU+Ek5MTEhNLP+nul19+QZ06dfQSFBERkTEoeYunrpux0jqJGDp0KMaOHYvTp09DJpMhOTkZMTExmDRpEkaMGFERMRIREVVKcj1txkrr4Yxp06ZBrVajU6dOyM3NRfv27aFQKDBp0iSMHj26ImIkIiKiSkjrJEImk+Hjjz/G5MmTkZiYiOzsbDRq1AhWVlYVER8REVGlVdXnREh+YqWZmRkaNWqkz1iIiIiMihy6z2mQw3izCK2TCH9//xc+GOPQoUM6BURERETGQeskolmzZhr7hYWFSEhIwB9//IHQ0FB9xUVERFTpcThDS0uXLi2zPCIiAtnZ2ToHREREZCz4Ai49+eCDD/Dll1/qqzkiIiKq5PT2KvC4uDiYm5vrqzkiIqJKTyaDzhMrq9RwRu/evTX2BUHAvXv3cPbsWYSHh+stMCIiosrOEHMiiouLERERga+++gopKSlwcXHBwIED8cknn4gLHwRBwMyZM7Fu3TpkZGTAz88Pa9asQb169XQL9hlaJxEqlUpjXy6Xo0GDBoiMjETnzp31FhgRERGVNn/+fKxZswYbN25E48aNcfbsWQwaNAgqlQpjxowBACxYsAArVqzAxo0b4eHhgfDwcAQGBuLixYt6HTXQKokoLi7GoEGD4O3tDVtbW70FQUREZIwMMbHy5MmT6NmzJ7p16wYAcHd3x9dff41ff/0VwJNeiGXLluGTTz5Bz549AQCbNm2Co6Mjdu7ciX79+ukW8NOxa1O5WrVq6Ny5M9/WSUREBECmpz/aeOONN3Dw4EFcvXoVAHD+/Hn88ssvCAoKAgDcvHkTKSkpCAgIEM9RqVRo06YN4uLi9HfzkDCc0aRJE9y4cQMeHh56DYSIiMjY6LMnIisrS6NcoVBAoVCUqj9t2jRkZWWhYcOGqFatGoqLizF37lyEhIQAAFJSUgAAjo6OGuc5OjqKx/RF6yWec+bMwaRJkxAbG4t79+4hKytLYyMiIiLtubq6QqVSiVtUVFSZ9bZu3YqYmBhs2bIF586dw8aNG7Fo0SJs3LjxFUesRU9EZGQkJk6ciK5duwIA3n77bY3HXwuCAJlMhuLiYv1HSUREVAnpsyfizp07UCqVYnlZvRAAMHnyZEybNk2c2+Dt7Y3bt28jKioKoaGhcHJyAgCkpqbC2dlZPC81NbXUU6d1Ve4kYtasWRg+fDgOHz6s1wCIiIiMlUwme+H7pMrbBgAolUqNJOJ5cnNzIZdrDiRUq1YNarUaAODh4QEnJyccPHhQTBqysrJw+vRpjBgxQqdYn1XuJEIQBABAhw4d9BoAERERlV+PHj0wd+5c1K5dG40bN8Zvv/2GJUuW4MMPPwTwJCkZN24c5syZg3r16olLPF1cXNCrVy+9xqLVxEpdsy0iIqJ/EkMs8Vy5ciXCw8MxcuRIpKWlwcXFBR999BFmzJgh1pkyZQpycnIwbNgwZGRkoG3btti7d6/enywtE0q6GF5CLpdDpVK9NJFIT0/XS2CGlJWVBZVKhdQHmeXqWiIyRgsPJxo6BKIKk5fzCPPeaYHMzIr5Pl7yc2LungSYW1rr1FZeziN83LVZhcVakbTqiZg1a1apJ1YSERFR1aRVEtGvXz84ODhUVCxERERGRS6T6fwCLl3PN6RyJxGcD0FERKTJEHMiKpNyP2yqnFMniIiIqIood09EyfpTIiIi+h89vApcy1dnVCpavzuDiIiInpBDBrmOWYCu5xsSkwgiIiKJZHroiTDmKYdav4CLiIiICGBPBBERkWRVfXUGkwgiIiKJqvpzIjicQURERJKwJ4KIiEiiqj6xkkkEERGRRHLoYTjDiJd4cjiDiIiIJGFPBBERkUQcziAiIiJJ5NC9S9+YhwSMOXYiIiIyIPZEEBERSSSTySDTcTxC1/MNiUkEERGRRDLo/hJO400hmEQQERFJxidWEhEREUnAnggiIiIdGG8/gu6YRBAREUlU1Z8TweEMIiIikoQ9EURERBJxiScRERFJwidWEhEREUnAnggiIiKJOJxBREREklT1J1ZyOIOIiIgkYU8EERGRRBzOICIiIkmq+uoMJhFEREQSVfWeCGNOgIiIiMiAmEQQERFJJNPTpq27d+/igw8+QI0aNWBhYQFvb2+cPXtWPC4IAmbMmAFnZ2dYWFggICAA165dk3yfz8MkgoiISKKSF3Dpumnj4cOH8PPzg6mpKX766SdcvHgRixcvhq2trVhnwYIFWLFiBaKjo3H69GlYWloiMDAQeXl5er1/zokgIiIyIvPnz4erqyvWr18vlnl4eIh/FwQBy5YtwyeffIKePXsCADZt2gRHR0fs3LkT/fr101ss7IkgIiKSSA6ZXjZt7Nq1C61atcK///1vODg4oHnz5li3bp14/ObNm0hJSUFAQIBYplKp0KZNG8TFxent3gEmEURERJLpczgjKytLY8vPzy/zmjdu3MCaNWtQr149/PzzzxgxYgTGjBmDjRs3AgBSUlIAAI6OjhrnOTo6isf0hUkEERFRJeDq6gqVSiVuUVFRZdZTq9Vo0aIF5s2bh+bNm2PYsGEYOnQooqOjX3HEnBNBREQkmex/f3RtAwDu3LkDpVIplisUijLrOzs7o1GjRhplXl5e2L59OwDAyckJAJCamgpnZ2exTmpqKpo1a6ZTrM9iTwQREZFE+hzOUCqVGtvzkgg/Pz9cuXJFo+zq1atwc3MD8GSSpZOTEw4ePCgez8rKwunTp+Hr66vX+2dPBBERkREZP3483njjDcybNw99+/bFr7/+irVr12Lt2rUAnjwBc9y4cZgzZw7q1asHDw8PhIeHw8XFBb169dJrLEwiiIiIJJJJWF1RVhvaaN26NXbs2IHp06cjMjISHh4eWLZsGUJCQsQ6U6ZMQU5ODoYNG4aMjAy0bdsWe/fuhbm5uU6xPotJBBERkURSHhZVVhva6t69O7p37/6CNmWIjIxEZGSkDpG9HJMIIiIiiQyVRFQWnFhJREREkrAngoiISCJ9LvE0RkwiiIiIJJLLnmy6tmGsOJxBREREkrAngoiISCIOZxAREZEkXJ1BREREJAF7IoiIiCSSQffhCCPuiGASQUREJBVXZxARERFJ8I/ridiwYQPGjRuHjIwMAEBERAR27tyJhIQEg8ZFZXuUk4d50bGIPXIefz/Mhnf9Wvh0Yh+0aOxm6NCItKJWq3F8/yn8ce4ych7lwEpphaatGsGv078gk8lQXFyMoz+fxPXLt5DxIBMKcwXc69WGf5AfrFVWhg6fJKrqqzMqbU/EwIEDIZPJSm2JiYkvPO/dd9/F1atXX1GUpKuxc7bgyOnLiJ4VihNf/wdvvt4QvcJWIjktw9ChEWkl7shZnIv7HYG9/DFs0gD4d22LU0fO4uyJBABAYUERUu7eh1+nNvhw7PsIHtAd6ffTsW3DLsMGTjopWZ2h62asKm0SAQBdunTBvXv3NDYPD48XnmNhYQEHB4dXFCHp4nFeAXYdTkDEmF7wa+GJOq72mDasG+q42uPL7ccNHR6RVu7euof6jevC08sDNnYqeDWtB4/6bki+kwoAMLdQ4P2hvdHIpz5qONjhNTdndO7lj5S7ach8mGXg6EkqmZ42Y1WpkwiFQgEnJyeNbfny5fD29oalpSVcXV0xcuRIZGdni+ds2LABNjY2hguayq2oWI3iYjXMzUw1ys0VpjiVcN1AURFJ85q7M24lJuHB/YcAgNTk+7hzKxl1G7g/95z8vAJA9iTBIDJGRjcnQi6XY8WKFfDw8MCNGzcwcuRITJkyBatXr5bcZn5+PvLz88X9rCz+VvAqWFuao7W3BxZ+8RPqezjCwU6J734+izMXbqJOLXtDh0eklTc6tkZBXgE+W7QRcpkcakGNjoFvoEmLhmXWLyoswuE9v6CxTwMozJlEGCs5ZJDrOB4hN+K+iEqdRMTGxsLK6v8nHAUFBWHbtm3ivru7O+bMmYPhw4frlERERUVh1qxZOsVK0nwWOQCjImPQqOsnqFZNDp8Grgju3ArnLycZOjQirVz8/Sr++O0yer4XBHvHGkhNvo8Du4+KEyyfVlxcjB1f7YEgCOjS+00DRUz6oI/hCONNISp5EuHv7481a9aI+5aWljhw4ACioqJw+fJlZGVloaioCHl5ecjNzUX16tUlXWf69OmYMGGCuJ+VlQVXV1ed46eX86hljx/XjkPO43w8ysmDU00VPpz+Jdxeq2no0Ii0cujH4/D1b43GzRoAABycayIzIwsnD5/RSCJKEojMjCy8PyyYvRBk1Cr1nAhLS0t4enqKW35+Prp3746mTZti+/btiI+Px6pVqwAABQUFkq+jUCigVCo1Nnq1LC0UcKqpQkZWLg6euoSu7b0NHRKRVooKi0rNspfLZIAgiPslCUT63xl4b2hvVLe0eMVRkt5V8ZmVlbon4lnx8fFQq9VYvHgx5PIn+c/WrVsNHBXp4mDcRQgCUM/NATf+uo8Zy3eivrsjQt72NXRoRFrx9PLAyUNnoLJRoqajHVKT7+P08d/g0/pJL0RxcTG+3/wjUu6moe+gnhAEAdmPcgAAFhbmqGZSzZDhk0RV/TkRRpVEeHp6orCwECtXrkSPHj1w4sQJREdHGzos0kFWdh4iV+1CcloGbJXV0ePNZvhkZA+Y8hsqGZnOPf1xbN9J7N1xCLnZubBSWqF5G2+0C2gDAHiUmY1rF28AAL5YFqNxbshHwXCryyFUMj5GlUT4+PhgyZIlmD9/PqZPn4727dsjKioKAwYMMHRoJNE7b7XAO2+1MHQYRDpTmJvhrbc74q23O5Z53MZOhf8sGPdKY6JXQB8PizLejgjIBOGpATsC8GRipUqlQuqDTM6PoH+shYdf/PRXImOWl/MI895pgczMivk+XvJz4lBCEqysdWs/+1EW3mxWu8JirUiVemIlERERVV5GNZxBRERUqVTxB0UwiSAiIpKIqzOIiIhIEn28hZNv8SQiIqIqhz0RREREElXxKRFMIoiIiCSr4lkEhzOIiIhIEvZEEBERScTVGURERCQJV2cQERERScCeCCIiIomq+LxK9kQQERFJJtPTJtGnn34KmUyGcePGiWV5eXkICwtDjRo1YGVlheDgYKSmpkq/yAswiSAiIjJCZ86cwWeffYamTZtqlI8fPx67d+/Gtm3bcPToUSQnJ6N3794VEgOTCCIiIolkevqjrezsbISEhGDdunWwtbUVyzMzM/HFF19gyZIlePPNN9GyZUusX78eJ0+exKlTp/R56wCYRBAREUlWsjpD1w0AsrKyNLb8/PznXjcsLAzdunVDQECARnl8fDwKCws1yhs2bIjatWsjLi5O7/fPJIKIiEgifU6JcHV1hUqlEreoqKgyr/nNN9/g3LlzZR5PSUmBmZkZbGxsNModHR2RkpKi282WgasziIiIKoE7d+5AqVSK+wqFosw6Y8eOxf79+2Fubv4qwysTeyKIiIik0mNXhFKp1NjKSiLi4+ORlpaGFi1awMTEBCYmJjh69ChWrFgBExMTODo6oqCgABkZGRrnpaamwsnJSe+3z54IIiIiiV71Y687deqECxcuaJQNGjQIDRs2xNSpU+Hq6gpTU1McPHgQwcHBAIArV64gKSkJvr6+OsVZFiYRRERERsLa2hpNmjTRKLO0tESNGjXE8sGDB2PChAmws7ODUqnE6NGj4evri9dff13v8TCJICIikqgyvjtj6dKlkMvlCA4ORn5+PgIDA7F69Wr9XuR/mEQQERFJVBkee33kyBGNfXNzc6xatQqrVq3SseWX48RKIiIikoQ9EURERFJVhq4IA2ISQUREJNGrXp1R2XA4g4iIiCRhTwQREZFElXF1xqvEJIKIiEiiKj4lgkkEERGRZFU8i+CcCCIiIpKEPRFEREQSVfXVGUwiiIiIpNLDxEojziE4nEFERETSsCeCiIhIoio+r5JJBBERkWRVPIvgcAYRERFJwp4IIiIiibg6g4iIiCSp6o+95nAGERERScKeCCIiIomq+LxKJhFERESSVfEsgkkEERGRRFV9YiXnRBAREZEk7IkgIiKSSAY9rM7QSySGwSSCiIhIoio+JYLDGURERCQNeyKIiIgkquoPm2ISQUREJFnVHtDgcAYRERFJwp4IIiIiiTicQURERJJU7cEMDmcQERGRROyJICIikojDGURERCRJVX93BpMIIiIiqar4pAjOiSAiIiJJmEQQERFJJNPTpo2oqCi0bt0a1tbWcHBwQK9evXDlyhWNOnl5eQgLC0ONGjVgZWWF4OBgpKamSr7P52ESQUREJFHJxEpdN20cPXoUYWFhOHXqFPbv34/CwkJ07twZOTk5Yp3x48dj9+7d2LZtG44ePYrk5GT07t1bz3fPORFERERGZe/evRr7GzZsgIODA+Lj49G+fXtkZmbiiy++wJYtW/Dmm28CANavXw8vLy+cOnUKr7/+ut5iYU8EERGRRDI9/QGArKwsjS0/P79cMWRmZgIA7OzsAADx8fEoLCxEQECAWKdhw4aoXbs24uLi9Hr/TCKIiIik0uOkCFdXV6hUKnGLiop66eXVajXGjRsHPz8/NGnSBACQkpICMzMz2NjYaNR1dHRESkqKjjesicMZRERElcCdO3egVCrFfYVC8dJzwsLC8Mcff+CXX36pyNCei0kEERGRRPp8TIRSqdRIIl5m1KhRiI2NxbFjx1CrVi2x3MnJCQUFBcjIyNDojUhNTYWTk5OO0WricAYREZFEhlidIQgCRo0ahR07duDQoUPw8PDQON6yZUuYmpri4MGDYtmVK1eQlJQEX19ffdy2iD0RRERERiQsLAxbtmzBDz/8AGtra3Geg0qlgoWFBVQqFQYPHowJEybAzs4OSqUSo0ePhq+vr15XZgBMIoiIiHSg+7sztB0QWbNmDQCgY8eOGuXr16/HwIEDAQBLly6FXC5HcHAw8vPzERgYiNWrV+sYZ2lMIoiIiCQyxFs8BUF4aR1zc3OsWrUKq1atkhhV+XBOBBEREUnCJIKIiIgk4XAGERGRRIYYzqhMmEQQERFJJNPDxErdJ2YaDocziIiISBL2RBAREUnE4QwiIiKSRJ+PvTZGHM4gIiIiSdgTQUREJFUV74pgEkFERCQRV2cQERERScCeCCIiIom4OoOIiIgkqeJTIphEEBERSVbFswjOiSAiIiJJ2BNBREQkUVVfncEkgoiISCJOrKRSBEEAADzKyjJwJEQVJy/nkaFDIKow+bnZAP7/+3lFydLDzwl9tGEoTCLK8OjRk2+unh6uBo6EiIh08ejRI6hUKr23a2ZmBicnJ9TT088JJycnmJmZ6aWtV0kmVHSaZoTUajWSk5NhbW0NmTH3MxmJrKwsuLq64s6dO1AqlYYOh0jv+Bl/9QRBwKNHj+Di4gK5vGLWEOTl5aGgoEAvbZmZmcHc3Fwvbb1K7Ikog1wuR61atQwdRpWjVCr5DZb+0fgZf7Uqogfiaebm5kb5g1+fuMSTiIiIJGESQURERJIwiSCDUygUmDlzJhQKhaFDIaoQ/IzTPxUnVhIREZEk7IkgIiIiSZhEEBERkSRMIoiIiEgSJhFERAawYcMG2NjYiPsRERFo1qyZweIhkoJJBOnVwIEDIZPJIJPJYGZmBk9PT0RGRqKoqMjQoRFViKc/809viYmJLzzv3XffxdWrV19RlEQVg0+sJL3r0qUL1q9fj/z8fOzZswdhYWEwNTXF9OnTDR0aUYUo+cw/zd7e/oXnWFhYwMLCoiLDIqpw7IkgvVMoFHBycoKbmxtGjBiBgIAA7Nq1C0uWLIG3tzcsLS3h6uqKkSNHIjs7Wzzv9u3b6NGjB2xtbWFpaYnGjRtjz549AICHDx8iJCQE9vb2sLCwQL169Up90yYylJLP/NPb8uXLX/h5f3Y4g8gYsSeCKpyFhQUePHgAuVyOFStWwMPDAzdu3MDIkSMxZcoUrF69GgAQFhaGgoICHDt2DJaWlrh48SKsrKwAAOHh4bh48SJ++ukn1KxZE4mJiXj8+LEhb4vohV72eSf6J2ASQRVGEAQcPHgQP//8M0aPHo1x48aJx9zd3TFnzhwMHz5c/KaalJSE4OBgeHt7AwDq1Kkj1k9KSkLz5s3RqlUr8XyiyiI2NlZMeAEgKCgI27ZtE/fL+rwT/RMwiSC9K/mGWlhYCLVajffffx8RERE4cOAAoqKicPnyZWRlZaGoqAh5eXnIzc1F9erVMWbMGIwYMQL79u1DQEAAgoOD0bRpUwDAiBEjEBwcjHPnzqFz587o1asX3njjDQPfKdET/v7+WLNmjbhvaWn50s870T8B50SQ3vn7+yMhIQHXrl3D48ePsXHjRty/fx/du3dH06ZNsX37dsTHx2PVqlUAgIKCAgDAkCFDcOPGDfTv3x8XLlxAq1atsHLlSgBPfrO7ffs2xo8fj+TkZHTq1AmTJk0y2D0SPc3S0hKenp7ilp+f/9LPO9E/AZMI0ruSb6i1a9eGicmTzq74+Hio1WosXrwYr7/+OurXr4/k5ORS57q6umL48OH4/vvvMXHiRKxbt048Zm9vj9DQUHz11VdYtmwZ1q5d+8ruiUgb5f28Exk7DmfQK+Hp6YnCwkKsXLkSPXr0wIkTJxAdHa1RZ9y4cQgKCkL9+vXx8OFDHD58GF5eXgCAGTNmoGXLlmjcuDHy8/MRGxsrHiOqbMrzeSf6J2BPBL0SPj4+WLJkCebPn48mTZogJiYGUVFRGnWKi4sRFhYGLy8vdOnSBfXr1xcnoZmZmWH69Olo2rQp2rdvj2rVquGbb74xxK0QvVR5Pu9E/wR8FTgRERFJwp4IIiIikoRJBBEREUnCJIKIiIgkYRJBREREkjCJICIiIkmYRBAREZEkTCKIiIhIEiYRRJXUwIED0atXL3G/Y8eOGm9CfVWOHDkCmUyGjIyM59aRyWTYuXNnuduMiIhAs2bNdIrr1q1bkMlkSEhI0KkdIpKOSQSRFgYOHAiZTAaZTAYzMzN4enoiMjISRUVFFX7t77//HrNnzy5X3fL84Cci0hXfnUGkpS5dumD9+vXIz8/Hnj17EBYWBlNTU0yfPr1U3YKCApiZmenlunZ2dnpph4hIX9gTQaQlhUIBJycnuLm5YcSIEQgICMCuXbsA/P8QxNy5c+Hi4oIGDRoAAO7cuYO+ffvCxsYGdnZ26NmzJ27duiW2WVxcjAkTJsDGxgY1atTAlClT8OwT6Z8dzsjPz8fUqVPh6uoKhUIBT09PfPHFF7h16xb8/f0BALa2tpDJZBg4cCAAQK1WIyoqCh4eHrCwsICPjw++++47jevs2bMH9evXh4WFBfz9/TXiLK+pU6eifv36qF69OurUqYPw8HAUFhaWqvfZZ5/B1dUV1atXR9++fZGZmalx/PPPP4eXlxfMzc3RsGFD8V0qRFQ5MIkg0pGFhQUKCgrE/YMHD+LKlSvYv38/YmNjUVhYiMDAQFhbW+P48eM4ceIErKys0KVLF/G8xYsXY8OGDfjyyy/xyy+/ID09HTt27HjhdQcMGICvv/4aK1aswKVLl/DZZ5/BysoKrq6u2L59OwDgypUruHfvHpYvXw4AiIqKwqZNmxAdHY0///wT48ePxwcffICjR48CeJLs9O7dGz169EBCQgKGDBmCadOmaf01sba2xoYNG3Dx4kUsX74c69atw9KlSzXqJCYmYuvWrdi9ezf27t2L3377DSNHjhSPx8TEYMaMGZg7dy4uXbqEefPmITw8HBs3btQ6HiKqIAIRlVtoaKjQs2dPQRAEQa1WC/v37xcUCoUwadIk8bijo6OQn58vnrN582ahQYMGglqtFsvy8/MFCwsL4eeffxYEQRCcnZ2FBQsWiMcLCwuFWrVqidcSBEHo0KGDMHbsWEEQBOHKlSsCAGH//v1lxnn48GEBgPDw4UOxLC8vT6hevbpw8uRJjbqDBw8W3nvvPUEQBGH69OlCo0aNNI5PnTq1VFvPAiDs2LHjuccXLlwotGzZUtyfOXOmUK1aNeGvv/4Sy3766SdBLpcL9+7dEwRBEOrWrSts2bJFo53Zs2cLvr6+giAIws2bNwUAwm+//fbc6xJRxeKcCCItxcbGwsrKCoWFhVCr1Xj//fcREREhHvf29taYB3H+/HkkJibC2tpao528vDxcv34dmZmZuHfvHtq0aSMeMzExQatWrUoNaZRISEhAtWrV0KFDh3LHnZiYiNzcXLz11lsa5QUFBWjevDkA4NKlSxpxAICvr2+5r1Hi22+/xYoVK3D9+nVkZ2ejqKgISqVSo07t2rXx2muvaVxHrVbjypUrsLa2xvXr1zF48GAMHTpUrFNUVASVSqV1PERUMZhEEGnJ398fa9asgZmZGVxcXGBiovnfyNLSUmM/OzsbLVu2RExMTKm27O3tJcVgYWGh9TnZ2dkAgB9//FHjhzfwZJ6HvsTFxSEkJASzZs1CYGAgVCoVvvnmGyxevFjrWNetW1cqqalWrZreYiUi3TCJINKSpaUlPD09y12/RYsW+Pbbb+Hg4FDqt/ESzs7OOH36NNq3bw/gyW/c8fHxaNGiRZn1vb29oVarcfToUQQEBJQ6XtITUlxcLJY1atQICoUCSUlJz+3B8PLyEieJljh16tTLb/IpJ0+ehJubGz7++GOx7Pbt26XqJSUlITk5GS4uLuJ15HI5GjRoAEdHR7i4uODGjRsICQnR6vpE9OpwYiVRBQsJCUHNmjXRs2dPHD9+HDdv3sSRI0cwZswY/PXXXwCAsWPH4tNPP8XOnTtx+fJljBw58oXPeHB3d0doaCg+/PBD7Ny5U2xz69atAAA3NzfIZDLExsbi/v37yM7OhrW1NSZNmoTx48dj48aNuH79Os6dO4eVK1eKkxWHDx+Oa9euYfLkybhy5Qq2bNmCDRs2aHW/9erVQ1JSEr755htcv34dK1asKHOSqLm5OUJDQ3H+/HkcP34cY8aMQd++feHk5AQAmDVrFqKiorBixQpcvXoVFy5cwPr167FkyRKt4iGiisMkgqiCVa9eHceOHUPt2rXRu3dveHl5YfDgwcjLyxN7JiZOnIj+/fsjNDQUvr6+sLa2xjvvvPPCdtesWYM+ffpg5MiRaNiwIYYOHYqcnBwAwGuvvYZZs2Zh2rRpcHR0xKhRowAAs2fPRnh4OKKiouDl5YUuXbrgxx9/hIeHB4An8xS2b9+OnTt3wsfHB9HR0Zg3b55W9/v2229j/PjxGDVqFJo1a4aTJ08iPDy8VD1PT0/07t0bXbt2RefOndG0aVONJZxDhgzB559/jvXr18Pb2xsdOnTAhg0bxFiJyPBkwvNmbhERERG9AHsiiIiISBImEURERCQJkwgiIiKShEkEERERScIkgoiIiCRhEkFERESSMIkgIiIiSZhEEBERkSRMIoiIiEgSJhFEREQkCZMIIiIikoRJBBEREUnyf+3Qz8CxgP3sAAAAAElFTkSuQmCC\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Model: Random Forest\n",
+            "Accuracy: 0.9314\n",
+            "F1 Score: 0.8995\n",
+            "Confusion Matrix:\n",
+            "[[173  13]\n",
+            " [  6  85]]\n",
+            "\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        },
+        {
+          "output_type": "stream",
+          "name": "stdout",
+          "text": [
+            "Model: SVM\n",
+            "Accuracy: 0.8953\n",
+            "F1 Score: 0.8528\n",
+            "Confusion Matrix:\n",
+            "[[164  22]\n",
+            " [  7  84]]\n",
+            "\n"
+          ]
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "text/plain": [
+              "<Figure size 640x480 with 2 Axes>"
+            ],
+            "image/png": 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\n"
+          },
+          "metadata": {}
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file
diff --git a/IITK/Assignments/Assignment 3/Data-Melbourne_F.csv b/IITK/Assignments/Assignment 3/Data-Melbourne_F.csv
new file mode 100644
index 00000000..c6486d2c
--- /dev/null
+++ b/IITK/Assignments/Assignment 3/Data-Melbourne_F.csv	
@@ -0,0 +1,1383 @@
+avg_outflow,avg_inflow,total_grid,Ammonia,BOD,COD,Total Nitrogen,avg_Temperature,max_Temp,min_Temperature,Atmospheric Pressure,avg_Humidity,Total_Rainfall,avg_visibility,avg_visibility,avg_wind_speed,Maximum_wind_speed,year,month,day
+2.941,2.589,175856,27,365,730,60.378,19.3,25.1,12.6,0,56,1.52,10,26.9,53.5,79.5,2014,1,1
+2.936,2.961,181624,25,370,740,60.026,17.1,23.6,12.3,0,63,0,10,14.4,27.8,0,2014,1,2
+2.928,3.225,202016,42,418,836,64.522,16.8,27.2,8.8,0,47,0.25,10,31.9,61.1,77.8,2014,1,5
+2.928,3.354,207547,36,430,850,63,14.6,19.9,11.1,0,49,0,10,27,38.9,53.5,2014,1,6
+2.917,3.794,202824,46,508,1016,65.59,13.4,19.1,8,0,65,0,10,20.6,35.2,53.5,2014,1,7
+2.912,3.75,247691,40,410,820,61.786,18.9,27.3,7.7,0,52,0,0,15.6,31.7,0,2014,1,8
+2.355,3.507,224706,51,555,1110,68.82,25.9,32.4,12.1,0,39,0,0,26.7,46.5,59.4,2014,1,9
+2.366,3.188,212440,41,365,730,62.218,17.7,24.6,13,0,69,0,9.8,13.1,25.9,0,2014,1,12
+3.923,3.378,202676,26,355,710,61.433,26.4,36,12.7,0,44,0,0,19.8,51.9,64.8,2014,1,13
+3.912,3.425,202411,42,530,830,66.354,35.5,43.5,28.5,0,20,0,0,27.8,57.6,72.2,2014,1,14
+2.971,3.775,171123,47,435,870,65.531,32.1,42.9,23.7,0,29,0,0,18,35.2,0,2014,1,15
+3.833,3.763,193509,43,295,590,59.548,33.9,43.1,23.7,0,24,0,0,19.3,46.5,0,2014,1,16
+2.984,3.487,205761,38,600,1200,68.82,19.2,23.1,15.2,0,64,0,10,24.8,31.7,0,2014,1,19
+3.236,3.604,184108,38,465,930,64.568,18.4,24.7,15.8,0,66,0,10,25.6,35.2,0,2014,1,20
+2.95,3.6,200044,38,505.5,1011,65.59,17.6,22.6,14,0,61,0,10,25,37,46.5,2014,1,21
+2.935,3.481,173825,47,470,980,76,16.3,23.4,10,0,59,0,0,17.4,29.4,0,2014,1,22
+2.937,3.623,230632,39,431,862,64.847,23.6,33.7,10.2,0,52,1.52,8.5,14.8,27.8,46.5,2014,1,23
+3.308,3.785,236472,45,380,760,62.09,16.3,22.8,12.8,0,72,4.32,10,21.9,31.7,0,2014,1,24
+2.933,3.596,214057,36,345,690,63.227,29.3,35.5,16.7,0,26,0,0,32.6,48.2,66.5,2014,1,27
+2.94,3.642,204062,29,286.5,573,54.63,27.2,42.1,17.6,0,34,0,10,25.7,51.9,70.6,2014,1,28
+3.427,3.519,245524,31,360,720,61.496,17.7,23.7,13,0,64,0,10,20.2,33.5,46.5,2014,1,29
+2.98,3.541,230113,38,380,840,65.374,22.6,31.1,12.9,0,55,0,8,13.3,22.2,0,2014,1,30
+2.997,3.526,214635,43,344,688,63.521,31.7,40.5,23,0,23,0,0,15.6,33.5,46.5,2014,2,2
+2.978,3.542,210017,44,390.5,781,62.569,19.2,0,13.8,0,56,0.51,10,29.6,38.9,57.6,2014,2,3
+2.983,3.332,201393,35,391.5,783,62.218,17.7,25,10.8,0,54,0,10,25.7,44.6,59.4,2014,2,4
+2.989,3.249,201578,48,270,740,55,22.5,30.9,10.6,0,42,0,0,20,51.9,0,2014,2,5
+2.991,3.408,190528,46,385,770,63.38,28.7,35.3,14.2,0,27,0,0,29.8,51.9,59.4,2014,2,6
+2.989,3.498,177913,41,377.5,755,62.371,21.8,0,13,0,36,0,10,25.4,57.6,79.5,2014,2,9
+2.967,3.488,174894,34,435.5,871,64.366,17.6,23.7,12,0,61,0,9.7,20.6,31.7,0,2014,2,10
+2.965,3.448,196915,36,320,871,64.301,20.1,27.3,11.9,0,68,0,6.4,14.8,20.6,0,2014,2,11
+3.625,3.426,164381,35,420.5,841,64.301,22.1,28.1,14.9,0,69,0,7.7,13.9,24.1,0,2014,2,12
+2.991,3.456,231265,37,416.5,833,64.366,22.6,26.4,17.7,0,62,0,8.2,8.1,16.5,0,2014,2,13
+2.995,3.611,178585,37,357.5,715,61.825,17.1,23,12.7,0,68,0.25,10,19.8,35.2,48.2,2014,2,16
+3.356,3.601,203040,33,330,828,58,18.1,25.7,11.8,0,60,0,10,12.6,25.9,0,2014,2,17
+2.97,3.703,212571,37,453.5,907,65.42,21.6,31.9,11.5,0,57,0,10,15.4,27.8,0,2014,2,18
+3.812,3.585,211797,37,405.5,811,62.023,15.7,25.7,10,0,65,7.37,9.2,22.8,51.9,53.5,2014,2,19
+3.092,3.561,217368,30,404.5,809,62.218,14.9,20.2,10,0,55,0,10,27.4,44.6,63,2014,2,20
+3.129,3.519,186966,30,280,949,64.366,17.4,24.6,12.8,0,67,0,10,11.3,22.2,0,2014,2,23
+2.721,3.39,233170,37,421.5,843,64.522,19.2,30,12.5,0,62,0,0,17,42.4,55.4,2014,2,24
+2.994,3.478,240026,37,472,944,65.878,21.1,36.4,12,0,50,0,10,20.4,38.9,57.6,2014,2,25
+2.977,3.564,221132,44,489.5,979,65.59,15.5,21.5,10,0,61,0,9.7,20,35.2,0,2014,2,26
+3.146,3.67,189753,41,434.5,869,64.522,15.2,21.3,9.6,0,59,0,10,23.3,35.2,42.4,2014,2,27
+3.17,3.563,248635,42,351,702,62.16,17,23,12,0,67,0,10,15,27.8,0,2014,3,2
+3.177,3.569,226624,37,320,870,66,19.8,27,11.8,0,65,0,10,16.1,42.4,0,2014,3,3
+3.175,3.441,208340,34,437,874,65.531,26.7,34.1,13.5,0,42,0,10,24.8,38.9,0,2014,3,4
+3.182,3.505,217462,33,400.5,801,61.866,16.1,25.9,13.6,0,63,0,10,21.9,27.8,0,2014,3,5
+3.595,3.521,232162,39,477.5,955,65.59,15.7,21,11.7,0,61,0,10,17.4,25.9,0,2014,3,6
+3.044,3.571,213487,39,434,868,64.301,18.1,22.7,11.6,0,74,0,10,17,31.7,0,2014,3,7
+3.033,3.448,227709,39,410,820,63.578,24.5,35.2,17.7,0,37,0,0,17,38.9,0,2014,3,10
+3.156,3.599,249208,48,360,840,65.531,21.5,32.1,14,0,60,3.3,10,17,35.2,46.5,2014,3,11
+3.155,3.349,228459,44,465,930,64.411,15.6,21.3,9.7,0,59,0,10,16.3,29.4,0,2014,3,12
+3.145,3.31,230038,41,405,810,62.218,17.2,23.7,9.6,0,66,0,10,13,25.9,0,2014,3,13
+3.158,3.499,199081,42,355,710,62.371,15.7,20,10.8,0,52,1.02,10,21,42.4,59.4,2014,3,16
+3.151,3.476,201565,36,375,750,61.825,18.3,25.3,11.6,0,65,0,10,18.5,35.2,51.9,2014,3,17
+3.157,3.402,239774,31,425,850,64.366,16.7,25.1,9.6,0,62,0,10,14.1,25.9,0,2014,3,18
+3.158,3.36,222446,35,530,930,65,15.6,23,9.2,0,66,0,10,15.4,29.4,0,2014,3,19
+3.021,3.4,219441,35,457.5,915,65.577,23.1,31.1,9.2,0,28,0,0,22.6,37,51.9,2014,3,20
+2.482,3.451,230837,40,485,970,65.59,13.2,16.8,9,0,66,0,9.8,13.5,27.8,0,2014,3,23
+3.063,3.426,236305,32,422.5,845,64.301,14.7,18.3,8.9,0,76,1.02,10,15,25.9,0,2014,3,24
+3.077,3.427,233045,30,462.5,925,64.411,18.3,24.3,11.9,0,66,0,10,11.7,22.2,0,2014,3,25
+2.735,3.444,244547,46,422.5,845,64.301,20.3,27.3,12.5,0,70,5.59,8.9,11.9,27.8,0,2014,3,26
+2.972,3.431,233574,34,450,855,64.411,19.6,25.9,15.9,0,84,7.87,8.9,12.6,29.4,0,2014,3,27
+2.997,3.516,246220,41,415,830,64.412,20.2,26.6,14,0,69,0,10,15.2,38.9,0,2014,3,30
+3.003,3.568,267399,35,420,840,65.486,25.2,32,15.4,0,43,0,0,23.5,42.4,0,2014,3,31
+3.004,3.652,289188,41,472.5,945,66.354,26.9,33.7,5.5,0,38,0,0,34.6,46.5,72.2,2014,4,1
+2.936,3.444,241800,37,380,920,64,16.9,26,13,0,80,0,9.3,16.7,37,0,2014,4,2
+2.97,3.416,257357,37,457.5,915,64.366,15.1,17.3,13.3,0,70,0.25,10,22.2,31.7,0,2014,4,3
+2.97,3.191,254817,40,405,810,62.374,16.4,23.2,11,0,77,0,10,13.1,35.2,0,2014,4,6
+2.993,3.592,265212,36,390,780,62.218,19.9,25.2,10.8,0,53,0,0,21.7,38.9,50,2014,4,7
+3.008,3.432,264549,37,220,835,64.412,17.3,21,15.6,0,86,16.26,8.7,14.8,42.4,59.4,2014,4,8
+2.905,3.38,310372,32,365,730,61.24,16.4,17.5,16,0,97,18.03,6.3,10.9,18.3,0,2014,4,9
+3.009,3.468,330334,24,323,646,59.603,17.1,18.2,16,0,96,10.41,51.1,14.6,33.5,50,2014,4,10
+3,3.432,288220,34,335,670,61.866,14.1,20.4,8,0,76,0,10,14.6,27.8,0,2014,4,13
+4.799,5.071,300570,44,340,744,56,14.3,20.3,8.1,0,69,0,10,16.9,27.8,55.4,2014,4,14
+3.041,3.621,272809,42,357.5,715,62.218,14,19.5,8,0,77,0.25,9.8,14.8,25.9,0,2014,4,15
+3.615,3.494,295544,28,345,690,59.446,14.9,22.6,8.9,0,73,0,0,11.5,20.6,0,2014,4,16
+3.042,3.495,214921,34,371,742,62.023,12.4,18.9,9,0,72,1.52,10,18.9,35.2,46.5,2014,4,18
+3.618,3.483,244534,33,310,740,62.218,15.9,19,10.9,0,48,1.52,0,44.4,59.4,74.1,2014,4,21
+3.012,3.492,241273,31,340,680,62.023,13.3,17.3,9.5,0,87,3.05,9.7,11.7,37,0,2014,4,22
+3.004,3.417,226195,35,365,730,62.061,14.9,18.8,8.7,0,56,0.51,9.8,15,29.4,0,2014,4,23
+3.016,3.575,197036,38,370,740,61.186,15.7,20.1,3.5,0,47,0,0,25.9,37,50,2014,4,25
+2.996,3.411,200407,42,340,690,60,10.8,16.1,4.8,0,61,0,10,17.6,35.2,55.4,2014,4,27
+3.27,3.401,221851,36,415,830,63.689,18.8,21,4.2,0,60,0,10,43,57.6,81.7,2014,4,28
+2.977,3.376,254684,42,407,814,62.246,12.8,20,8.6,0,87,7.87,9.5,17.2,37,0,2014,4,29
+3.109,3.39,210285,27,302.5,605,53.59,9.5,16,4.7,0,72,0,10.9,18.5,40.7,0,2014,4,30
+3.109,3.367,271464,29,400,800,61.384,11.8,16,4.5,0,57,0,10,20.6,37,0,2014,5,1
+3.118,3.322,201502,32,357,714,61.825,10.4,14,7,0,79,1.02,9.8,20.4,35.2,0,2014,5,4
+3.117,3.537,260493,43,260,720,62.16,12.1,16.3,8.3,0,75,0.25,10,15.6,25.9,0,2014,5,5
+3.123,3.478,284909,37,380,760,61.339,10.8,14,8.7,0,78,0.51,10,15.6,24.1,0,2014,5,6
+3.138,3.339,305726,41,385,770,60.757,8.1,14.5,3,0,73,0.25,10,14.1,25.9,0,2014,5,7
+3.217,3.37,285409,46,370,740,61.051,11,17.5,2.3,0,58,0,0,14.3,31.7,48.2,2014,5,8
+3.124,3.393,242891,43,380,760,62.218,12.2,19,7,0,80,0.51,10,12.4,18.3,0,2014,5,11
+3.109,3.435,244843,32,435,870,63.467,12.1,18.5,6,0,76,0,10,10.7,22.2,0,2014,5,12
+3.909,4.357,261172,36,210,760,57,13.5,20.4,5.2,0,72,0,10,14.6,25.9,40.7,2014,5,13
+3.162,3.565,269218,40,392.5,785,61.748,16.3,21,7.4,0,62,0,10,30.9,46.5,59.4,2014,5,14
+3.156,3.48,300138,34,450,900,63.995,17.2,21.6,13.1,0,56,0,0,36.5,46.5,81.7,2014,5,15
+3.16,3.926,294444,31,367.5,735,61.396,17.1,21.2,15,0,61,0,0,32.6,40.7,59.4,2014,5,18
+2.971,3.575,299317,34,395,790,61.396,17.2,23,12,0,66,0,0,29.1,42.4,51.9,2014,5,19
+2.969,3.621,295754,35,440,880,63.728,14.5,22.1,9,0,76,0,10,15.6,31.7,0,2014,5,20
+3.512,3.475,288762,30,390,816,62.023,17.9,23.4,8.6,0,65,0,10,27.4,44.6,50,2014,5,21
+2.806,3.325,304978,33,408,816,61.496,17.8,21,14.6,0,65,3.3,9.8,22.2,40.7,0,2014,5,22
+2.771,3.098,277934,42,355,710,61.719,15.1,19.5,8.8,0,83,0,10,22.4,44.6,48.2,2014,5,25
+2.733,3.049,271449,30,400,800,61.496,17.9,19.4,8.6,0,68,0,10,30.7,46.5,61.1,2014,5,26
+2.996,3.363,269010,26,420,840,64.256,14.8,20,10.5,0,72,0.51,10,20.4,27.8,0,2014,5,27
+3.003,3.424,255480,37,392.5,785,61.866,12.2,18.3,7,0,79,0.25,10,15.6,27.8,48.2,2014,5,28
+3.02,3.371,259464,38,430,815,61,9.9,15,4.6,0,78,0,10,8.1,16.5,0,2014,5,29
+2.996,3.427,244163,31,355,710,61.866,12,14.3,8.7,0,94,5.33,82,5.9,16.5,0,2014,6,1
+3.012,3.431,263614,36,392.5,785,61.339,13.1,15,8.1,0,91,2.29,7.9,13.1,25.9,0,2014,6,2
+3.015,3.502,261779,31,387.5,775,62.061,12.8,16.3,8,0,52,0,0,11,21.8,0,2014,6,3
+3,3.52,194840,38,370,667,61.863,12.9,18,8.2,0,54,3.3,51.3,12,25.9,0,2014,6,4
+3.025,3.569,284030,49,383,766,61.786,9.9,14.9,7,0,56,0,0,7.4,18.3,0,2014,6,5
+3.028,2.807,299010,41,370,740,60.952,11.4,15,5.9,0,56,0.25,0,9.8,20.6,0,2014,6,6
+3.03,4.139,244693,34,350,700,61.228,10.2,14.2,3,0,54,0,51.5,10.9,22.2,0,2014,6,9
+3.186,3.472,239908,42,540,785,60,11.1,18.1,6.3,0,74,0,0,17.8,25.9,0,2014,6,10
+3.001,3.386,269410,43,450,900,63.052,12.4,16.2,6.4,0,74,0,0,25.2,42.4,57.6,2014,6,11
+3.558,3.726,280648,39,435,870,63.775,12.7,15,9.5,0,75,3.3,10.3,24.1,42.4,63,2014,6,12
+2.975,3.593,250741,35,330,660,61.866,10.9,14.3,7.6,0,79,0.51,0,18,21.8,0,2014,6,15
+3.751,4.333,256136,42,250,711,62.355,11.2,16,8.3,0,52,1.52,51.8,19.4,29.4,0,2014,6,16
+4.515,4.521,260096,34,382,764,61.866,11.6,15.1,8.7,0,76,0,0,11.3,20.6,0,2014,6,17
+3.341,3.605,273464,33,346.5,693,60.662,9.8,13.1,6,0,71,0,10.6,12.6,38.9,46.5,2014,6,18
+3.014,3.543,270896,35,368.5,737,61.384,10.1,11,5.4,0,52,0,0,31.1,44.6,61.1,2014,6,19
+3.219,3.42,262206,38,330,750,58,12.4,14.5,7.7,0,75,0,0,35.9,68.3,55.2,2014,6,22
+3.167,3.689,299892,32,310,620,58.036,8.7,14.6,4.9,0,72,2.79,51.8,26.3,53.5,75.9,2014,6,23
+3.011,3.553,297802,24,308,616,56.8,10.6,13.6,4.1,0,70,0,0,32.8,74.1,103.5,2014,6,24
+3.122,3.386,303524,42,568.5,1137,68.183,12.7,15.3,7.7,0,66,0.25,0,29.1,44.6,66.5,2014,6,25
+2.96,3.306,316848,43,360,720,60.786,11.8,15,6.7,0,66,0,0,27.4,51.9,70.6,2014,6,26
+3.012,3.586,274982,39,367.5,735,60.981,7.5,11.7,5,0,52,5.59,512,22.8,35.2,51.9,2014,6,29
+3.228,3.386,281415,33,360,774,60.758,9.7,12.3,4.8,0,50,0.51,51.8,19.8,33.5,0,2014,6,30
+3.018,3.319,291995,44,347.5,695,61.533,11.1,12,7.4,0,75,0,10,16.9,25.9,0,2014,7,1
+3.413,3.606,260039,40,367.5,735,61.541,10.6,15.8,5.5,0,68,0,10,20.4,42.4,0,2014,7,2
+3.015,3.529,274374,39,380.5,761,61.541,8.7,12,5.4,0,82,0,10,35.9,53.5,63,2014,7,3
+3.014,3.424,277587,35,290,580,55.946,9.2,13.2,3.9,0,86,0.25,10.9,16.7,31.7,0,2014,7,6
+3.029,3.283,275868,36,367,734,60.662,10.4,15.3,3.1,0,74,0,10,33,50,68.3,2014,7,7
+2.715,3.306,279933,33,410,737,50,10.9,13.6,7.9,0,67,0,10,43.5,68.3,85.2,2014,7,8
+3.275,3.309,311573,37,255,510,57.99,7.7,12.2,4.8,0,84,8.13,9.5,18.3,40.7,0,2014,7,9
+3.011,3.331,305095,49,250,500,58.526,8.9,13.5,4.2,0,80,0,10,26.1,38.9,55.4,2014,7,10
+3.01,3.525,286865,39,277,554,58.616,11.1,13,3.2,0,67,0,10,17.2,22.2,0,2014,7,13
+3.016,3.389,312907,40,307.5,615,58.617,9.2,12.4,6.6,0,72,0,10,16.5,37,0,2014,7,14
+3.333,3.403,307497,39,300,600,58.616,10,11.6,6.8,0,78,0.51,10,22.6,38.9,57.6,2014,7,15
+3.021,3.377,256799,31,250,586,54.63,10.4,13.8,7,0,73,0,10,27,38.9,57.6,2014,7,16
+3.012,3.403,219150,38,337.5,675,60.991,7.2,11.8,4.5,0,70,3.81,10,27.2,57.6,0,2014,7,17
+3.015,3.343,273029,37,372.5,745,61.033,7.6,12.8,4,0,87,0,10,8.3,18.3,0,2014,7,20
+3.009,3.345,342539,31,382.5,765,60.406,7.3,13.4,3,0,86,0.25,6.9,8.9,14.8,0,2014,7,21
+3.278,3.571,354523,40,370,740,60.629,5,10.1,0,0,97,0,4.7,7.8,14.8,0,2014,7,22
+3.013,3.46,352130,40,420,840,62.257,8.6,12.4,-0.4,0,78,0,0,16.5,29.4,0,2014,7,23
+2.988,3.535,339981,39,430,920,46,11.3,14,4.3,0,76,0,10,24.4,35.2,53.5,2014,7,24
+3.003,3.438,366871,35,306.5,613,56.089,11.3,16.4,5.4,0,71,0,10,29.4,50,57.6,2014,7,27
+3.17,3.44,315535,33,325,650,61.396,12.2,16.2,7.5,0,67,0.25,10,32.8,46.5,51.9,2014,7,28
+3.326,3.484,292272,31,341.5,683,61.396,13.8,16,9.1,0,71,0,10,29.1,48.2,55.4,2014,7,29
+3.03,3.431,300308,36,350,779,61.396,14.8,18,10.2,0,63,0,10,30.6,55.4,74.1,2014,7,30
+3.264,3.492,315762,29,373,746,60.563,9.1,18.6,4,0,62,6.1,9.2,33.3,53.5,88.9,2014,7,31
+3.053,3.467,230599,35,279,558,55.946,6.6,13.8,0,0,57,0,10,18.5,25.9,0,2014,8,3
+1.606,3.28,322902,36,369,738,60.601,8.8,14.1,1.4,0,55,0,9.7,16.1,25.9,0,2014,8,4
+3.354,3.175,323313,37,340,706,57,12.3,15.8,4.5,0,62,0,10,13.5,24.1,0,2014,8,5
+3.097,3.613,319754,39,344.5,689,61.533,10.2,15.3,7.6,0,78,0.51,9.7,14.3,22.2,0,2014,8,6
+3.049,3.486,325743,34,352.5,705,61.24,10.8,12.8,10,0,83,0.51,1.5,13,22.2,0,2014,8,7
+3.048,3.347,285829,33,368.5,737,60.662,10.2,15.3,6.7,0,62,0,10,21.5,40.7,0,2014,8,8
+3.219,3.416,306656,37,336.5,673,60.563,6.4,12.3,3.8,0,79,5.33,10,18.9,40.7,57.6,2014,8,10
+3.025,3.326,326631,30,310,631,59.849,6.6,11.1,3.1,0,79,0,10,11.9,27.8,0,2014,8,11
+3.371,4.007,362228,27,390,780,58.612,8.2,11.5,3.3,0,85,0,10,10.7,22.2,0,2014,8,12
+3.737,4.389,346222,25,309,618,56.764,10,13.5,6.4,0,80,0.51,9.8,10.2,24.1,0,2014,8,13
+4.558,4.834,219950,25,311,622,56.892,7.3,14.5,2.5,0,78,0,10,10.6,18.3,0,2014,8,14
+3.576,4.076,330714,32,240,734,55,10.9,14,7.3,0,75,0,10,22.6,33.5,0,2014,8,17
+3.399,3.648,349739,36,424,848,63.091,10.3,12.7,8.2,0,88,3.81,9.7,18,27.8,0,2014,8,18
+3.352,3.577,323562,24,355,710,59.446,9.9,12,8,0,70,0,10,14.8,24.1,0,2014,8,19
+3.32,3.687,318822,25,478.5,957,63.643,9.5,12.4,5.8,0,75,0,10,11.1,18.3,0,2014,8,20
+3.025,3.53,341913,22,385,770,58.612,10.8,17,5.5,0,73,0,10,17.6,27.8,0,2014,8,21
+3.052,3.261,341476,30,320,640,60.682,11.7,15.5,7.7,0,70,0.51,10,16.5,25.9,0,2014,8,24
+3.048,3.574,333601,25,280,661,59.446,10.6,15.1,7.8,0,91,2.79,6.9,12.6,24.1,0,2014,8,25
+3.041,3.455,305988,35,342.5,685,60.406,10.9,17.7,5,0,80,0.25,10,10.4,22.2,0,2014,8,26
+3.207,3.443,304984,31,509.5,1019,63.643,10.1,19,2.7,0,76,0,8,8,18.3,0,2014,8,27
+3.21,3.552,253707,38,400,800,61.033,11.3,20.3,2.3,0,70,0,5.5,7.2,18.3,0,2014,8,28
+3.061,3.472,316189,33,335,670,61.591,16.2,21,9.9,0,49,0,0,37,51.9,74.1,2014,8,31
+3.068,3.357,296212,22,387.5,775,59.446,9.7,15.9,7,0,84,8.89,9.7,16.5,27.8,0,2014,9,1
+3.204,3.422,298283,42,400,680,56,8.6,13.8,4.9,0,76,1.52,10,20.9,38.9,53.5,2014,9,2
+3.09,3.419,293375,36,343.5,687,60.505,7.7,13.1,2,0,74,0,10,11.7,22.2,0,2014,9,3
+3.05,3.528,281730,36,412.5,825,61.033,9.1,14.6,1.7,0,78,0,10,11.7,22.2,0,2014,9,4
+3.319,3.396,294510,35,345,690,60.857,13.6,19.8,4.7,0,56,0,10,22.6,50,63,2014,9,7
+3.16,3.551,235658,42,452.5,905,63.931,17.2,21.2,8.2,0,50,0,10,46.9,64.8,92.4,2014,9,8
+3.152,3.496,281629,35,625,1250,68.183,12.9,19.6,8,0,79,12.95,9.7,22.4,59.4,79.5,2014,9,9
+3.149,3.664,240832,32,380,955,63.885,14.4,18,7.4,0,57,3.81,9.3,24.3,33.5,50,2014,9,10
+3.251,3.537,282142,37,475,950,63.643,9.3,15.4,4,0,68,0,10,19.8,38.9,50,2014,9,11
+3.256,3.828,264255,27,330,660,58.711,8.3,14.1,2.9,0,74,0,10,9.1,16.5,0,2014,9,14
+3.604,4.176,287358,34,425,850,62.257,13.3,18.1,6.4,0,79,0,9.2,14.1,24.1,0,2014,9,15
+3.908,4.724,295183,30,410,820,61.24,10.4,14,6.9,0,82,2.03,9.2,17,31.7,59.4,2014,9,16
+4.202,4.355,322165,37,360,940,62.479,16.5,26,6.6,0,62,1.52,10,28.9,57.6,74.1,2014,10,6
+3.768,4.26,331715,33,382.5,765,60.563,11.3,16.9,6.7,0,64,0.25,10,20,38.9,48.2,2014,10,7
+3.459,3.998,310535,38,386.5,773,60.406,12.8,19.8,6.5,0,70,0.25,10,13.5,24.1,0,2014,10,8
+3.897,3.674,299576,31,387.5,775,61.591,17.3,23.5,7.4,0,48,0,0,21.1,44.6,0,2014,10,9
+3.003,3.686,257216,39,370,681,61,16.5,31.3,6.9,0,55,2.03,10.3,21.3,35.2,51.9,2014,10,12
+3.179,3.769,266428,39,375,750,61.748,10.2,15.6,7.6,0,67,7.11,10,28,44.6,63,2014,10,13
+3.271,3.605,263099,34,325,650,60.662,9.6,15.6,4.6,0,61,0,10,22,42.4,55.4,2014,10,14
+3.322,3.992,252674,25,350,700,59.239,11.4,15.7,4.3,0,64,0,10,15.4,27.8,0,2014,10,15
+3.331,3.759,237415,25,348.5,697,60.073,11.3,15.9,7,0,71,1.27,9.8,15.7,27.8,0,2014,10,16
+3.591,4.062,244135,42,355,710,62.569,15.8,28.2,9,0,55,0,10,28.9,48.2,68.3,2014,10,19
+3.728,3.533,242707,41,280,995,63.052,12.7,21,5.5,0,59,0,0,19.1,33.5,53.5,2014,10,20
+3.093,4.072,259769,51,414.5,829,63.006,21,27.6,5,0,48,0,0,27.6,57.6,72.2,2014,10,21
+3.531,3.915,245832,52,422.5,845,64.849,20.8,31.3,13.7,0,56,0,8.2,22.8,46.5,0,2014,10,22
+3.483,3.595,248445,48,370,740,62.246,16.1,26,13,0,81,0,9,13.1,33.5,46.5,2014,10,23
+3.357,3.661,283443,29,407.5,815,61.69,19.2,25.2,11.5,0,52,16.51,9.5,21.5,42.4,63,2014,10,26
+3.33,3.583,305252,24,310,620,57.281,13.1,25.2,8,0,55,0.76,10,26.1,50,68.3,2014,10,27
+3.267,3.59,287551,34,360,735,64,13.6,20,8,0,62,0.51,10.9,21.1,38.9,55.4,2014,10,28
+3.039,3.516,169942,40,421,842,63.729,15.6,23,7.7,0,64,0,10,10.7,27.8,0,2014,10,29
+3.939,4.498,263759,41,412.5,825,61.891,14.7,24,8,0,65,0,10,14.4,29.4,0,2014,10,30
+4.378,4.414,272029,38,327.5,655,61.033,11.2,17,6.7,0,65,0,10,15.7,31.7,46.5,2014,11,2
+3.455,3.638,272830,26,305,610,53.636,18.4,29.3,10.4,0,37,0,10,28.9,42.4,57.6,2014,11,4
+3.398,3.709,245850,32,260,655,61.339,12.3,18.2,7,0,60,0,10,19.1,31.7,48.2,2014,11,5
+3.057,3.809,283417,48,370,740,62.412,16.1,27,7.3,0,50,0,10,14.8,31.7,0,2014,11,6
+3.43,3.639,221996,39,370,740,62.218,13.9,19.9,8,0,61,0,10,18.9,29.4,57.6,2014,11,9
+3.313,3.472,257268,28,350,700,60.424,14.3,20.5,8.3,0,57,0,10,23,35.2,53.5,2014,11,10
+3.115,3.475,277460,28,365,730,58.612,12,18.3,5.9,0,63,0,10,15.4,27.8,0,2014,11,11
+3.752,4.458,241697,26,455,910,62.941,16.9,27.4,5,0,53,0,0,12.2,27.8,0,2014,11,12
+3.746,3.868,250057,40,350,715,54,27.2,33.4,18.9,0,20,0,0,20.2,37,61.1,2014,11,13
+3.438,3.814,265479,21,216,432,53.053,14.5,20.2,10.1,0,62,0.51,10,20.9,35.2,50,2014,11,16
+3.4,3.75,224226,37,335,670,62.023,14.1,21.2,8,0,59,0.25,10,18.3,37,51.9,2014,11,17
+2.529,3.749,250850,41,412.5,825,62.218,15.1,20.2,7.3,0,63,0,10,14.3,25.9,0,2014,11,18
+3.542,3.938,249239,48,430,840,63.885,23.5,29,9.6,0,26,0,0,26.3,59.4,75.9,2014,11,19
+3.827,4.17,266688,44,350,700,63.521,20.9,31.2,15,0,55,0,10,23.3,44.6,51.9,2014,11,20
+3.62,3.992,116638,34,267.5,535,55.506,18.2,25.7,12,0,64,0,10,15.4,46.5,53.5,2014,11,23
+3.994,4.05,254734,33,360,720,62.023,13.7,22.8,8.6,0,80,4.57,10,19.4,42.4,61.1,2014,11,24
+3.846,3.889,261025,35,360,600,54,14.7,21.6,8.5,0,55,0,10,18.5,29.4,46.5,2014,11,25
+3.216,3.628,269985,37,380,760,61.866,14.1,18,8.5,0,64,0,9.7,16.9,27.8,0,2014,11,26
+3.366,3.788,278556,25,415,830,63.155,14,18.8,10,0,67,0,10,15.4,29.4,0,2014,11,27
+3.644,3.852,270675,41,347,694,62.865,28.1,35,14.2,0,37,0,10,29.6,64.8,66.5,2014,11,30
+3.424,3.745,263073,34,320,640,60.938,19.7,28.7,15,0,72,0.51,10,14.4,33.5,0,2014,12,1
+3.489,3.759,254788,40,755,1510,68.183,19.1,27.2,14.7,0,68,0,10,14.6,29.4,0,2014,12,2
+3.485,3.763,258868,50,472.5,945,64.477,18.6,23.2,15.2,0,84,10.92,8.4,15.2,29.4,0,2014,12,3
+2.878,3.744,283142,42,290,775,61.533,20.5,26,16,0,74,0.25,9.8,17.8,25.9,0,2014,12,4
+3.799,4.033,270596,22,380.5,761,59.446,15.2,17.3,13.2,0,88,0.76,9,15.6,27.8,0,2014,12,7
+3.506,3.52,226507,28,340,680,59.545,16.2,20.1,13.9,0,72,0,10,17.2,25.9,0,2014,12,8
+2.74,2.854,262896,30,420,840,63.136,15.5,21.5,10.9,1015.7,71,0,16.3,11.6,20.6,0,2014,12,9
+3.779,4.215,249125,30,290,760,69,17.1,20.3,10.7,0,50,0.51,9.8,19.4,31.7,48.2,2014,12,10
+3.861,4.326,271225,36,442.5,885,63.886,16.6,20.7,13.8,0,76,0.25,10,23.2,40.7,0,2014,12,11
+3.747,3.932,203326,35,385,770,61.668,18.8,26.9,14,0,66,0,10,15.4,29.4,0,2014,12,14
+3.688,3.939,235077,34,380,760,61.866,18.6,25.1,13.5,0,74,0,9,13.1,24.1,0,2014,12,15
+3.238,3.635,270652,34,420,1130,67.315,18.4,33.6,8.7,0,35,0,10,28.3,64.8,85.2,2014,12,16
+3.429,4.027,247302,34,533.5,1067,64.953,15.9,23,8.5,0,48,0,0,16.1,29.4,0,2014,12,17
+4.893,5.121,229587,30,460,920,63.931,15,24.4,9,0,61,1.78,9.8,21.7,61.1,63,2014,12,18
+3.598,4.028,271184,34,290,755,60,23.2,33.3,10.6,0,47,0,9.8,14.3,35.2,0,2014,12,21
+3.418,3.735,266258,34,405,810,61.24,22.7,26,15.8,0,67,0.51,10,9.4,22.2,0,2014,12,22
+3.257,3.552,257576,25,415,830,63.201,17.9,28.7,10,0,67,0,9.8,18.5,31.7,0,2014,12,23
+3.269,4.05,246012,30,345,690,62.061,14.1,19.9,7.9,0,57,0,10,17.2,31.7,50,2014,12,26
+3.06,3.744,222378,34,370,680,63.227,24.1,33.4,10.7,0,32,0,0,16.7,35.2,51.9,2014,12,28
+3.848,3.984,186601,34,415,830,63.885,16.6,28.6,10.6,0,48,1.02,10,27.8,53.5,79.5,2014,12,29
+3.492,3.835,200055,41,405,810,62.243,15.9,24.2,8,0,52,0,10,21.9,44.6,59.4,2014,12,30
+3.499,3.793,219828,42,470,940,66.354,19.4,32,10.8,0,63,0,10,14.3,35.2,0,2015,1,1
+3.546,4.045,214449,40,365,730,62.019,16.8,24.8,11,0,64,0,10,17.6,31.7,0,2015,1,4
+3.863,4.326,221233,39,360,900,70,18.7,24.6,11.3,0,65,0,10,16.3,25.9,0,2015,1,5
+4.137,4.487,271295,29,465,930,65.049,22.7,33,13.8,0,62,0,9.3,14.4,37,51.9,2015,1,6
+3.689,4.051,310031,38,482.5,965,65.878,29.2,40.3,16.3,0,43,1.52,10,20.9,50,61.1,2015,1,7
+1.795,3.704,259810,37,442.5,885,64.523,21.9,29.9,16,0,72,2.79,8,14.4,35.2,53.5,2015,1,8
+3.044,4.3,184752,32,375,750,61.668,20.5,28.1,14.8,0,69,0,10,17.6,31.7,0,2015,1,11
+2.809,4.459,185148,36,425,850,65.531,25.3,31.2,14.6,0,49,0,10,17.6,35.2,46.5,2015,1,12
+3.634,3.719,287118,40,350,865,63.885,21.1,25.5,17,0,78,11.18,10.6,24.8,46.5,64.8,2015,1,13
+3.026,3.651,292543,32,355,710,61.396,17.4,22.6,14,0,72,0,10,28.5,42.4,53.5,2015,1,14
+3.095,3.713,266493,39,405.5,811,61.591,15.1,20.5,9.6,0,71,0,10,17.2,29.4,0,2015,1,15
+3.035,3.402,203637,50,405,810,62.214,15.7,20.1,11.6,0,52,0,10,23.2,31.7,46.5,2015,1,18
+3.327,3.527,226385,40,395,790,62.569,17.2,24,10,0,55,0,0,21.5,42.4,63,2015,1,19
+3.213,2.713,251356,44,422,844,64.522,23.8,30.1,10.1,0,47,0,10,20,38.9,57.6,2015,1,20
+3.38,4.108,258384,50,320,945,68,24.9,33.7,17,0,50,0,8.4,16.9,35.2,0,2015,1,21
+4.411,5.017,236364,53,425.5,851,65.531,25.4,36,16.7,0,52,0,0,15.7,37,46.5,2015,1,22
+4.127,4.055,234543,49,450,900,64.523,20,29.6,11.9,0,58,0,9.8,18.1,35.2,46.5,2015,1,24
+4.035,4.2,236791,38,340,680,62.218,15.3,21.5,7.5,0,54,0,10,23.2,33.5,0,2015,1,26
+3.056,3.916,269257,39,360,720,61.814,15.9,20.5,11,0,58,0,10,25.2,35.2,48.2,2015,1,27
+4.1,5.32,268005,38,405,810,61.591,17.6,25.5,10.7,0,52,0,10,28,50,63,2015,1,28
+5.985,4.579,202419,43,290,875,64.522,16.4,22.8,10.4,0,57,0,10,25.6,42.4,55.4,2015,1,29
+2.146,3.882,184654,49,290,580,58.389,15.8,23,12,0,71,0.51,9.7,24.3,33.5,51.9,2015,1,31
+4.605,4.563,223394,40,346.5,693,62.317,15.7,19,12.2,0,74,1.52,10,24.6,33.5,50,2015,2,1
+4.75,6.509,210924,32,380,760,62.023,17.4,23.6,13.9,0,64,0,10,21.7,35.2,0,2015,2,2
+5.969,6.553,241560,31,397.5,795,62.061,17.2,22.7,13.7,0,58,0,10,22.8,31.7,46.5,2015,2,3
+5.969,6.302,247056,43,350,865,73,15.3,20.2,10.6,0,66,0.25,10,19.1,35.2,0,2015,2,4
+6.361,7.9,235506,42,452.5,905,64.366,19.1,28,10.1,0,63,0,10,15.9,27.8,0,2015,2,5
+4.879,4.666,246107,38,420,840,64.366,17.1,26.7,13,0,67,0,10,21.3,29.4,0,2015,2,8
+4.272,4.533,242358,35,383.5,767,61.866,19.9,28,12.7,0,64,0,10,15.9,27.8,0,2015,2,9
+3.71,4.105,224013,36,370,840,65.531,23.9,31.1,14.9,0,58,0,0,16.9,40.7,0,2015,2,10
+3.658,4.028,228766,36,425,850,65.531,22.1,35.4,15.9,0,61,0,10,22,38.9,0,2015,2,11
+4.355,4.672,252061,37,370,740,62.023,18.9,28,14,0,63,0,10,15.6,37,0,2015,2,12
+4.082,3.767,265724,38,407.5,815,61.339,20.1,26.9,14.7,0,79,0,10,12.4,27.8,35.2,2015,2,14
+3.082,3.859,264516,30,340,680,62.443,26.2,34.7,14.6,0,41,0,10,14.8,29.4,0,2015,2,15
+3.894,4.117,249175,38,350,890,74,19.5,28.8,15.6,0,64,0,10,21.3,31.7,0,2015,2,16
+3.758,3.917,251137,39,435,870,64.256,17.6,20.7,16,0,75,0,10,15.4,20.6,0,2015,2,17
+3.744,3.799,242665,42,455,910,64.411,18.7,21.6,15.8,0,78,0,10,15.9,24.1,0,2015,2,18
+3.037,3.801,234605,36,375,750,62.875,21.5,31,15,0,70,0,10,13,25.9,0,2015,2,19
+4.186,4.223,252788,39,350,610,58.754,27.8,37,19,0,42,0,10,24.1,48.2,63,2015,2,22
+3.418,3.737,256896,36,333.5,667,61.396,17.9,30,14.9,0,67,13.72,9.2,22.2,38.9,55.4,2015,2,23
+3.428,4.257,243380,33,395,790,62.023,16.7,20.5,13.7,0,64,0,10,18.3,33.5,48.2,2015,2,24
+3.729,4.16,209192,33,390,780,61.866,20.4,27.6,13.5,0,66,0,10,12.8,22.2,0,2015,2,25
+3.419,3.883,252085,50,550,1100,68.82,19,25.3,13.9,0,72,0,10,13.5,24.1,0,2015,2,26
+4.189,4.452,294669,36,335,670,61.396,15,21.6,9,0,70,0,10,18.3,33.5,0,2015,3,1
+4.18,4.032,305444,37,360,610,56,18.5,24.1,8.7,0,59,0,10,10.6,16.5,0,2015,3,2
+4.483,4.823,291851,40,395,790,61.591,17.3,23,13,0,67,0,10,12.4,22.2,0,2015,3,3
+3.9,4.039,291310,46,350,700,61.885,17.8,25,9,0,51,0.25,9.7,22.8,42.4,63,2015,3,4
+3.312,3.895,249632,41,415,830,64.522,15.4,20.3,9.2,0,49,0,10,25.7,38.9,55.4,2015,3,5
+3.465,3.716,251624,43,465,930,64.523,16.4,20.8,12,0,80,1.02,10,17.6,37,51.9,2015,3,6
+3.493,3.789,248311,39,330,660,62.317,18.1,24.4,12.2,0,60,0,10,15.6,33.5,46.5,2015,3,9
+3.521,3.787,290098,36,540,1260,68.82,16.1,23.3,10,0,61,0,10,12.8,24.1,0,2015,3,10
+3.519,3.61,277457,35,375,750,61.434,17.6,26.6,9.3,0,57,0,10,15,29.4,0,2015,3,11
+3.536,3.835,278587,39,365,730,61.942,15.9,20,10.2,0,52,0,9.8,25,35.2,48.2,2015,3,12
+2.961,3.605,294721,39,290,580,58.616,13.8,21,8.5,0,69,0,10,19.3,35.2,55.4,2015,3,15
+3.173,3.717,286156,36,360,720,61.591,21.3,24.2,7.7,0,40,0,0,20.4,40.7,59.4,2015,3,16
+3.599,3.532,268211,44,641,1282,68.82,21.4,27,14.7,0,48,1.27,9,29.1,53.5,64.8,2015,3,17
+2.934,3.992,209680,44,360,860,62,20.2,26,14.6,0,62,0,10,20.7,57.6,74.1,2015,3,18
+4.147,3.606,228052,42,415,830,65.531,19.8,33,10,0,52,0,10,28.9,61.1,79.5,2015,3,19
+3.561,4.495,267762,43,380,760,62.441,23.2,28,8.2,0,38,0,10,28,44.6,63,2015,3,22
+3.697,4.166,276968,44,440,880,64.477,18,27,11.9,0,58,0,10,23.9,40.7,59.4,2015,3,23
+3.47,3.516,254816,36,850,1700,68.82,13.4,15,10.7,0,56,0,10,19.8,31.7,0,2015,3,24
+2.946,3.578,288791,48,470,940,65.114,14,21,7,0,54,0,10,15.9,33.5,51.9,2015,3,25
+2.962,3.68,293262,37,540,1027,65.114,14.5,19,6.9,0,51,0,10,29.6,44.6,61.1,2015,3,26
+3.049,2.972,257723,43,380,760,61.451,16,24,6.6,0,58,0,0,13.1,24.1,0,2015,3,29
+3.696,4.259,260068,35,350,855,58,16.1,24,8.4,0,64,0,10,12,27.8,0,2015,3,30
+2.987,3.816,264152,34,420,970,64.477,19.8,27,9.2,0,50,0,0,18.1,44.6,59.4,2015,3,31
+3.751,3.804,261656,49,570,1140,68.82,21.5,30,10,0,42,0,10,28,44.6,61.1,2015,4,1
+3.266,3.687,199607,42,370,740,61.186,13.2,19,5.2,0,67,0,10,18.1,27.8,0,2015,4,3
+3.147,3.608,203120,38,410,820,62.061,16.4,18,7.2,0,40,0,0,10.4,20.6,0,2015,4,6
+2.698,3.47,235405,35,480,885,65.59,12.3,17,8.4,0,82,8.89,8.5,27,40.7,59.4,2015,4,7
+2.977,2.679,266782,26,432.5,865,62.94,12.5,17,6.6,0,76,0,10,16.3,31.7,0,2015,4,8
+3.418,4.126,263134,36,495,990,64.757,12.9,18.3,6.2,0,72,0,10,14.8,22.2,0,2015,4,9
+3.267,3.522,283802,38,310,620,59.316,11.5,18.3,5,0,73,0,10,13.1,27.8,0,2015,4,12
+3.231,3.635,290642,30,475,950,65.114,14.6,21,12,0,68,0,9.5,8.5,14.8,0,2015,4,13
+2.963,3.603,307803,37,442.5,885,63.995,19.3,25,16,0,56,0,10,24.6,38.9,57.6,2015,4,14
+2.972,3.445,328693,30,590,900,66,19.6,27,14,0,64,0,10,21.9,51.9,70.6,2015,4,15
+3.364,3.901,324639,37,480,960,65.114,13.3,18,8,0,70,0,10,11.1,25.9,0,2015,4,16
+3.018,4.054,226162,29,320,640,60.632,9.6,13,5,0,66,0,10,21.1,46.5,57.6,2015,4,19
+3.789,3.732,281335,43,480,960,64.28,10.1,15.3,5,0,65,0,10,19.3,35.2,0,2015,4,20
+3.418,3.37,349614,34,395,790,61.24,12,17,7,0,71,0,10,16.9,31.7,0,2015,4,21
+3.93,6.605,222194,29,342.5,685,61.866,14.8,18.1,11.5,0,82,0,10,19.8,31.7,0,2015,4,22
+5.774,9.622,299114,29,510,970,65.114,14.9,17,12,0,86,0,9.3,12,20.6,0,2015,4,23
+3.277,4.007,346056,26,387.5,775,59.603,11.3,15.2,9.9,0,78,0,9.7,22.2,33.5,0,2015,4,26
+4.23,3.846,309250,34,485,970,65.114,11.3,14.4,8,0,78,0,10,14.6,25.9,0,2015,4,27
+2.91,3.144,317141,35,367.5,735,60.406,10.5,15,5.8,0,82,0,10,12,25.9,0,2015,4,28
+4.702,5.906,259241,42,520,945,62,10.4,17,6,0,74,0,10,11.1,18.3,0,2015,4,29
+4.401,4.079,300014,42,460,920,63.004,11.9,19,5,0,69,0,10,11.7,22.2,0,2015,4,30
+3.844,4.465,322354,35,367.5,735,60.406,11.6,18,6.5,0,78,0,9.3,12.4,22.2,0,2015,5,3
+4.272,5.115,316828,33,370,740,61.591,17.2,22,11.8,0,49,0,9.3,36.9,55.4,75.9,2015,5,4
+4.468,4.126,278662,34,430,860,63.949,12.1,16,8,0,56,0,10,27,57.6,75.9,2015,5,5
+3.571,3.874,262781,49,460,920,64.523,10.9,16,8,0,68,0,9.7,23,40.7,51.9,2015,5,6
+3.659,3.822,275288,34,530,940,65.114,11.1,14.3,9,0,71,0,10,21.5,42.4,50,2015,5,7
+3.572,4.096,329601,35,305,610,56.089,12.9,15,10,0,73,0,9.7,28,44.6,61.1,2015,5,10
+3.535,3.935,307695,35,372.5,745,61.396,13.6,15.2,12,0,66,0,9.8,22,38.9,53.5,2015,5,11
+3.566,4.077,351864,33,380,760,60.563,9,16.2,5,0,69,0,9.8,29.1,51.9,70.6,2015,5,12
+3.434,4.018,361830,25,290,570,40,9.3,12,7,0,73,0,10,24.3,33.5,50,2015,5,13
+3.396,3.711,341750,30,325,650,61.24,12.2,15,10.5,0,85,0,8.2,21.7,31.7,48.2,2015,5,14
+4.316,5.744,374614,26,295,590,53.295,12.9,20,6,0,68,0,10,17.8,25.9,0,2015,5,17
+3.429,3.224,359322,33,337.5,675,61.591,14.9,19,11,0,54,0,0,25,46.5,61.1,2015,5,18
+4.392,4.919,263942,36,370,750,61.396,13.5,16,11,0,83,0,10,26.5,42.4,61.1,2015,5,19
+3.505,3.748,361360,34,380,760,61.396,11.9,18,8.8,0,81,0,8.4,21.9,33.5,46.5,2015,5,20
+3.882,4.158,368798,27,297.5,595,53.295,10.3,12,8,0,94,0,9,10.6,18.3,0,2015,5,21
+3.653,3.961,334780,33,382.5,765,60.406,10.3,17,6,0,71,0,0,14.8,24.1,0,2015,5,24
+3.244,3.697,361330,36,440,975,68,9.9,16,5,0,72,0,0,20.2,27.8,0,2015,5,25
+3.38,3.786,378301,31,410,820,61.396,12.3,15,9.5,0,65,0,0,27.4,44.6,57.6,2015,5,26
+3.558,3.979,324196,28,350,700,59.603,13.7,17,11.9,0,74,0,10,35.7,42.4,57.6,2015,5,27
+3.815,4.688,307174,31,368,736,60.563,13.4,19,6,0,64,0,10,22.8,35.2,48.2,2015,5,28
+3.865,3.716,246106,40,460,710,61.608,8.3,16,3,0,50,0,9.8,21.3,35.2,51.9,2015,5,31
+2.958,3.652,267978,34,320,640,59.948,7.2,10,5,0,78,0,10,18,27.8,0,2015,6,1
+3.699,3.979,266112,37,405,810,61.033,8.1,10,6,0,92,0,9.5,9.8,20.6,0,2015,6,2
+3.483,3.633,295506,38,365,730,60.563,7.6,11,4,0,77,0,10,13,37,55.4,2015,6,3
+2.989,3.54,303551,37,407.5,815,60.758,7.6,10,6.7,0,50,0,10,33.5,42.4,64.8,2015,6,4
+3.651,3.837,285824,31,395,790,61.866,10.7,13,8.8,0,76,0,9.8,17.4,27.8,0,2015,6,5
+3.453,4.079,275973,35,320,890,62,13.7,17,5,0,66,0,9.3,28.7,40.7,59.4,2015,6,8
+3.096,3.286,313947,32,345,690,60.406,8.6,13,5,0,73,0,10,18.1,31.7,0,2015,6,9
+3.068,3.367,294143,32,420,840,62.257,8.8,11.2,3,0,72,0,10,13,24.1,0,2015,6,10
+2.971,3.194,312226,37,480.5,961,63.643,7.5,13,3,0,52,0,9.8,7.6,14.8,0,2015,6,11
+2.96,3.452,307405,38,383.5,767,60.406,10.8,17,6,0,78,0,10,8.9,16.5,0,2015,6,14
+2.967,3.434,266534,42,750,1500,68.183,12.6,17,10,0,50,0,7.2,5,20.6,0,2015,6,15
+2.944,3.304,286756,40,440,920,63.155,12.7,15.2,11,0,56,0,10,8.3,22.2,0,2015,6,16
+2.987,4.158,290286,40,450,900,63.201,11.8,14,9.8,0,56,0,9.8,14.4,25.9,0,2015,6,17
+3,3.218,271786,34,456,912,62.895,8.7,11.3,5,0,54,0,10,15.9,29.4,0,2015,6,18
+3.011,3.581,256123,38,562.5,1125,68.183,7.3,12,3,0,66,0,10,26.1,51.9,72.2,2015,6,21
+3.022,3.512,264775,39,370,800,60.885,10.4,12,5,0,66,0,10,38.7,51.9,75.9,2015,6,22
+3.26,3.471,329228,49,370,840,63.312,13.2,17,8.9,0,65,0,10,31.9,46.5,63,2015,6,23
+3.023,3.18,235591,42,760,875,60,11.1,16,7.9,0,77,0,9.8,15.2,22.2,0,2015,6,24
+3.022,3.105,255570,45,450,900,63.729,11.4,13,10,0,74,0,10,13.1,27.8,0,2015,6,25
+3.013,3.188,272990,46,371,742,61.256,9.9,14,5,0,77,0,10,8.5,16.5,0,2015,6,28
+3.024,3.138,266714,41,485,970,63.643,7.8,13,3.5,0,51,0,9.8,8.5,14.8,0,2015,6,29
+3.019,3.154,277412,36,521,1042,64.12,9.8,12.4,5,0,70,0,10,9.8,15.3,0,2015,6,30
+2.992,3.252,267615,35,437.5,875,63.84,11.1,14,9,0,59,0,9.5,22.2,33.5,51.9,2015,7,1
+2.849,3.27,262835,33,360,730,61.19,7.3,11.1,3,0,70,0,10,18.1,40.7,70.6,2015,7,2
+3.048,3.223,230251,44,515,1030,64.953,9.9,15,7,0,60,0,9.5,33.7,44.6,63,2015,7,5
+2.961,3.204,228277,34,494,988,64.953,8.3,11,7,0,80,0,1,26.5,35.2,55.4,2015,7,6
+2.653,3.292,268192,42,526.5,1053,63.643,8.1,14,2,0,83,0,10,12,22.2,0,2015,7,7
+3.026,3.228,255014,42,370,884,66,10.7,14,8.7,0,71,0,10,17.2,25.9,0,2015,7,8
+3.03,3.345,320720,37,490,980,63.643,9.7,12,6,0,71,0,10,22.6,35.2,0,2015,7,9
+3.037,3.356,186893,25,340,680,59.396,9,11,6,0,92,0,5,28,38.9,55.4,2015,7,12
+2.901,4.444,258631,20,250,500,53.152,8.7,12,6.8,0,77,0,10,24.6,33.5,0,2015,7,13
+3.399,3.456,345185,31,200,593,54.531,5.9,9,3,0,81,0,10,20,50,59.4,2015,7,14
+3.029,3.46,350890,37,327,654,60.406,7.4,9,5,0,82,0,10,9.8,20.6,0,2015,7,15
+3.274,3.356,295550,38,395,790,61.033,8.4,12,6,0,79,0,9.7,21.1,29.4,0,2015,7,16
+3.006,3.245,266787,30,440,880,60.852,5.2,13,-1,0,75,0,10,10,20.6,0,2015,7,19
+3.607,3.818,208687,36,450,960,58,9.8,14,5,0,61,0,10,27,48.2,66.5,2015,7,20
+3.008,3.381,256514,41,497.5,995,64.953,12.7,15.2,11,0,67,0,9.5,39.6,55.4,74.1,2015,7,21
+3.007,3.36,264696,48,480,960,64.12,9.8,15.3,6,0,74,0,1,18.9,31.7,0,2015,7,22
+3.108,3.437,279179,37,489,978,64.953,10.4,14,7,0,81,0,1,22.8,33.5,51.9,2015,7,23
+3.155,3.242,288225,30,300,760,61.19,6.6,11,4,0,67,0,10,27.8,61.1,79.5,2015,7,26
+3.403,3.741,301315,36,415,830,63.091,8.9,13,6.9,0,73,0,10,20.6,31.7,0,2015,7,27
+2.998,3.713,306927,26,590,1180,68.183,9.9,14,5.8,0,74,0,1,13.9,22.2,0,2015,7,28
+3.449,3.809,264852,26,488.5,977,64.953,9.3,13,7,0,67,0,1,28.9,55.4,63,2015,7,29
+3.318,3.722,267722,40,495,990,64.12,7.8,11,4,0,73,0,1,32,64.8,87,2015,7,30
+3.23,3.667,334956,41,425,850,62.479,10.1,14,6,0,62,0,9.8,27.4,38.9,55.4,2015,8,2
+2.995,3.686,330269,32,340,1050,51,5.6,10,2,0,67,0,10,20,37,51.9,2015,8,3
+3.575,3.621,328755,36,450,900,62.367,8.6,10,6,0,66,0,9.8,22,31.7,0,2015,8,4
+2.984,3.577,341811,29,554,1108,68.183,7.4,11,4,0,76,0,9.8,23.9,40.7,59.4,2015,8,5
+3.447,3.664,305398,28,400,800,58.612,9.3,13,6,0,85,0,10,17.2,31.7,0,2015,8,6
+3.274,3.67,314875,42,440,880,63.248,9.5,12,7.8,0,72,0,10,31.9,57.6,74.1,2015,8,9
+2.992,3.527,306061,45,460,920,62.524,9.8,15,6,0,69,0,10,27.2,53.5,74.1,2015,8,10
+3.067,3.451,313726,27,360,952,63.312,10.9,14,7,0,57,0,10,31.1,48.2,72.2,2015,8,11
+2.98,3.363,307656,23,500,1000,64.477,8.9,12,7,0,81,0,10,16.7,24.1,0,2015,8,12
+2.979,3.342,297035,34,460,920,63.201,10.5,12,8,0,65,0,10,16.7,25.9,0,2015,8,13
+4.322,4.798,315056,47,415,830,63.312,11.3,15,8,0,67,0,9.3,21.7,35.2,51.9,2015,8,16
+3.305,3.744,363624,45,450,900,62.524,6.6,11,4,0,77,0,10,18.7,33.5,0,2015,8,17
+3.215,3.779,335108,43,412.5,825,60.757,7.8,10,5.6,0,78,0,10,6.3,16.5,0,2015,8,18
+2.924,3.764,317375,42,470,840,61,8.8,13,4.7,0,64,0,10,16.1,44.6,57.6,2015,8,19
+3.098,3.658,338254,44,470,940,64.477,13,16,11,0,55,0,0,39.3,51.9,70.6,2015,8,20
+3.261,3.536,324078,45,410,820,61.463,10.9,16,7,0,74,0,10,15.2,22.2,0,2015,8,23
+3.056,2.88,342521,44,415,830,63.248,10.3,12,9,0,73,0,10,28,37,53.5,2015,8,24
+2.702,3.948,291742,47,438,876,63.091,9.9,13,7,0,76,0,9.8,17.4,31.7,0,2015,8,25
+3.454,3.39,310756,46,503.5,1007,64.477,11.1,15,8.6,0,72,0,9.8,7.4,13,0,2015,8,26
+3.289,3.545,225561,42,310,735,61.198,9.4,11.2,6.6,0,92,0,9.3,17.2,29.4,0,2015,8,27
+2.994,3.475,258161,41,380,760,60.728,8.7,11,6.5,0,78,0,10,13.7,22.2,0,2015,8,30
+2.997,3.303,247673,36,425,850,62.83,8.4,13,1.8,0,68,0,10,11.7,20.6,0,2015,8,31
+3.091,3.322,271978,40,492.5,985,64.477,11.2,16,9,0,59,0,10,22.2,37,61.1,2015,9,1
+2.954,3.449,283458,37,330,880,60,12.3,18,9,0,73,0,10,15.4,37,53.5,2015,9,2
+3.033,3.306,298037,51,500,1000,63.643,9.4,13.1,4,0,79,0,10,17.8,35.2,0,2015,9,3
+3.01,3.31,296488,50,417,834,63.312,10.8,15,8,0,66,0,9.8,29.3,50,68.3,2015,9,6
+3.025,3.28,255120,43,435,870,63.293,9.4,12,8,0,71,0,9.5,22.6,40.7,59.4,2015,9,7
+3.012,3.247,263866,48,340,780,61.632,10.3,13,9,0,77,0,8.9,17,31.7,0,2015,9,8
+1.868,3.394,299105,48,455,910,63.201,10.9,14,8,0,74,0,10,14.4,31.7,0,2015,9,9
+3.491,3.356,284981,45,470,940,64.12,9.3,16,4,0,77,0,10,13.5,29.4,0,2015,9,10
+2.934,3.38,246534,36,413,826,62.218,18.8,24,15,0,49,0,0,32.4,48.2,59.4,2015,9,13
+3.136,3.385,296682,30,380,769,52,18,25.7,9.9,0,55,0,9,27.8,48.2,57.6,2015,9,14
+2.99,3.261,288903,29,313.5,627,58.136,10.6,16,6,0,69,0,10,18.5,35.2,0,2015,9,15
+4.36,5.105,304905,33,380,760,61.339,10.6,15,7,0,77,0,9.8,11.7,27.8,0,2015,9,16
+5.116,6.025,289703,26,313.5,627,57.178,10.9,14,8.8,0,78,0,9.7,14.3,27.8,0,2015,9,17
+5.381,5.589,286984,36,350,747,62.218,16.8,22,13,0,55,0,10,26.9,42.4,53.5,2015,9,20
+3.229,3.711,248065,37,494,988,64.12,10.1,17.1,5.9,0,69,0,10,22.2,37,51.9,2015,9,21
+3.659,3.554,244697,49,426,852,63.006,8.1,12,4.9,0,64,0,10,23,42.4,57.6,2015,9,22
+3.003,3.592,228784,54,661,1322,68.183,8.6,12.6,4,0,62,0,10,18.5,31.7,0,2015,9,23
+3.257,3.476,236778,51,449,898,62.895,9.1,15,1.9,0,74,0,10,15.4,27.8,0,2015,9,24
+3.3,3.735,230818,38,442.5,885,63.097,13.3,21,5,0,53,0,10,13.7,33.5,0,2015,9,27
+3.289,3.578,208883,45,514,1028,64.12,13.3,22,6,0,56,0,10,13.9,22.2,0,2015,9,28
+3.033,3.472,236426,48,458.5,917,63.774,12.3,17,9.8,0,67,0,10,14.4,27.8,0,2015,9,29
+2.978,3.435,277242,54,570,1193,86,10,17,4,0,66,0,10,17.6,25.9,0,2015,9,30
+3.124,3.376,201316,41,449.5,899,63.931,21.6,28,17,0,33,0,0,31.3,51.9,68.3,2015,10,2
+2.969,3.296,238051,39,479,958,64.953,18.5,28,11,0,53,0,0,13.3,27.8,0,2015,10,4
+2.959,3.336,223142,40,434,868,64.849,26.4,34.1,19,0,23,0,0,33.5,48.2,59.4,2015,10,5
+3.181,3.61,275130,43,442,884,64.367,19.2,35,9,0,35,0,10,30.6,64.8,98.2,2015,10,6
+2.979,3.479,303446,45,454,908,63.403,11.5,16,8,0,60,0,10,20.7,33.5,0,2015,10,7
+2.998,3.712,285342,46,560,996,64.477,15.4,25,9,0,62,0,0,12.8,33.5,0,2015,10,8
+3.369,3.546,280161,39,439.5,879,63.091,15.3,26,10,0,79,0,7.4,18,31.7,0,2015,10,11
+2.974,3.365,239798,39,418,836,62.303,11.3,15,5,0,71,0,10,17.6,29.4,0,2015,10,12
+2.953,3.418,277537,35,342,684,61.24,13.4,21,7,0,71,0,10,12.6,29.4,0,2015,10,13
+2.964,3.272,302267,44,430,582,68,22,28,17,0,46,0,10,23.3,38.9,50,2015,10,14
+2.979,3.551,293161,42,254,508,58.616,24.4,34,16,0,25,0,0,19.3,44.6,66.5,2015,10,15
+2.963,3.463,271285,37,415,830,62.322,12.4,19,6,0,66,0,0,13.1,22.2,35.2,2015,10,18
+4.107,4.156,239881,35,427.5,855,63.729,19.4,28,10,0,36,0,0,17.4,31.7,0,2015,10,19
+2.99,3.394,264259,48,420,865,64.849,23.2,32,15,0,47,0,9.5,18.3,35.2,51.9,2015,10,20
+2.927,3.297,262920,34,470,940,64.953,12.4,18,10,0,79,0,9.8,22.8,33.5,0,2015,10,21
+2.834,3.001,290372,40,450,900,63.886,12.1,16,10,0,73,0,9.7,21.9,33.5,48.2,2015,10,22
+2.855,2.95,271698,36,400,800,63.227,22,32,13,0,35,0,9.7,29.8,53.5,68.3,2015,10,25
+2.129,2.891,265113,48,380,1115,70,11.9,16,9,0,70,0,10,26.9,40.7,55.4,2015,10,26
+2.488,2.748,237002,48,470,940,64.953,15.7,23,8,0,47,0,10,18.9,44.6,0,2015,10,27
+2.544,3.127,261331,48,645,1290,68.183,17.8,26,10,0,49,0,6.3,16.1,33.5,35.2,2015,10,28
+3.355,3.706,268448,48,485,970,64.953,19.2,26,10.7,0,43,0,0,13.7,31.7,0,2015,10,29
+3.412,3.319,248447,50,380,760,62.374,17.1,26,13,0,76,0,9.5,15.9,38.9,57.6,2015,11,1
+2.898,3.221,267357,50,380,845,63.136,14.1,18,9,0,68,0,10,12.6,20.6,0,2015,11,3
+2.889,3.279,278282,53,495,990,64.477,20.5,27,16.8,0,72,0,7.7,15.6,29.4,61.1,2015,11,4
+2.897,3.364,244110,33,360,720,62.023,18.7,24,15,0,82,0,10,14.6,63,81.7,2015,11,5
+3.36,3.641,303666,37,325,650,61.591,19.3,26,13,0,34,0,0,16.3,35.2,50,2015,11,8
+3.065,3.574,300547,49,430.5,861,64.321,22.8,34,14,0,41,0,9.2,18.1,33.5,51.9,2015,11,9
+3.152,3.459,277916,50,552.5,1105,68.183,12.3,15,10.8,0,79,0,9.8,18,29.4,0,2015,11,10
+3.076,3.451,291609,50,580,1110,92,14.8,18,12,0,50,0,9.7,9.4,14.8,0,2015,11,11
+2.887,3.337,301484,50,530,1060,64.477,16.5,23,12,0,75,0,10,16.7,27.8,0,2015,11,12
+3.22,3.508,238098,43,437.5,875,63.136,14.9,22,10.8,0,71,0,10,16.5,25.9,0,2015,11,15
+3.276,3.663,253699,42,405,810,61.942,21.3,27,14,0,45,0,0,20.2,44.6,59.4,2015,11,16
+2.992,3.551,258243,47,487.5,975,65.717,19.4,33,10,0,42,0,9.8,17.6,44.6,61.1,2015,11,17
+2.993,3.442,277745,47,530,1060,64.477,25.1,29,20,0,34,0,10,15.9,35.2,57.6,2015,11,18
+3.123,3.859,262671,50,380,945,64.367,20.1,33,14,0,64,0,9.8,16.7,44.6,53.5,2015,11,19
+3.189,3.419,272561,50,420,840,63.201,15.3,21,12,0,61,0,10,15,27.8,0,2015,11,22
+3.173,3.384,305234,50,450,900,63.201,15.4,21,9.8,0,63,0,10,15.4,29.4,0,2015,11,23
+3.902,4.112,265673,41,585,1170,68.183,18.3,27,11,0,50,0,10,16.3,42.4,53.5,2015,11,24
+3.403,3.796,267475,42,450,1030,72,23.4,34,8,0,26,0,10,40.2,68.3,92.4,2015,11,25
+3.203,3.431,275814,46,545,1090,68.183,11.3,17,5,0,47,0,10,25.9,48.2,75.9,2015,11,26
+3.444,3.638,271563,44,417.5,835,63.358,14.5,25,8.5,0,64,0,10,16.7,35.2,0,2015,11,29
+1.927,3.398,280864,50,370,1100,67.264,21.4,32,13,0,44,0,10,23.9,51.9,77.8,2015,11,30
+3.462,3.402,276888,50,370,920,63.312,14.1,23,7,0,45,0,10,23.5,46.5,57.6,2015,12,1
+3.013,3.282,269369,50,370,870,63.84,12.9,18,8,0,54,0,10,18.3,33.5,53.5,2015,12,2
+3.021,3.204,279465,50,490,840,64.477,15.6,27,9,0,65,0,10,12.4,27.8,0,2015,12,3
+3.43,3.647,167532,40,360,760,62.019,21.8,29.3,17,0,64,0,10,14.1,24.1,0,2015,12,6
+3.027,3.265,231881,50,340,920,78,23.4,27,20,0,64,0,10,17.6,42.4,59.4,2015,12,7
+2.997,3.392,257198,50,380,900,64.367,21.9,36,13,0,53,0,10,25,48.2,68.3,2015,12,8
+3.587,4.109,279211,48,570,940,64.477,17.7,27,10.6,0,59,0,10,16.1,33.5,0,2015,12,9
+3.213,2.942,223469,44,520,860,64.953,18.2,26,11,0,49,0,10,18,29.4,0,2015,12,10
+3.56,4.035,248592,47,280,760,61.827,19.4,29,10.6,0,34,0,0,15.4,29.4,0,2015,12,13
+3.305,3.819,261120,46,420,990,63.201,20.8,27,16,0,60,0,7.6,15.7,25.9,0,2015,12,15
+3.672,3.851,253265,45,660,900,64.477,22.5,29,15,0,57,0,0,22.4,46.5,61.1,2015,12,16
+3.021,3.387,274939,44,320,940,64.367,28.6,36.2,19.8,0,26,0,0,20.9,44.6,59.4,2015,12,17
+3.106,3.598,207493,50,360,790,62.569,20.9,0,13,0,55,0,10,20.4,50,66.5,2015,12,20
+3.663,3.768,190031,35,380,760,66,15.6,20,11,0,56,0,10,22.4,35.2,48.2,2015,12,21
+3.622,3.77,208327,49,340,900,63.729,19,25,14,0,61,0,10,14.4,24.1,0,2015,12,22
+3.8,3.85,230542,48,450,1000,63.886,22.1,29,14.7,0,59,0,10,17.4,33.5,50,2015,12,23
+3.053,3.404,185676,48,422.98,845.96,64.894,26.2,35,12,0,29,0,6.6,35.4,53.5,74.1,2015,12,25
+3.485,3.627,189064,44,280,660,61.834,16.7,22,11,0,62,0,10,14.8,25.9,0,2015,12,28
+3.048,3.463,175314,37,320,690,61.668,18.8,27,12,0,60,0,0,14.4,27.8,0,2015,12,29
+3.103,3.297,174974,35,360,860,64.738,29.4,35,23,0,19,0,0,19.1,31.7,0,2015,12,30
+3.095,3.273,204968,50,422.98,845.96,64.366,20.5,28,16,0,61,0,10,19.1,27.8,0,2016,1,1
+3.086,3.272,175665,54,280,730,61.844,20.1,27,14,0,62,0,10,14.8,31.7,0,2016,1,3
+3.071,3.266,187587,51,320,800,61.962,19.1,24,14,0,66,0,10,11.3,22.2,0,2016,1,4
+3.069,3.217,179315,49,340,840,57,20.4,25,16,0,66,0,10,11.7,29.4,0,2016,1,5
+3.085,3.547,183456,43,630,970,65.59,19.8,25,15,0,70,0,10,22.6,40.7,0,2016,1,6
+2.537,3.377,203716,50,570,910,65.59,17.9,23,13.9,0,61,0,10,25,35.2,0,2016,1,7
+3.653,3.562,211567,44,280,700,63.364,24.6,34,17,0,36,0,0,14.4,25.9,0,2016,1,10
+3.785,3.709,229446,49,320,970,65.531,23.1,37,15,0,51,0,10,16.1,57.6,75.9,2016,1,11
+2.745,3.434,231955,46,360,880,65.531,21.7,36,15,0,60,0,10,13.7,35.2,53.5,2016,1,12
+3.458,3.215,269373,43,360,870,65.004,28.9,43,16.9,0,32,0,10,28,48.2,77.8,2016,1,13
+3.354,3.585,252342,43,550,1000,65.114,14.3,18,12,0,61,0,10,23,38.9,53.5,2016,1,14
+3.46,3.933,242024,46,320,760,63.521,26.7,32,21,0,23,0,0,24.3,42.4,59.4,2016,1,17
+3.274,3.641,216526,36,370,900,65.531,23.9,36.3,13,0,31,0,10,16.1,38.9,53.5,2016,1,18
+3.238,3.563,246403,38,410,1000,64.847,23.9,33,17.8,0,48,0,10,13.7,25.9,0,2016,1,19
+3.085,3.335,203753,36,380,750,61.668,22,30,18,0,74,0,8.2,16.1,29.4,0,2016,1,20
+3.014,3.295,242712,36,420,1000,70,19.5,27,16.9,0,79,0,8.7,10.6,40.7,55.4,2016,1,21
+3.033,3.216,163031,52,510,830,65.59,18.3,23,15,0,76,0,9.7,18.5,31.7,44.6,2016,1,24
+2.954,3.237,186628,49,310,850,64.366,22.8,29,17.9,0,57,0,10,12.2,31.7,0,2016,1,26
+4.115,4.9,247019,45,650,950,65.114,23.7,28.1,21,0,60,0,10,31.5,46.5,63,2016,1,27
+4.408,4.099,284997,51,460,780,61.619,19.3,29,13,0,78,0,9.5,18.7,33.5,0,2016,1,28
+3.028,3.503,280083,49,320,590,58.488,14.9,20,10,0,72,0,10,20.4,40.7,55.4,2016,1,31
+3.024,3.38,260268,50,320,680,61.533,19.7,25,15,0,67,0,8.5,12.8,25.9,0,2016,2,1
+4.193,4.705,246364,50,350,930,66,23.5,32,17,0,54,0,9,18.3,27.8,0,2016,2,2
+4.173,4.149,254234,40,300,740,61.69,17.5,21,16,0,66,2.03,10,26.7,37,51.9,2016,2,3
+4.09,4.288,287372,41,370,760,61.748,17.7,21,14,0,71,0,10,20.9,33.5,0,2016,2,4
+4.112,4.236,248066,36,300,680,62.348,22.4,31,16,0,61,0,10,16.1,29.4,0,2016,2,7
+3.001,3.425,245010,45,430,840,63.838,19.5,24,17,0,63,0,10,18.3,27.8,0,2016,2,8
+3.199,3.745,233490,46,450,810,62.218,19.9,25,16,0,66,0,10,13.9,22.2,0,2016,2,9
+3.132,3.504,208796,36,560,820,62.622,20.1,24,17,0,62,0,10,16.5,22.2,0,2016,2,10
+2.735,3.412,205307,50,540,1100,68.82,19.7,25,15,0,64,0,10,17.6,29.4,0,2016,2,11
+0.187,4.761,239544,38,360,770,67,18.3,25,12,0,55,0,10,19.1,35.2,50,2016,2,14
+2.344,4.887,230809,33,340,660,62.218,19.4,27.7,13.9,1013.2,45,0,12.6,21.5,37,57.6,2016,2,15
+4.094,5.327,256059,30,370,700,62.218,15.1,18,13,0,55,0,10,27,38.9,51.9,2016,2,16
+3.703,4.961,272004,20,400,730,59.603,17.9,23,14.8,0,73,0,9.8,23.5,35.2,48.2,2016,2,17
+3.961,4.368,222314,32,350,810,61.866,18.3,23,15,0,68,0,10,11.3,18.3,0,2016,2,18
+3.885,3.919,222672,21,300,660,60.267,20.4,28,14,0,52,0,0,14.1,24.1,0,2016,2,21
+3.143,3.691,210987,50,230,730,63.393,25.1,33,19,0,37,0,0,15.4,51.9,70.6,2016,2,22
+3.384,3.844,215544,46,360,840,65.531,29.3,40,23,0,32,0,0,23.7,53.5,68.3,2016,2,23
+5.409,6.357,219079,32,580,750,62.622,22.1,28.2,18.9,0,72,0,10,14.8,31.7,0,2016,2,24
+5.371,5.975,207570,42,560,840,65.59,20.1,30,12,0,64,0,10,17.6,31.7,50,2016,2,25
+4.9,5.051,192139,50,330,1000,64.366,18.6,23,14,0,61,0,10,18.3,27.8,40.7,2016,2,28
+3.954,4.018,177134,50,360,710,62.048,18.5,26,13,0,73,0,9.5,15,35.2,0,2016,2,29
+4.17,4.504,201268,49,490,890,66.354,25.1,34,17.9,0,31,0,0,20.7,35.2,51.9,2016,3,1
+4.152,4.438,229270,49,480,920,74,23.6,36,16.5,0,47,0,10,17.8,35.2,0,2016,3,2
+3.538,4.094,272464,44,410,520,58.766,19.6,26,15,0,64,0,10,12.4,20.6,0,2016,3,3
+4.237,4.759,248067,55,340,360,58.806,21.1,28,15.1,0,72,0,10,13.5,27.8,0,2016,3,6
+3.921,4.42,247498,49,490,780,62.973,20.6,25,18.8,0,79,0,9.5,15.6,24.1,0,2016,3,7
+3.872,4.018,250976,51,480,710,63.931,32.3,40,27,0,23,0,0,27.2,40.7,59.4,2016,3,8
+3.453,3.977,260257,50,450,830,64.366,21.7,30,17.9,0,74,2.03,9.7,16.7,27.8,0,2016,3,9
+3.368,3.724,249098,51,510,840,65.59,19.2,22,18.5,0,92,0,6.3,7.4,16.5,0,2016,3,10
+3.041,3.539,239513,52,422.98,845.96,64.256,22.3,28,18,0,78,0,9.7,10.7,22.2,0,2016,3,11
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+3.436,3.694,207359,39,460,810,62.176,19.3,28,14,0,67,0,10,14.4,33.5,0,2016,3,15
+2.982,3.723,227429,47,620,960,71,25.1,31,19,0,45,0,0,22.6,53.5,0,2016,3,16
+3.218,3.722,275512,40,360,870,65.486,25.3,33,14,0,46,0,9,30.2,46.5,66.5,2016,3,17
+3.31,3.843,253338,39,340,730,62.16,15.2,22,9,0,62,0,10,13.1,25.9,0,2016,3,20
+3.6,4.125,210261,45,410,700,62.019,15.9,22,10,0,72,0,10,16.3,31.7,0,2016,3,21
+4.929,5.401,210442,43,320,720,62.029,18.6,26,13,0,51,0,0,13.9,25.9,0,2016,3,22
+4.566,4.709,230551,51,440,850,64.32,20.9,29,12.6,0,52,0,12.1,13.3,25.9,0,2016,3,23
+3.593,3.856,219806,40,422.98,845.96,64.32,16.2,20.4,11,0,64,0,10,14.1,27.8,0,2016,3,25
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+4.449,4.988,197264,46,520,770,65,15.4,17.4,14,0,58,0,10,20.4,31.7,0,2016,3,29
+4.454,4.727,212886,43,370,790,61.891,13.3,18,7,0,62,0,10,14.6,27.8,0,2016,3,30
+4.213,4.581,226469,42,360,880,64.32,17.9,23,13,0,59,0,10,16.5,29.4,0,2016,3,31
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+4.135,4.653,149992,35,540,880,65.59,20.6,29,12,0,44,0,7.9,19.6,38.9,57.6,2016,4,5
+4.298,4.701,260866,27,340,690,60.073,11.2,15,7,0,84,0,51.5,14.1,31.7,0,2016,4,6
+4.199,4.49,282652,37,370,730,61.866,14.1,18,10,0,69,0,0,10,18.3,0,2016,4,7
+4.014,4.569,250282,41,380,750,62.412,17.6,23,14,0,58,0,0,20.2,29.4,0,2016,4,10
+4.123,4.397,181203,52,440,910,74,15.7,20,13,0,73,0,0,17.8,27.8,0,2016,4,11
+3.944,4.4,183726,43,550,940,65.59,14.7,18.5,12,0,78,0,0,14.1,27.8,0,2016,4,12
+3.793,4.357,289441,39,440,840,63.728,14.4,19,10,0,73,0,51.8,12.4,24.1,0,2016,4,13
+4.141,4.381,254752,38,450,750,62.061,18.3,27,12,0,51,0,7.7,17.2,29.4,46.5,2016,4,14
+3.837,4.045,243966,40,330,700,62.317,13,21,8,0,70,0,0,16.5,33.5,53.5,2016,4,17
+4.581,5.696,223776,35,330,690,62.218,19.1,25,13,0,49,0,0,20.9,38.9,0,2016,4,18
+5.685,5.632,271098,44,530,1000,65.114,20.4,27,16,0,44,0,0,23.7,40.7,0,2016,4,19
+4.652,5.15,278619,47,720,930,65.114,23.1,28,20,0,33,0,0,27.2,40.7,0,2016,4,20
+5.327,5.744,283027,41,580,850,65.59,16.9,24,13,0,71,0,8.4,17.8,33.5,0,2016,4,21
+4.844,4.761,257788,33,422.98,845.96,64.32,13.3,16,11,0,61,0,0,17.4,27.8,0,2016,4,22
+4.181,4.388,268530,39,400,630,60.232,17.1,25,9,0,54,0,0,19.8,33.5,0,2016,4,25
+4.281,4.505,261710,30,380,780,62.218,19.4,25,14,0,37,0,0,26.1,44.6,59.4,2016,4,26
+4.224,4.625,200091,45,810,900,70,21,24,18,0,42,0,0,31.7,44.6,63,2016,4,27
+4.426,4.566,239173,46,620,650,62.841,19.6,24,16,0,57,0.76,0,18.1,38.9,0,2016,4,28
+5.439,5.881,230841,36,500,850,65.59,11.3,16,8,0,61,0,10,26.3,44.6,59.4,2016,5,1
+5.668,7.364,188941,37,350,960,64.522,14.3,17,12.5,0,52,0,10,34.3,48.2,70.6,2016,5,2
+4.93,7.966,260517,40,370,1300,67.701,12.9,19,7,0,64,0,9.7,26.9,51.9,74.1,2016,5,3
+3.892,4.936,292013,34,590,900,65.114,13.9,17,11,0,57,0,10,22.4,35.2,48.2,2016,5,4
+4.142,4.722,277500,37,780,1000,65.114,16.6,20.2,14,0,57,0,10,35.2,50,70.6,2016,5,5
+4.819,5.984,213211,50,470,790,62.973,17.8,20,15,0,88,0,9.8,25.4,57.6,77.8,2016,5,8
+5.412,6.088,241074,40,570,820,62.973,15.4,21,12.8,0,76,0,9.5,34.1,53.5,75.9,2016,5,9
+5.043,5.117,277110,35,360,930,63.949,13.3,16.2,11,0,62,0,10,30.9,42.4,59.4,2016,5,10
+4.336,4.598,254395,38,360,710,63,15.2,18,13,0,67,0,10,24.3,37,46.5,2016,5,11
+4.347,5.164,272476,39,360,890,63.949,17,21,13.5,0,66,0,10,21.9,35.2,0,2016,5,12
+4.462,4.365,253118,50,310,660,62.317,13.2,21,7,0,67,0,10,20.9,38.9,55.4,2016,5,15
+4.242,4.53,255636,49,670,900,65.59,15.4,18.7,12,0,67,0,10,30.7,59.4,77.8,2016,5,16
+4.498,5.055,266683,40,620,900,65.114,14,17,11.2,0,58,0,10,16.1,29.4,0,2016,5,17
+3.708,4.041,283088,53,720,1100,68.82,15.2,19,13,0,56,0,10,22.6,29.4,0,2016,5,18
+4.858,5.546,248615,50,600,1000,65.59,14.6,17,9.8,0,73,0,10,20.6,38.9,51.9,2016,5,19
+4.363,4.332,206024,52,530,910,65.59,16.9,21,11,0,58,0.51,10,34.4,53.5,79.5,2016,5,22
+3.858,4.555,287972,50,520,970,73,11.9,16,8.7,0,68,0,10,21.7,42.4,61.1,2016,5,23
+3.915,4.801,313503,50,610,970,65.114,10.9,16,7,0,72,0,10,20.4,42.4,0,2016,5,24
+4.509,5.079,289080,44,380,880,63.93,11.2,15,9,0,81,0,9.2,33.5,57.6,64.8,2016,5,25
+4.316,4.992,329619,32,340,690,60.406,9.1,11,6,0,88,0,9.2,17.4,25.9,0,2016,5,26
+4.332,4.869,281219,48,250,660,60.572,8,12.2,4,0,69,0,10,15,25.9,0,2016,5,29
+3.74,4.804,280345,41,340,800,60.572,7.4,14,1,0,70,0,10,12.2,22.2,0,2016,5,30
+4.16,6.063,297279,45,480,960,64.28,8.8,16,4,0,68,0,10,12.4,20.6,0,2016,5,31
+4.126,4.554,300879,49,430,790,60.757,8.9,16,3,0,75,0,10,10.7,18.3,0,2016,6,1
+4.704,4.832,315064,44,420,840,62.414,9.1,13,6,0,90,0,5.5,7.2,14.8,0,2016,6,2
+4.446,7.225,253529,29,330,700,61.339,11.6,14,7.5,0,90,0,8.4,9.1,22.2,0,2016,6,5
+5.637,5.845,223104,50,360,850,63.664,10.6,13,8,0,82,0,10,18.7,31.7,48.5,2016,6,6
+4.761,5.065,263832,51,480,820,62.973,11.5,14,8,0,85,0,9.7,18.5,31.7,50,2016,6,7
+1.916,4.842,175754,41,370,740,62,12,14,10,0,31,0,10,31.5,51.9,70.6,2016,6,8
+4.143,4.815,264055,45,520,840,64.953,11.8,17,8,0,74,0,9.8,19.4,31.7,0,2016,6,9
+5.929,5.092,246666,49,422.98,845.96,62.942,10.7,15,6,0,71,0,9.7,20.9,31.7,0,2016,6,10
+4.327,5.237,177736,45,350,740,62.119,9.8,12.1,8,0,65,0,10,30,46.5,61.1,2016,6,13
+3.99,4.962,265425,39,390,740,61.591,9.8,14,7,0,72,0,10,22.8,27.8,0,2016,6,14
+4.239,4.832,167116,50,590,800,62.775,10.7,17,7,0,73,0,10,21.1,46.5,66.5,2016,6,15
+4.017,4.632,274879,53,520,910,64.477,11.9,14,9.7,0,80,0,10,31.9,48.2,59.4,2016,6,16
+4.9,5.185,267020,45,660,750,62.397,11.3,12.3,9.9,0,89,0,82,16.3,31.7,48.2,2016,6,19
+4.77,4.776,202008,39,320,1000,63.664,10.8,12.4,8,0,87,0,8.7,17.6,27.8,0,2016,6,20
+3.662,3.885,255306,31,280,710,62.023,10.8,14,9,0,76,0,10,26.5,42.4,61.1,2016,6,21
+3.482,4.249,244727,40,330,740,55,11.7,14,9,0,67,0,10,24.4,38.9,50,2016,6,22
+3.417,4.348,219358,17,270,600,53.347,8.8,13,5,0,76,0,9.5,27.6,53.5,72.2,2016,6,23
+3.44,4.006,265674,41,310,680,61.198,7.1,10,5,0,74,0,10,22.4,27.8,0,2016,6,26
+3.729,3.873,259854,40,300,820,61.198,8,10,5,0,84,0,9.5,18.5,27.8,0,2016,6,27
+3.016,4.152,303367,39,350,780,61.405,10.8,16,7,0,79,0,10,22.2,27.8,0,2016,6,28
+3.842,4.141,303958,28,360,920,63.248,10.8,15,8.5,0,68,0,10,30,48.2,57.6,2016,6,29
+3.486,3.897,306053,34,370,880,63.248,8.3,10,7,0,82,0,9.5,28.7,55.4,74.1,2016,6,30
+3.964,3.652,300053,38,300,690,61.24,11.8,16,10,0,68,0,10,24.8,31.7,51.9,2016,7,3
+2.98,3.768,303266,46,370,845.96,63.091,9.3,12,7,0,81,0,9.8,15.4,24.1,0,2016,7,4
+3.095,4.219,225778,22,370,810,60.229,10.5,12,8,0,93,0,8.4,21.5,33.5,51.9,2016,7,5
+3.539,4.551,290915,20,310,570,53.394,10.6,12,9.8,0,92,0,6.6,20.6,33.5,48.2,2016,7,6
+2.717,3.944,318969,39,410,670,61.591,10.1,12,8,0,94,0,82,9.4,22.2,0,2016,7,7
+3.435,4.036,284401,40,340,750,60,11.2,13,11,0,50,0,10,37.2,63,85.2,2016,7,10
+2.982,3.687,295527,32,330,790,61.396,12.2,14,10,0,67,0,10,35.4,51.9,70.6,2016,7,11
+3.338,4.07,259123,49,330,710,61.483,6.7,12,3,0,65,0,10,34.8,48.2,75.9,2016,7,12
+3.334,4.127,248927,45,400,790,61.541,7.8,11,4.9,0,68,0,10,24.6,40.7,61.1,2016,7,13
+3.348,4.06,306436,40,480,760,62.397,9.7,12.2,7,0,69,0,10,18.7,31.7,50,2016,7,14
+3.221,3.676,233359,43,360,770,62.374,12.4,15,10.6,0,69,0,10,37.4,55.4,72.2,2016,7,17
+3.079,3.576,270172,44,320,740,61.69,13.8,18,11,0,77,0,10,21.7,38.9,53.5,2016,7,18
+2.352,5.543,258090,33,640,820,62.622,11.4,15,8,0,85,0,10,6.9,13,0,2016,7,19
+4.751,4.226,189084,34,420,800,60.835,9.9,15,6,0,83,0,9.7,9.8,27.8,0,2016,7,20
+3.804,3.847,239883,32,480,840,64.953,14.7,17.1,12.7,0,82,0,9.5,34.6,57.6,79.5,2016,7,21
+5.275,4.916,256952,38,320,600,58.331,7.9,11,5.9,0,74,0,10,26.9,40.7,53.5,2016,7,24
+4.302,4.503,277208,23,500,680,59.994,8.7,13,5,0,65,0,9.7,27.2,57.6,75.9,2016,7,25
+3.202,3.919,284140,38,310,690,49,8.4,10,7,0,72,0,9.8,26.9,38.9,57.6,2016,7,26
+3.019,4.544,293102,41,350,660,60.828,8.4,11,6,0,74,0,10,19.3,33.5,46.5,2016,7,27
+4.755,4.431,275785,34,560,970,64.953,10.8,14,8,0,73,0,10,22.4,31.7,0,2016,7,28
+3.854,4.551,227967,38,330,660,62.023,12.6,16,10.7,0,72,0,9.8,23.3,35.2,48.2,2016,7,31
+3.377,10.731,334240,20,350,660,58.769,9.2,13,4.8,0,90,0,9.8,18.3,35.2,51.9,2016,8,1
+6.385,8.471,288778,29,260,470,54.389,9.4,12,8,0,84,0,8.4,18.3,33.5,0,2016,8,2
+6.952,5.107,312292,36,290,620,59.415,7.9,12,3.9,0,87,0.51,92,14.3,31.7,46.5,2016,8,3
+5.872,5.408,321241,26,320,650,58.612,7.2,13.2,2.8,0,79,0,10,14.3,24.1,0,2016,8,4
+4.489,4.904,323158,31,330,770,60.601,9.2,15,4,0,56,0,10,14.3,31.7,0,2016,8,7
+4.64,4.789,296718,36,330,740,61.496,10.8,13,9,0,64,0,0,46.9,66.5,87,2016,8,8
+4.154,4.438,269276,49,370,870,63.84,12.4,17,8,0,65,0,10,33.3,59.4,75.9,2016,8,9
+4.627,5.34,294068,32,390,950,62.524,9.4,14,4,0,66,0,10,27.6,48.2,66.5,2016,8,10
+5.421,5.978,261432,46,260,650,57,9.8,14,5,0,66,0,10,20.2,33.5,0,2016,8,11
+5.365,5.732,271096,43,410,800,62.218,11.9,16,7.9,0,68,0,10,17.2,27.8,0,2016,8,14
+3.536,4.552,262585,38,320,760,62.023,12.2,17,9,0,70,0,10,25.6,40.7,55.4,2016,8,15
+2.85,3.889,277449,38,480,760,62.622,13.8,18,11,0,67,0,9.8,25.6,38.9,61.1,2016,8,16
+4.166,4.01,279644,49,400,890,62.942,10.7,15,6,0,81,0,10,16.7,40.7,0,2016,8,17
+4.515,4.008,297691,54,440,880,63.312,16.6,20,14.7,0,58,0,10,39.1,64.8,81.7,2016,8,18
+4.36,4.521,306766,34,380,660,61.24,10.7,14,8.9,0,78,0,9.8,18.5,27.8,0,2016,8,21
+5.902,13.713,310318,28,340,600,53.295,9.6,15,6,0,86,0,9.8,10.7,27.8,0,2016,8,22
+7.211,14.488,292775,27,350,870,54,7.2,13,2,0,74,0,10,9.8,22.2,0,2016,8,23
+7.322,6.587,235076,32,330,690,61.033,8.1,12,5,0,80,0,10,14.6,22.2,0,2016,8,24
+7.276,5.664,331344,34,440,770,60.563,8.2,13,5,0,76,0,10,17.6,33.5,0,2016,8,25
+7.307,4.992,295867,35,440,760,61.396,11.8,18.3,7,0,66,0,0,24.6,33.5,0,2016,8,28
+6.762,5.535,333187,33,320,800,61.591,13.4,18,9,0,58,0,10,22.2,35.2,0,2016,8,29
+5.175,5.716,342432,34,450,860,63.358,13.3,17,12,0,77,0,10,28,48.2,64.8,2016,8,30
+4.547,5.638,336331,34,400,860,63.091,14.1,19,9.9,0,70,0,9.8,14.4,31.7,0,2016,8,31
+4.337,5.25,351076,40,510,800,62.397,11.3,15,9,0,90,0,8.5,7.2,20.6,0,2016,9,1
+4.447,5.204,311190,40,450,770,61.591,13.2,16,10,0,67,0,10,16.9,25.9,0,2016,9,4
+4.873,5.404,258255,47,350,780,62.16,13.3,17.3,9,0,70,0,10,13.7,25.9,0,2016,9,5
+4.967,5.208,238691,43,350,800,56,13.2,20,7,0,76,0,10,12,20.6,0,2016,9,6
+4.765,5.846,303346,26,330,840,63.312,15.7,20,13,0,65,0,10,31.7,53.5,55.4,2016,9,7
+4.805,4.625,314318,30,490,820,62.046,18.1,22,14,0,62,0,9.7,36.1,46.5,70.6,2016,9,8
+5.799,7.657,311978,23,360,650,59.446,11.6,16,9,0,75,0,8.4,14.6,25.9,0,2016,9,11
+5.798,5.551,342733,40,350,690,61.533,10.3,13,9,0,89,0,7.7,9.3,20.6,0,2016,9,12
+5.285,4.537,267952,23,300,650,60.073,11.6,13,10,0,92,0,8.9,13.1,25.9,38.9,2016,9,13
+3.318,4.565,253441,18,270,550,53.152,10.2,15,7,0,78,0,9.8,25,40.7,55.4,2016,9,14
+5.327,5.328,273615,18,270,450,53.152,10.6,14,8,0,81,0,9.5,18.1,44.6,51.9,2016,9,15
+4.525,5.04,343753,43,330,650,60.7,8.7,11,5,0,85,0,9.8,14.6,24.1,0,2016,9,18
+3.84,4.044,365841,33,450,1000,63.358,10.8,15,7,0,65,0,10,16.1,37,50,2016,9,19
+3.476,4.338,339308,29,370,760,61.396,13.3,18,10,0,64,0,10,21.5,38.9,50,2016,9,20
+3.837,4.346,349075,38,360,720,61.24,9.7,11,9,0,87,0,10,23.2,27.8,0,2016,9,21
+3.948,5.407,358562,32,380,740,55,9.5,12,7,0,80,0,10,14.6,27.8,46.5,2016,9,22
+4.305,4.518,288059,29,370,670,61.24,10.2,14,7,0,72,0,10,14.8,27.8,0,2016,9,25
+4.303,4.744,327217,28,350,720,58.612,10.2,16,5,0,71,0,9.7,13.7,31.7,46.5,2016,9,26
+5.27,6.917,210444,23,300,590,53.347,10.4,15,7,0,75,0,9.2,19.6,31.7,0,2016,9,27
+5.329,5.593,347807,27,360,740,59.603,14.2,17,11,0,66,0,10,33.2,51.9,75.9,2016,9,28
+5.824,9.607,398328,31,422.98,845.96,63.091,11.8,15,9,0,79,0,10,14.6,31.7,0,2016,9,30
+5.934,8.68,394396,30,300,610,54.774,15.4,22,9,0,64,0,9.3,36.1,61.1,85.2,2016,10,2
+5.759,5.525,363677,20,260,490,53.053,12,15,10,0,64,0,10,27,42.4,61.1,2016,10,3
+5.599,4.694,380550,25,340,570,41,9.9,16,6,0,70,0,9.8,30.4,64.8,81.7,2016,10,4
+2.526,7.046,195490,30,360,650,62.023,12.7,19,9,0,71,0,10,23,37,57.6,2016,10,5
+6.384,9.256,247582,27,460,730,60.378,20.1,25,17,0,50,0,10,36.9,48.2,74.1,2016,10,6
+7.432,5.804,389808,34,340,590,55.847,15.2,20,11,0,65,0,10,36.7,83.5,107.6,2016,10,9
+7.113,5.019,395208,26,310,660,58.769,9.1,16,5,0,69,0,9.8,26.1,53.5,75.9,2016,10,10
+5.651,4.973,322883,18,320,560,53.295,10.8,14,5,0,70,0,10,19.3,40.7,50,2016,10,11
+4.985,5.239,350181,34,410,750,60.563,9.1,15,4,0,75,0,9.7,18.1,38.9,57.6,2016,10,12
+4.577,5.492,343520,34,340,760,60.406,9,14.1,2,0,67,0,10,13.3,24.1,0,2016,10,13
+6.556,10.38,339821,29,290,620,48,12.9,21,7,0,74,0,9.5,19.4,37,51.9,2016,10,16
+7.465,6.998,329858,24,320,590,52.819,13.4,18,9.9,0,58,0,9.7,22.2,29.4,46.5,2016,10,17
+6.769,4.929,347406,30,360,690,60.563,8.3,16,3,0,72,0,10,19.8,40.7,59.4,2016,10,18
+6.71,6.338,273169,29,360,730,62.218,11.1,15,7,0,53,0,0,19.3,53,68.3,2016,10,19
+5.277,5.326,321799,30,370,770,61.69,16.9,21,14,0,43,0,0,47.6,74.1,100,2016,10,20
+3.936,4.253,324576,20,240,660,58.769,9.9,13,5,0,70,0,9.8,17.8,33.5,0,2016,10,23
+4.472,4.601,334776,29,350,670,61.396,13,15,9,0,66,0,10,18,50,70.6,2016,10,24
+4.052,5.071,343844,26,340,780,59.797,18.9,23,14,0,44,0,0,29.1,50,68.3,2016,10,25
+4.53,4.725,350836,37,360,1100,66.797,11.3,19,5,0,84,0,9,13,31.7,0,2016,10,26
+3.781,4.783,374982,41,380,660,60.629,9.8,15,4,0,66,0,10,18,29.4,0,2016,10,27
+3.792,4.661,265250,44,370,670,61.608,13.3,25,6,0,50,0,10,33,64,87,2016,10,30
+5.816,10.241,290343,33,340,720,61.19,11.9,19,6.5,0,66,0,9.8,17.6,37,40.7,2016,11,1
+7.366,8.025,312313,34,400,700,51,12.8,18,7,0,66,0,10,14.6,25.9,0,2016,11,2
+6.641,5.822,311909,34,530,690,62.145,13.9,21,8,0,67,0,10,13.3,31.7,0,2016,11,3
+5.979,5.554,317380,42,350,780,61.885,17.3,21,14,0,52,0,10,23.9,51.9,72.2,2016,11,6
+4.905,4.709,308886,26,300,630,57.086,15.4,25,9,0,61,0,10,21.5,55.4,74.1,2016,11,7
+3.239,4.335,275366,26,350,720,59.545,13.2,18.3,8,0,62,0,9.8,15,25.9,0,2016,11,8
+2.984,3.993,302033,30,340,770,61.24,13,18,9,0,71,0,10,15.6,24.1,0,2016,11,9
+2.994,4.504,297927,40,350,840,62.257,11.8,18,5,0,72,0,10,12.2,20.6,0,2016,11,10
+3.694,3.778,289343,34,422.98,845.96,63.312,16.8,24,11,0,56,0,9.8,27,38.9,61.1,2016,11,12
+4.587,4.694,306020,37,320,720,61.396,12.6,18,9.8,0,84,0,8.7,28,37,57.6,2016,11,13
+3.433,3.965,151270,27,260,530,53.106,12.3,17,8.8,0,71,0,10,23.5,37,0,2016,11,14
+3.123,3.676,232501,30,340,720,61.668,13.3,18.1,8.7,0,76,0,10,15.4,25.9,0,2016,11,15
+2.963,3.602,350012,33,340,660,52,15.9,23,11,0,70,0,10,16.5,35.2,46.5,2016,11,16
+2.981,3.165,349776,37,370,770,61.591,21.9,30,14,0,46,0,8.4,21.3,38.9,61.1,2016,11,17
+3.01,3.407,272259,31,300,460,54.389,26.3,33.1,21,0,42,0,0,26.1,53.5,68.3,2016,11,20
+3.015,3.541,295352,37,360,880,64.321,22.4,34.1,13,0,57,0,8.7,20.4,57.6,83.5,2016,11,21
+2.849,3.572,351523,40,330,910,63.091,12.3,14,10.6,0,90,0,8.4,12,27.8,0,2016,11,22
+2.984,3.851,346530,36,410,820,61.396,10.7,14.1,8,0,75,0,9.7,22.4,38.9,55.4,2016,11,23
+3.772,4.147,279054,40,470,1100,68.183,12.6,17,9,0,68,0,10,20.4,29.4,0,2016,11,24
+2.949,3.479,265138,44,330,730,61.504,14.2,17,12,0,79,0,9.3,13,20.6,0,2016,11,27
+3.061,3.509,264954,43,440,850,67,14.9,21,10,0,69,0,10,12.2,22.2,0,2016,11,28
+4.01,4.204,261667,39,330,860,63.136,15.4,21,10,0,71,0,9.5,15.6,25.9,0,2016,11,29
+2.958,3.743,306998,40,320,870,63.091,15,19.2,9,0,76,0,10,13.3,24.1,0,2016,11,30
+3.597,4.103,360903,39,340,930,63.155,16.7,24,10.9,0,67,0,10,13,24.1,0,2016,12,1
+5.204,4.975,288576,43,310,750,63.521,23.3,31,15.7,0,50,0,10,28.9,48.2,70.6,2016,12,4
+5.82,10.091,203027,40,540,1300,68.183,16.2,22,12,0,63,0,10,14.8,27.8,0,2016,12,5
+7.274,13.368,318615,39,490,1200,68.183,14.2,21,8,0,64,0,10,12.2,27.8,0,2016,12,6
+7.373,5.818,321522,44,520,1000,64.477,22.1,28,16,0,31,0,9,25.7,57.6,77.8,2016,12,7
+5.518,4.608,361701,35,320,680,61.396,14.4,23,8,0,62,0,10,33.2,53.5,72.2,2016,12,8
+5.368,5.64,324125,46,640,1300,68.183,14.7,27,8,0,66,0,10,14.8,24.1,0,2016,12,11
+5.451,5.124,288885,36,340,950,70,25.7,33,17,0,24,0,0,23,46.5,61.1,2016,12,12
+3.443,3.998,297419,38,360,900,64.321,24.6,35.2,15,0,34,0,10,25.9,44.6,64.8,2016,12,13
+3.387,4.042,344684,39,310,940,63.312,14.2,19,9,0,55,0,10,22,33.5,48.2,2016,12,14
+3.874,4.638,343474,40,340,940,63.155,13.9,23,8,0,62,0,10,19.3,31.7,46.5,2016,12,15
+4.243,4.371,317555,42,340,760,61.051,13.3,21,5.6,0,50,0,10,20,40.7,53.5,2016,12,18
+3.538,4.019,289704,40,370,840,63.312,22.9,30,14,0,27,0,8.7,26.1,40.7,61.1,2016,12,19
+3.785,4.348,334202,40,420,840,63.155,16.4,23,10,0,54,0,10,17.6,29.4,51.9,2016,12,20
+4.185,4.718,325270,42,550,900,64.477,15.9,20,14,0,61,0,10,21.1,29.4,50,2016,12,21
+4.072,4.405,328625,41,320,950,63.091,16.6,27,12,0,69,0,10,16.5,29.4,0,2016,12,22
+4.073,4.073,296143,42,422.98,845.96,64.164,22.6,32,15,0,53,0,10,13.7,27.8,48.2,2016,12,23
+4.052,4.51,193270,58,422.98,845.96,63.664,19.4,27.2,17,0,79,0,9.7,12,24.1,0,2016,12,26
+3.256,3.949,198034,50,310,820,61.991,24.1,28,21,0,72,0,9.7,17,48.2,77.8,2016,12,27
+3.339,3.775,221962,41,540,910,62,30.2,38,26,0,44,0,0,30.9,68.3,85.2,2016,12,28
+3.727,4.063,249398,26,320,740,61.238,23.8,34,19,0,82,0,8,18,44.6,64.8,2016,12,29
+3.167,3.966,243256,30,422.98,845.96,63.683,21.2,30,16,0,63,0,10,16.5,27.8,50,2016,12,30
+3.775,4.088,248758,49,260,640,61.76,15.6,18,14,0,72,0,0,20.9,33.5,0,2017,1,2
+3.35,4.002,273805,50,320,790,62.16,17.4,26,15,0,70,0,0,15.4,27.8,0,2017,1,3
+6.518,13.246,315502,38,340,700,61.24,23.7,30,18,0,60,0,0,17.4,27.8,0,2017,1,4
+7.904,18.968,289960,42,330,820,63.169,23.1,33,16,0,60,0,0,15.7,31.7,0,2017,1,5
+7.92,13.169,234544,42,320,740,63.169,21.5,34,17,0,64,0,0,19.4,31.7,0,2017,1,8
+7.913,9.306,273650,39,330,770,62.16,19.5,24,17,0,71,0,0,11.7,18.3,0,2017,1,9
+7.895,6.691,289576,41,380,960,64.32,20.7,29,15,0,63,0,0,16.1,31.7,0,2017,1,10
+7.718,5.659,226540,39,340,830,54,17.9,26,11,0,63,0,0,16.7,37,57.6,2017,1,11
+7.582,6.369,221330,39,380,920,64.522,22.7,29,18,0,48,0,0,15.2,35.2,53.5,2017,1,12
+7.387,6.011,208333,49,400,780,62.019,16.7,22,12.7,0,64,0,0,10.7,25.9,0,2017,1,15
+7.477,6.474,210266,37,360,1000,65.374,26,34,19,0,34,0,0,14.3,29.4,0,2017,1,16
+4.182,5.151,257722,46,360,910,65.486,25.1,37.2,14,0,37,0,8.9,19.8,35.2,53.5,2017,1,17
+2.987,4.138,308029,50,420,1200,67.656,15.7,21,10,0,57,0,51.8,21.7,35.2,50,2017,1,18
+3.119,4.229,330675,37,520,1300,68.82,19.1,25,15,0,61,0,7.7,15.4,38.9,59.4,2017,1,19
+5.577,6.706,267534,51,270,720,63.393,23.6,31,19,0,58,0,0,13.3,37,0,2017,1,22
+6.693,5.424,258182,46,350,1000,62,26.1,36.4,18,0,45,0,0,21.5,37,61.1,2017,1,23
+5.975,5.579,307794,36,370,1100,67.656,17,23,10,0,56,0,0,20.9,35.2,53.5,2017,1,24
+7.04,6.513,290872,55,350,790,61.539,17.9,21.2,16,0,67,0,0,16.7,25.9,0,2017,1,26
+6.926,6.404,254138,55,480,1300,68.82,22.8,28,16,0,55,0,0,17.2,33.5,0,2017,1,29
+5.138,5.337,204002,47,350,820,62.384,21.7,30,15.6,0,55,0,51.8,21.9,51.9,70.6,2017,1,30
+3.724,4.601,278886,29,460,1000,63.838,17.5,22,12,0,54,0,0,16.1,27.8,53.5,2017,1,31
+3.624,4.609,285228,45,510,920,65.114,16.4,20.3,10,0,59,0,0,11.9,24.1,0,2017,2,1
+3.479,4.44,291341,47,510,910,65.114,18.2,25,13,0,60,0,0,13.3,31.7,0,2017,2,2
+4.518,5.269,255289,27,770,1300,68.82,25.3,30,19,0,66,0,8.2,20.6,31.7,48.2,2017,2,5
+5.945,5.635,283990,27,310,610,46,15.4,19,14.6,0,65,0,0,20.7,25.9,0,2017,2,6
+5.292,5.215,277078,38,360,930,64.412,20.3,28,15,0,68,0,0,12.8,42.4,57.6,2017,2,7
+3.021,4.03,295661,40,360,810,63.051,29.8,35,25,0,40,0,0,43.5,64.8,87,2017,2,8
+3.055,3.994,273697,39,350,670,63.326,22.7,37,16.9,0,71,0,0,19.1,57.6,72.2,2017,2,9
+5.635,6.172,237793,49,350,810,62.119,15,20,12.9,0,60,0,0,28.5,46.5,63,2017,2,12
+3.532,4.457,264397,45,370,800,62.374,16.2,21,13,0,70,0,0,20.9,35.2,0,2017,2,13
+3.558,4.448,325099,40,490,880,65.114,13.9,22,8,0,68,0,0,15.9,40.7,0,2017,2,14
+4.443,4.629,320327,36,360,920,64.958,22.5,32,16.8,0,46,0,0,21.1,44.6,63,2017,2,15
+4.283,4.488,288086,38,420,990,63.728,17.8,25,11,0,70,0,0,14.1,29.4,0,2017,2,16
+3.007,4.33,287587,42,460,1000,64.523,12.2,17,9,0,73,0,51.5,24.4,38.9,53.5,2017,2,19
+4.988,5.497,310907,35,330,750,61.396,14.3,21,8,0,62,0,0,19.6,40.7,53.5,2017,2,20
+4.326,5.284,366068,40,390,930,63.949,17.6,24,11,0,49,0,0,15.2,33.5,50,2017,2,21
+4.285,4.747,349201,41,370,840,66,23.7,33,13,0,34,0,0,23.7,48.2,68.3,2017,2,22
+5.032,5.844,323395,42,440,950,63.792,19.4,26,15,0,64,0,0,19.3,24.1,42.4,2017,2,23
+4.421,4.431,305186,46,300,760,61.757,21.6,29,14,0,53,0,0,14.8,44.6,0,2017,2,26
+4.615,5.428,304202,40,410,840,64.801,25.1,33,15,0,36,0,0,15.9,29.4,0,2017,2,28
+4.174,5.128,298728,39,390,1100,67.744,21.8,32.3,12,0,47,0,5.5,11.1,25.9,0,2017,3,1
+3.957,4.711,283244,36,520,940,65.59,20.7,26,17,0,73,0,9.7,18.5,27.8,0,2017,3,2
+3.923,4.222,258740,40,320,790,62.16,20.4,26,17,0,70,0,10,24.3,31.7,0,2017,3,5
+3.694,4.558,240628,38,440,910,64.477,19.1,27,11,0,60,0,10,20.4,37,48.2,2017,3,6
+4.533,4.342,329796,32,460,1100,67.544,19.3,27,11.8,0,54,0,0,13.7,27.8,0,2017,3,7
+3.36,4.816,256277,35,430,960,65.486,22.4,31,14,0,39,0,0,17,35.2,0,2017,3,8
+3.174,4.521,280493,38,160,1000,68,23.6,32,14,0,36,0,0,12,27.8,0,2017,3,9
+5.469,4.714,318664,29,422.98,845.96,63.728,20.6,27,15.8,0,68,0,10,10.9,22.2,0,2017,3,10
+3.166,3.348,242941,43,310,720,62.16,20.8,26,16,0,73,0,9.8,15.2,27.8,0,2017,3,13
+3.147,4.827,237300,40,550,960,66.354,25.9,32,20.8,0,43,0,0,18.5,40.7,57.6,2017,3,14
+5.436,6.533,262160,42,520,870,66.354,26.8,34,20,0,43,0,9.7,29.8,48.2,61.1,2017,3,15
+5.072,4.903,287993,50,600,910,65.59,17.9,23,13,0,66,0,10,20.7,31.7,0,2017,3,16
+4.711,4.894,292123,46,360,820,62.795,25.1,33,18.9,0,42,0,0,13.5,31.7,0,2017,3,19
+3.383,4.404,301248,42,330,850,69,21.9,28.3,18.7,0,83,0,8.4,11.9,29.4,0,2017,3,20
+3.949,4.245,305637,43,350,860,63.728,20.7,27,17,0,89,0,6.9,18.3,29.4,0,2017,3,21
+1.874,4.168,269781,44,440,960,64.412,17.3,21,14,0,83,0,10,23.9,37,0,2017,3,22
+4.805,4.036,271353,58,530,910,65.59,17.4,24,12,0,74,0,10,14.4,27.8,0,2017,3,23
+3.042,4.295,237360,50,520,1100,68.82,22.2,28,19,0,67,0,10,21.1,55.4,77.8,2017,3,26
+3.746,4.119,252600,41,370,780,62.628,17.1,31,10,0,67,0,9.8,21.9,61.1,81.7,2017,3,27
+3.172,4.191,250282,46,520,1100,68.82,18.4,24.1,12,0,53,0,10,14.6,27.8,0,2017,3,28
+3.853,4.08,261043,42,200,880,63.995,16.1,27,8,0,58,0,9.2,23.7,46.5,55.4,2017,3,29
+3.114,4.073,224420,41,420,830,63.995,12.3,18,9,0,67,0,10,17.2,33.5,50,2017,3,30
+3.071,4.069,250990,47,340,1100,71,12.6,0,6,0,62,0,10,22,33.5,50,2017,4,2
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+5.964,6.066,284125,39,230,680,61.885,12.2,14,10.9,0,55,0.25,9.8,23,40.7,57.6,2017,4,10
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+7.488,6.878,270400,39,360,920,64.32,13.8,19,9,0,50,0,9.8,11.5,14.8,0,2017,4,12
+7.19,6.211,244740,44,340,840,64.256,13.9,18,10,0,83,0,10,9.1,16.5,0,2017,4,17
+5.845,5.393,313001,44,430,810,74,15.4,21,10,0,79,0,5.8,9.8,16,0,2017,4,18
+6.122,5.219,259369,45,370,810,62.569,21.3,26,18,0,49,0,0,26.5,40.7,59.4,2017,4,19
+5.734,5.13,258002,41,390,810,62.371,20.2,26,15.8,0,57,0,9,21.7,44.6,63,2017,4,20
+3.878,4.941,257330,47,340,720,61.834,17.3,21.1,15,0,83,0,9.5,6.9,22.2,0,2017,4,23
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+6.102,6.053,322863,35,300,540,55.605,11.5,15,10.8,0,75,0,10,15.6,31.7,0,2017,4,27
+6.1,6.794,344321,44,350,620,59.879,13.7,16,10,0,63,0,10,16.5,25,0,2017,4,30
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+6.123,6.12,311566,58,340,1000,67,9.3,14,7,0,74,0,10,15.7,31.7,48.2,2017,5,2
+4.98,5.69,312726,58,360,780,60.792,9.4,14,4,0,72,0,10,12.6,20.6,0,2017,5,3
+4.776,5.259,317632,58,450,960,63.004,9.9,16,4,0,70,0,0,11.7,22.2,0,2017,5,4
+3.886,4.829,292509,81,310,760,60.891,10,14,6.8,0,73,0,10,18.3,33.5,50,2017,5,7
+4.398,4.399,289568,47,320,740,61.533,11.4,15,9.6,0,89,0,10,13.9,25.9,0,2017,5,8
+4.712,4.603,321937,46,270,990,62.894,11.2,15,6,0,82,0,10,9.6,18.3,0,2017,5,9
+5.368,4.845,219198,44,320,845.96,63.467,10.4,17,4.7,0,78,0,10,12,20.6,0,2017,5,10
+3.668,4.821,320927,45,360,890,62.894,10.4,16,4.9,0,77,0,9,12.6,25.9,0,2017,5,11
+3.993,4.872,361560,50,370,830,62.894,10.5,13.2,6.8,0,87,0,8.9,8.9,14.8,0,2017,5,14
+4.086,4.149,319684,47,340,860,62.894,9.6,15,3.9,0,89,0,9.5,9.3,14.8,0,2017,5,15
+3.89,4.086,300436,49,350,960,70,13.2,18,10.9,0,74,0,10,16.3,29.4,0,2017,5,16
+3.912,3.922,324302,50,370,850,63.728,12.7,15,7.9,0,77,0,0,9.4,15.5,0,2017,5,17
+3.003,4.423,309520,44,370,970,63.728,13.2,19,9,0,75,0,0,7.4,31.7,0,2017,5,18
+4.742,4.541,274613,46,330,910,63.885,13.9,17,11,0,82,0,10,23.3,35.2,0,2017,5,21
+2.966,3.358,291639,48,340,830,63.949,15.8,19,13.7,0,66,0,10,32.4,50,70.6,2017,5,22
+5.711,4.672,290715,48,370,930,63.885,13.3,18,8,0,76,0,10,21.1,35.2,50,2017,5,23
+6.207,4.209,365619,50,470,990,65.114,13.4,17,11.7,0,67,0,10,16.5,33.5,48.2,2017,5,24
+7.404,9.051,294876,54,410,910,63.728,13.7,17,11,0,76,0,10,17.8,27.8,0,2017,5,25
+7.755,7.928,321372,53,310,720,57,8,14,4,0,75,0,10,20.2,38.9,51.9,2017,5,28
+5.836,8.088,321293,54,260,760,61.597,11,14,9,0,68,0,10,23.7,38.9,0,2017,5,29
+5.096,8.575,323423,52,320,810,60.728,7.6,12.1,5,0,76,0,10,21.7,35.2,0,2017,5,30
+5.02,6.232,276919,39.222,330,770,62.032,9.4,12.1,7,0,79,0,10,13.9,27.8,0,2017,5,31
+4.041,5.505,339763,49,380,950,62.257,9.1,13,6.8,0,69,0,10,10.4,16.5,0,2017,6,1
+5.137,4.552,297041,42,330,820,60.7,9.4,15,5,0,73,0,10,11.5,22.2,0,2017,6,4
+4.107,4.847,279777,45,320,840,63.091,11.4,17,7.7,0,77,0,10,18.5,24.1,0,2017,6,5
+5.056,4.868,182092,44,310,780,61.285,9.2,12,5.8,0,77,0,10,15,37,51.9,2017,6,6
+4.141,4.658,281825,50,330,920,62.257,7.8,13,2.6,0,76,0,10,12.6,20.6,0,2017,6,7
+5.511,5.041,275958,48,360,930,63.136,9.5,15,7,0,86,0,9.3,11.7,27.8,0,2017,6,8
+5.823,4.769,319099,40,422.98,845.96,62.257,9.5,14,6,0,83,0,10,8.3,20.6,0,2017,6,9
+4.67,5.667,350719,50,320,760,60.7,11.4,16.3,5.8,0,80,0,10,12.6,29.4,0,2017,6,12
+4.202,5.43,321571,50,320,860,62.257,7.8,14,2,0,85,0,9.5,9.6,22.2,0,2017,6,13
+5.681,4.774,341991,45,370,930,63.091,11.1,16,8,0,76,0,10,18,29.4,0,2017,6,14
+5.512,5.806,239807,40,370,920,63,11.1,17,6.6,0,76,0,10,18,24.1,0,2017,6,15
+4.648,4.152,284389,57,320,760,60.735,10.4,16,6,0,83,0,10,11.7,24.1,0,2017,6,18
+4.149,5.28,312379,50,260,820,60.7,10.7,15.7,5,0,75,0,10,13.3,25.9,0,2017,6,19
+3.802,4.857,272984,47,370,930,63.248,10.7,15,8,0,75,0,9,23.5,35.2,0,2017,6,20
+2.933,4.41,304183,50,280,840,62.257,8.7,13,2.5,0,85,0,10,9.6,24.1,0,2017,6,21
+4.256,4.049,337139,45,400,890,62.257,9.4,13,6,0,73,0,10,19.3,27.8,0,2017,6,22
+3.489,3.9,298144,50,320,850,62.303,9.8,13,5.6,0,75,0,9.8,15.7,25.9,0,2017,6,25
+4.817,4.181,195587,45,330,960,62.83,9.3,12,6,0,84,0,10,7.6,18.3,0,2017,6,26
+4.381,4.044,246730,48,370,960,58,8.6,10.2,7,0,77,0,10,20.6,27.8,0,2017,6,27
+4.346,4.845,285134,47,300,920,63.091,10.1,14,7.7,0,75,0,10,17.4,24.1,0,2017,6,28
+4.617,5.157,305978,52,310,890,62.414,8.3,12,5,0,77,0,10,18.7,33.5,0,2017,6,29
+6.115,4.151,308145,44,350,820,61.051,7.8,12,3.9,0,49,0,0,27.6,48.2,72.2,2017,7,2
+5.134,5.889,315481,49,300,830,63.248,10.1,12,8,0,79,0,9.8,24.8,37,50,2017,7,3
+4.324,5.898,195683,37,240,860,63.664,12,16,9,0,75,0,1,18.5,25.9,0,2017,7,4
+4.756,4.74,313468,30,320,910,62.257,8.7,14,3,0,74,0,1,17.4,24.1,0,2017,7,5
+3.563,4.72,341903,48,320,920,63.248,9.4,14,7,0,73,0,1,23.9,35.2,53.5,2017,7,6
+3.668,4.9,309428,36,300,820,66,8.8,13,5,0,66,0,10,23,31.7,0,2017,7,9
+4.053,3.939,310785,45,310,860,62.303,9.9,15,4,0,72,0,1,14.3,27.8,0,2017,7,10
+4.298,4.112,322189,40,320,880,62.257,7,13,2,0,79,0,1,11.5,24.1,0,2017,7,11
+4.289,4.478,283526,51,340,970,62.414,9,14,5,0,68,0,1,25.7,61.1,75.9,2017,7,12
+4.778,4.481,348358,40,320,980,63.248,10.4,12,9,0,68,0,10,42.8,55.4,83.5,2017,7,13
+4.364,4.474,305924,42,340,780,60.856,8.6,11,6.7,0,59,0,101,40.7,51.9,72.2,2017,7,16
+4.444,4.89,275043,50,340,920,63.293,10.1,14,7,0,70,0,1,31.3,53.5,70.6,2017,7,17
+3.523,4.592,314661,50,340,1100,66.954,9.8,14,7,0,77,0,1,21.1,33.5,50,2017,7,18
+6.058,4.922,330698,44,340,880,62.414,8.5,11,5,0,83,0,9.5,25,37,57.6,2017,7,19
+5.623,4.623,342479,44,260,840,60.481,6.1,10,1.7,0,81,0,10,17.4,48.2,51.9,2017,7,20
+4.283,6.693,284274,46,270,790,60.728,9.2,14,4.8,0,79,0,9.8,19.1,38.9,0,2017,7,23
+3.819,4.942,293730,38,300,890,63.248,10.6,15,8,0,75,0,1,25.6,42.4,0,2017,7,24
+3.828,4.511,312083,43,350,1000,56,12.1,17,9,0,65,0,10,25.7,46.5,0,2017,7,25
+3.376,4.287,315783,36,290,920,62.414,8.3,15,4,0,79,0,10,20.6,37,51.9,2017,7,26
+5.025,4.619,324973,37,370,920,62.414,9.9,12,6,0,76,0,10,28.2,50,64.8,2017,7,27
+3.407,3.668,239882,40,220,830,63.052,9.6,17,3,0,62,0,1,16.3,35.2,0,2017,7,30
+4.242,4.646,288137,37,300,800,60.406,7.7,15,3,0,72,0,10,12,20.6,0,2017,7,31
+2.986,3.847,298435,37,270,870,62.257,7.4,14,2,0,78,0,6.8,8.3,14.8,0,2017,8,1
+4.126,4.421,302644,38,340,1000,60.324,5.4,12,1,0,84,0,8.7,9.6,16.5,0,2017,8,2
+3.617,3.895,303115,43,320,900,62.257,6.8,8.1,4,0,93,0,5.1,7.8,14.8,0,2017,8,3
+3.732,3.903,282028,40,330,920,62.414,8.4,12,6,0,74,0,0,24.3,37,50,2017,8,6
+3.663,4.162,285242,37,320,820,60.563,7.7,12,5,0,82,0,0,21.7,35.2,0,2017,8,7
+3.712,4.098,284836,36,330,820,60.406,10.6,14.1,6,0,73,0,0,18.1,21.8,0,2017,8,8
+4.215,4.109,212253,38,360,800,62.023,12.3,16,10,0,69,0,0,45.9,74.1,98.2,2017,8,9
+5.005,3.566,312287,40,330,830,68,12.9,18,7.7,0,54,0,0,27.6,66.5,81.7,2017,8,10
+4.044,5.16,292451,34,300,750,61.591,13.9,18,11.6,0,52,0,0,39.4,53.5,70.6,2017,8,13
+4.164,5.036,264278,41,320,850,63.358,13.7,19,9,0,59,0,0,29.6,51.9,10.6,2017,8,14
+3.815,4.256,338322,41,350,900,63.248,13.9,17,9.7,0,70,0,0,27.6,55.4,66.5,2017,8,15
+4.006,4.315,347841,41,360,900,63.312,12.6,17,8,0,55,0,0,31.9,53.5,75.9,2017,8,16
+3.901,4.306,352555,31,340,870,62.479,9.3,15,5,0,67,0,0,26.5,46.5,70.6,2017,8,17
+3.783,4.241,320506,30,260,740,60.563,8.5,13,6,0,61,0,0,13.5,33.5,0,2017,8,20
+4.445,4.086,297794,93,320,800,60.735,8.3,12,4,0,71,0,0,20.6,21.8,0,2017,8,21
+4.013,4.607,325069,40,340,850,60,11.9,17,7,0,63,0,0,11,24.1,0,2017,8,22
+3.973,4.517,286574,32,350,880,62.414,9.4,17,4,0,74,0,9.7,18.9,33.5,51.9,2017,8,23
+4.582,4.219,315745,32,300,780,60.406,7.8,13.1,3,0,77,0,0,14.8,31.1,0,2017,8,24
+5.545,4.341,314119,27,250,660,58.769,5.8,9.2,3,0,80,0,0,18.3,46.5,70.6,2017,8,27
+4.123,5.25,288283,42,310,740,60.765,7.1,11,3,0,79,0,0,10.2,18.3,0,2017,8,28
+4.403,5.395,289394,42,330,820,60.572,8.8,12,4,0,70,0,0,11.9,24.1,0,2017,8,29
+4.579,4.552,306590,45,370,970,62.257,7,12,1,0,77,0,9.8,13.5,27.8,0,2017,8,30
+4.232,4.563,282173,30,360,950,62.849,7.7,14,2,0,66,0,0,14.1,29.4,42.4,2017,8,31
+4.54,4.604,281519,36,360,980,63.84,11.2,15,7,0,59,0,10,24.3,40.7,63,2017,9,3
+4.667,4.57,293503,40,460,1000,62.524,7.5,13,4.9,0,56,0,10,30.9,57.6,77.8,2017,9,4
+5.432,4.641,319247,36,380,930,70,7.8,13,4.8,0,65,0,9.7,29.8,50,66.5,2017,9,5
+4.573,5.237,254582,30,370,920,62.942,9.6,15,5,0,73,0,10,21.3,38.9,53.5,2017,9,6
+5.162,5.288,337212,42,420,1000,62.414,10.1,15,6.8,0,75,0,9.8,23.5,37,53.5,2017,9,7
+4.531,5.459,313190,38,330,830,63.312,11.4,16,8,0,63,0,10,21.5,53.5,68.3,2017,9,10
+4.261,4.805,326101,43,340,880,63.312,14.3,17,11,0,62,0,10,30.2,50,72.2,2017,9,11
+4.193,4.646,370055,48,340,940,63.248,14.7,20,9,0,72,0,10,19.1,33.5,46.5,2017,9,12
+4.188,4.488,304270,27,350,890,62.414,8.5,15,4,0,70,0,10,27.8,44.6,63,2017,9,13
+4.338,4.591,304934,31,480,910,64.477,11.3,14,9,0,67,0,10,22.6,37,53.5,2017,9,14
+3.815,4.661,321835,24,320,730,59.797,12.7,18,9,0,44,0,0,37,64.8,85.2,2017,9,17
+4.103,4.4,346073,32,360,920,63.312,13.4,21.2,7,0,49,0,10,31.9,61.1,79.5,2017,9,18
+3.282,4.161,371725,29,380,1300,67.019,9.3,14,4.9,0,64,0,10,20,35.2,50,2017,9,19
+4.46,4.562,236862,31,480,1100,68.183,14.1,19,11,0,53,0,0,32.8,55.4,74.1,2017,9,20
+4.314,4.16,301200,35,422.98,845.96,63.312,15.4,23,10,0,60,0,10,20.9,51.9,70.6,2017,9,21
+4.512,4.208,326495,41,380,860,63.312,14.3,19,9,0,53,0.25,9.2,29.1,57.6,75.9,2017,9,24
+4.11,5.036,262565,38,422.98,845.96,62.942,8.2,13.4,2,0,78,0,10,17,35.2,48.2,2017,9,25
+3.587,4.608,320429,40,422.98,845.96,63.312,11.5,16,8,0,56,0,10,10.6,37,57.6,2017,9,26
+4.898,4.362,339197,38,520,860,64.477,15.7,24,7.5,0,47,0,10,20.2,51.9,70.6,2017,9,27
+4.525,4.288,233792,46,422.98,845.96,63.84,13.2,17,9,0,52,0,10,25,40.7,63,2017,9,29
+4.324,5.333,283684,50,400,970,62.785,11.9,17,6,0,75,0,9.5,13.3,24.1,0,2017,10,1
+3.803,4.696,274785,45,450,1000,62.895,10.5,19,4,0,73,0,10,11.3,20.6,0,2017,10,2
+4.415,4.341,259801,44,330,900,66,13.3,23,5.5,0,60,0,10,13,24.1,0,2017,10,3
+3.418,4.512,303702,41,380,1000,63.155,20.6,26,17,0,38,0,0,19.5,29.4,50,2017,10,4
+4.603,4.335,343694,44,420,900,63.312,13.1,20,8.6,0,65,0,10,29.3,50,63,2017,10,5
+5.155,4.269,342413,44,320,840,63.312,18.3,25,13,0,66,0,9.8,35,64.5,77.5,2017,10,8
+4.931,4.901,341127,44,480,845.96,63.643,12.4,19.2,5,0,60,0,10,18.1,40.7,61.1,2017,10,9
+4.021,5.469,256975,41,480,920,64.953,14.2,20,7,0,49,0,10,15.4,55.4,79.5,2017,10,10
+4.792,4.816,375692,41,410,880,63.312,14.5,24,7.8,0,61,0,9.7,29.3,63,77.5,2017,10,11
+4.057,4.551,339797,38,320,790,60.758,13.9,18,5,0,56,0,10,18.1,35.2,50,2017,10,12
+3.729,4.736,298750,44,320,690,55,13.9,23,9,0,73,0,9,11.3,27.5,0,2017,10,15
+4.303,4.426,303516,41,330,900,63.312,20.3,28.1,12.5,0,51,0,0,18.7,38.9,55.4,2017,10,16
+4.036,4.349,334167,41,370,1000,63.312,21.5,30,12,0,37,0,0,24.6,51.9,64.5,2017,10,17
+4.179,4.285,279218,40,440,900,63.84,24.7,30,19,0,41,0,10,31.1,46.5,59.4,2017,10,18
+4.129,4.487,285873,48,350,930,62.942,14.9,25,5,0,73,0,9.7,19.1,38.9,55.4,2017,10,19
+4.144,4.352,314317,39,400,850,63.091,13.2,16,10,0,75,0,10,15.9,24.1,0,2017,10,22
+4.491,4.167,331802,34,420,850,63.091,14.5,20,9,0,70,0,10,10.2,27.5,0,2017,10,23
+3.267,4.355,293425,37,350,880,63.091,15.5,22,12.7,0,77,0,7.9,10.7,25.9,0,2017,10,24
+3.003,4.241,180460,35,360,770,61.668,13.9,17,11,0,82,0,92,15.4,25.9,0,2017,10,25
+4.127,4.407,304905,45,410,830,63.155,13.5,20,12,0,50,0,10,17.5,29.4,48.2,2017,10,26
+3.897,4.277,276256,47,340,860,63.84,17.6,28.3,7,0,42,0,9.3,32,57.6,77.5,2017,10,29
+4.046,4.245,277247,33,340,910,62.942,9.6,15.2,5,0,71,0,10,18.5,42.4,51.9,2017,10,30
+3.968,4.193,275270,50,320,780,62.032,13,16,11.6,0,66,0,10,16.7,25.9,0,2017,10,31
+3.744,4.185,244846,50,380,790,58,12.9,17,9,0,81,0,92,16.3,24.1,0,2017,11,1
+3.929,4.386,284899,50,470,1000,64.477,11.3,15,8,0,72,0,0,14.1,33.5,50,2017,11,2
+3.049,4.039,237365,52,330,850,63.729,12.1,18,8,0,59,0,0,18.3,29.4,0,2017,11,5
+4.55,3.963,224424,78,330,810,62.547,12.3,15,8.7,0,54,0,0,21.5,33.5,57.6,2017,11,7
+3.678,3.925,212952,53,460,960,63.774,12.8,18,8,0,71,0,0,11.9,24.1,0,2017,11,8
+5.485,4.036,230159,52,400,940,63.729,15.3,22,10,0,67,0,9.8,13.5,25.9,0,2017,11,9
+4.606,4.211,265386,36,330,950,63.683,19.1,27,11,0,61,0,8.7,13.1,27.8,0,2017,11,12
+4.37,5.706,270370,46,550,1100,68.183,25.4,33,17,0,34,0,0,22,51.9,70.6,2017,11,13
+4.212,4.506,263309,41,480,1000,65.717,27.6,34,22,0,27,0,0,30.6,51.9,72.2,2017,11,14
+3.82,5.062,302874,42,440,890,58,21.2,31,16.5,0,62,0,6.8,18.3,51.9,70.6,2017,11,15
+4.704,4.314,320313,38,350,860,63.091,18.3,23,15,0,83,0,0,14.4,25.9,0,2017,11,16
+3.238,4.197,262783,41,340,900,63.84,21.7,28.1,14.6,0,57,0,0,19.3,37,0,2017,11,19
+3.87,4.198,280668,40,290,900,64.849,23.8,31,14.6,0,47,0,0,19.6,33.5,0,2017,11,20
+3.926,4.258,283348,45,360,1100,67.315,25.1,32,16,0,38,0,0,17,35.2,0,2017,11,21
+3.001,4.231,275802,38,430,940,64.849,23.6,32.4,12,0,33,0,0,16.9,38.9,0,2017,11,22
+4.186,4.444,292177,43,380,890,64.321,24.8,33.1,16,0,39,0,0,19.1,40.7,61.1,2017,11,23
+2.759,4.161,285816,49,300,870,63.619,19.8,27.5,15,0,78,0.25,8.4,14.8,31.7,0,2017,11,26
+5.087,4.317,284670,50,430,840,53,16.3,22,11,0,73,0,0,14.6,29.4,0,2017,11,27
+4.351,4.398,293724,42,350,890,63.312,24.7,30,18,0,53,0,0,18,44.6,0,2017,11,28
+3.883,4.154,323670,42,360,950,64.321,28.7,35,21,0,37,0,0,23.5,48.2,68.3,2017,11,29
+3.761,4.253,357342,45,470,1100,68.183,25.7,35.1,20,0,53,0,0,23.2,40.7,48.2,2017,11,30
+3.935,4.081,328661,13,140,360,53.053,13,15.2,11,0,77,0,9,22.2,37,51.9,2017,12,3
+3.499,4.366,303007,29,280,590,54.531,13.3,17,10,0,76,0,10,16.5,31.7,0,2017,12,4
+3.921,4.201,352520,29,340,840,63.091,16.5,22,12,0,72,0,10,15.6,31.7,0,2017,12,5
+5.019,4.169,367629,39,350,740,61.533,15.3,22,9.7,0,72,0,10,12.8,25.9,0,2017,12,6
+5.735,3.977,364181,30,290,650,61.24,15.3,23,9,0,71,0,9.3,17,27.8,0,2017,12,7
+6.099,9.41,393338,38,360,770,61.24,17.6,23,13,0,67,0,10,14.6,25.9,0,2017,12,10
+6.015,11.354,331550,33,270,710,54,17.5,21,15,0,64,0,10,15.7,25.9,0,2017,12,11
+6.007,9.082,350111,35,610,900,65.241,20.8,31,13,0,53,0,10,16.9,38.9,51.9,2017,12,12
+5.941,8.745,344578,46,350,820,62.894,28.8,37,20.5,0,23,0,0,24.3,44.6,59.4,2017,12,13
+5.059,7.54,341039,36,300,780,61.24,18,24,13,0,65,0,10,17,29.4,0,2017,12,14
+4.767,6.202,330513,36,340,820,61.24,19.8,25,15,0,72,0,10,14.8,22.2,0,2017,12,17
+4.758,5.225,319609,32,420,890,64.321,28.7,33,25,0,31,0,0,17,37,51.9,2017,12,18
+4.757,5.219,316913,27,360,860,64.321,22.6,38,15,0,56,0,10,22.4,55.4,92.4,2017,12,19
+4.67,5.184,322943,27,330,800,59.702,16.2,24,10,0,64,0,10,17.8,33.5,48.2,2017,12,20
+4.521,4.697,315431,36,300,860,63.683,18.1,24.1,12,0,63,0,10,12.8,27.8,0,2017,12,21
+5.411,4.881,269519,37,422.98,845.96,64.849,21.3,31,14,0,47,0,9.3,17.4,33.5,50,2017,12,23
+4.099,5.369,269727,46,490,810,63.04,23.9,30,17,0,45,0,0,23.2,51.9,68.3,2017,12,26
+3.863,4.927,295216,27,290,570,47,28.6,34,23,0,35,0,10,22.2,40.7,57.6,2017,12,27
+4.348,4.393,272602,28,290,680,61.192,21.8,32,18,0,70,0,9.8,14.4,38.9,0,2017,12,28
+4.77,4.176,261361,29,422.98,845.96,63.775,18.2,24,13,0,83,0,9.5,12.6,35.2,0,2017,12,29
+3.952,4.995,294830,33,280,770,61.866,19.3,26,16,0,59,0,10,17.2,31.7,0,2018,1,1
+3.683,4.721,264043,35,320,750,61.866,17.2,23,11,0,62,0,10,20.9,31.7,53.5,2018,1,2
+3.666,4.322,228976,45,500,880,65.59,17.2,22,12,0,58,0,10,16.3,27.8,0,2018,1,3
+4.748,3.857,240676,46,670,940,65.59,18.4,24,12,0,65,0,10,12.2,25.9,0,2018,1,4
+4.083,4.434,281666,39,410,1100,67.486,18.2,21,16,0,74,0,10,13.7,22.2,0,2018,1,7
+3.66,4.897,263358,47,340,900,64.32,18.7,23,14,0,66,0,10,16.3,24.1,0,2018,1,8
+3.597,4.263,247567,44,540,970,65.59,17,22,12,0,61,0,10,23.5,35.2,48.2,2018,1,9
+5.034,4.023,200216,29,530,890,56,19.7,28,13.9,0,58,0,0,11.9,20.6,0,2018,1,10
+4.405,4.066,266754,37,360,920,65.486,29.6,35,25,0,26,0,10,22.4,46.5,59.4,2018,1,11
+4.091,5.283,219748,32,270,650,61.668,15.9,19,13,0,62,0,9.8,21.1,31.7,0,2018,1,14
+4.701,4.745,291562,40,330,1100,67.591,16.4,21,11,0,72,0,10,19.1,33.5,50,2018,1,15
+3.927,4.764,232473,47,340,950,64.32,18.5,26,11,0,59,0,10,16.5,31.7,0,2018,1,16
+3.747,4.695,243517,38,580,930,66.354,23.6,32,15.5,0,36,0,0,18,42.4,53.5,2018,1,17
+4.77,4.3,255588,50,490,990,66.354,32,39,22,0,16,0,0,25.2,46.5,64.8,2018,1,18
+6.02,4.029,241014,56,300,780,62.195,23.9,29,18.8,0,68,0,6.9,10.7,20.6,0,2018,1,21
+5.325,6.195,227807,36,300,790,56,20.6,26,17,0,66,0,10,17.2,29.4,0,2018,1,22
+4.198,5.502,251943,37,370,910,64.32,19.1,25,13,0,65,0,10,15,29.4,0,2018,1,23
+4.092,5.355,262035,45,420,920,64.32,20,25,16,0,67,0,10,15.4,27.8,0,2018,1,24
+4.118,4.419,255015,30,422.98,845.96,65.265,22.9,31,20,0,82,0,5.6,12.8,31.7,0,2018,1,26
+3.937,4.301,246633,35,350,750,63.227,32.1,38,26.9,0,39,0,0,35.7,57.6,75.9,2018,1,28
+4.07,4.142,311694,33,290,810,62.405,21.3,33,14,0,76,0,6.9,23.3,53.5,68.3,2018,1,29
+4.132,4.196,315479,20,230,550,53.053,15.3,19,12,0,60,0,10,26.5,38.9,53.5,2018,1,30
+3.657,4.174,300483,30,330,810,61.591,14.6,19,9,0,52,0,9.8,26.1,38.9,53.5,2018,1,31
+3.006,4.702,307393,49,370,820,61.748,17.3,22,13,0,60,0,10,19.6,37,50,2018,2,1
+5.868,4.204,281575,44,360,820,62.218,20.8,27,15,0,61,0,10,13.1,24.1,0,2018,2,4
+4.663,4.444,254419,37,400,800,65,21.1,27,16,0,65,0,10,14.4,25.9,0,2018,2,5
+6.044,5.409,256599,34,490,920,66.354,23.3,31,15.6,0,56,0,0,13.5,35.2,51.9,2018,2,6
+5.547,9.911,198060,31,360,850,65.531,28.1,37,20,0,37,0,0,18.1,33.5,0,2018,2,7
+5.054,8.081,283600,51,340,890,63.728,22.8,29,19,0,68,0,10,15.2,29.4,0,2018,2,8
+5.311,6.128,267864,45,610,880,65.59,17.4,22,14.7,0,54,0,10,21.1,33.5,0,2018,2,11
+4.067,5.761,248735,47,640,1700,68.82,17.6,23,11,0,59,0,10,13.3,24.1,0,2018,2,12
+4.188,5.629,229126,40,400,1000,64.477,23.8,29.4,17,0,33,0,10,19.8,57.6,77.8,2018,2,13
+4.381,5.039,314438,41,550,1000,65.114,16.8,24,9.7,0,40,0,0,23.5,51.9,68.3,2018,2,14
+5.264,5.003,300011,39,600,990,65.114,18.7,23.3,13,0,54,0,10,18.7,29.4,0,2018,2,15
+4.438,4.591,264966,48,340,910,64.256,19.7,26,17,0,72,0,10,19.4,27.8,0,2018,2,18
+5.71,4.729,272804,50,640,1200,68.82,18.3,26,11.7,0,68,0,10,23.7,44.6,59.4,2018,2,19
+5.895,4.658,319073,43,490,920,65.114,21.3,29,14,0,48,0,10,18.5,55.4,74.1,2018,2,20
+4.339,7.958,314252,39,350,1100,65,23.1,29,18.7,0,46,0,0,16.7,53.5,0,2018,2,21
+3.891,5.295,299886,41,330,1100,67.499,23.8,28,19.8,0,60,0,10,11.9,27.8,46.5,2018,2,22
+4.05,4.402,301713,50,350,910,63.949,15.4,19,10.7,0,66,0,10,26.1,38.9,57.6,2018,2,25
+4.961,4.474,310462,43,310,950,63.949,19.6,26,12.7,0,57,0,0,17,44.6,63,2018,2,26
+3.551,4.63,288529,38,340,780,62.6,25.2,31,19,0,33,0,0,28.3,55.4,68.3,2018,2,27
+5.497,4.406,279514,38,340,900,64.958,20.3,31,15,0,50,0,10,28.5,46.5,63,2018,2,28
+7.384,3.997,346468,38,340,800,61.24,17.2,21,14.6,0,73,0,10,17,29.4,0,2018,3,1
+6.032,14.551,318847,46,360,1000,63.792,16.6,21,13,0,55,0,10,19.8,29.4,0,2018,3,4
+6.625,12.652,294423,38,260,740,60,16.1,20,10.5,0,60,0,10,25.4,35.2,55.4,2018,3,5
+6.399,8.021,340930,45,370,980,63.792,18.3,26,11,0,56,0,0,14.1,29.4,0,2018,3,6
+0.143,6.693,253080,40,360,860,63.995,21.7,30,13.7,0,46,0,0,18.1,33.5,0,2018,3,7
+0.028,5.869,339219,38,380,940,64.801,21.6,31,12,0,46,0,0,14.3,27.8,0,2018,3,8
+2.331,4.522,332643,48,422.98,845.96,64.801,21.9,31,13,0,42,0,0,14.3,25.9,0,2018,3,9
+2.013,4.192,320902,43,340,860,63.949,16.6,20,13,0,64,0,10,21.1,33.5,0,2018,3,12
+2.056,4.181,297998,38,330,810,61.24,16.7,21.3,13,0,64,0,10,15.7,29.4,50,2018,3,13
+4.443,4.146,312583,39,360,800,61.591,16.9,22,13,0,65,0,10,11.7,22.2,0,2018,3,14
+7.102,4.751,284939,68,350,840,63.728,15.8,21,11,0,69,0,10,13.9,25.9,0,2018,3,15
+6.607,4.805,303374,49,360,890,63.949,16.8,22,11,0,34,0,10,26.7,53.5,75.9,2018,3,18
+6.809,5.435,280064,43,310,760,61.728,19.4,28,14.7,0,52,0,10,18.9,31.7,0,2018,3,19
+5.589,5.339,323207,52,540,1500,68.82,14.1,18,9,0,55,0,10,26.3,40.7,50,2018,3,20
+7.695,5.607,256047,45,400,1200,78,16.8,26,10,0,56,0,0,12.6,27.8,0,2018,3,21
+5.749,7.645,299212,47,510,1300,68.82,21.1,28,15,0,42,0,0,17.8,42.4,50,2018,3,22
+5.438,6.917,326326,38,600,960,65.114,16,25,9,0,50,0,9.3,32,44.6,63,2018,3,25
+5,5.122,386087,43,350,940,63.949,12.7,19,7.9,0,65,0,10,23.7,40.7,59.4,2018,3,26
+5.05,5.755,383882,40,340,960,63.949,19.1,23,15.6,0,38,0,0,30.4,53.5,70.6,2018,3,27
+4.303,5.38,385023,46,340,920,63.949,20.2,30,15,0,54,0,10,16.9,35.2,51.9,2018,3,28
+4.026,4.686,304303,41,422.98,845.96,63.792,16.9,24,11,0,64,0,10,14.3,27.8,0,2018,3,30
+4.742,4.535,316841,49,340,890,63,16.2,21,11,0,66,0,10,14.3,24.1,0,2018,4,2
+4.662,4.602,345170,51,330,930,63.792,15.8,20,12,0,66,0,10,10.4,18.3,0,2018,4,3
+3.057,4.841,361080,43,360,1100,67.434,16.2,23,12,0,72,0,10,10.6,22.2,0,2018,4,4
+4.95,4.885,373131,46,360,1000,63.728,15.6,20,12,0,73,0,10,9.8,22.2,0,2018,4,5
+4.661,4.14,343579,50,330,880,63.949,21.9,30.1,12.7,0,38,0,0,17.8,46.5,0,2018,4,8
+3.026,5.372,335682,38,370,1100,67.656,19.3,26,13,0,56,0,10,15,53.5,70.6,2018,4,9
+4.406,4.266,329495,39,422.98,845.96,63.949,22.7,28,17,0,44,0,10,22.8,38.9,50,2018,4,10
+4.034,4.125,224909,49,370,920,64.522,21.4,30,15.4,1010.5,53,0.25,11.6,16.7,35,51.9,2018,4,11
+5.863,4.225,302386,35,460,1100,67.544,17.6,28,10,0,54,0,10,16.7,27.8,0,2018,4,12
+4.848,8.777,269376,39,310,840,64.412,16.5,20,14.8,0,70,0,10,23.2,44.6,55.4,2018,4,15
+4.499,6.299,218684,41,300,980,63.995,14.8,22,11,0,62,0,10,24.3,40.7,59.4,2018,4,16
+3.961,5.247,168264,50,350,940,62.94,10.1,16,3.7,0,68,0,10,13.7,25.9,0,2018,4,17
+3.035,4.69,173441,34,710,1500,77,14.3,23.2,9,0,63,0,0,13.5,29.4,0,2018,4,18
+4.166,4.217,179307,43,410,990,63.838,14,24,7,0,60,0,9.8,11.3,22.2,0,2018,4,19
+3.032,3.982,180832,46,320,810,61.504,14.7,23,7.8,0,80,0,6,8.5,16.5,0,2018,4,22
+3.049,3.78,303770,43,360,880,63.949,21.6,28,14,0,35,0,0,28.2,46.5,72.2,2018,4,23
+4.402,3.494,302053,52,370,870,63.728,14.9,21,9,0,71,0,10,13,22.2,0,2018,4,25
+3.039,4.384,319048,39,460,940,63.838,12.8,18,8,0,71,0,10,13.1,27.8,0,2018,4,26
+3.398,4.035,263403,44,340,710,62.032,12.2,18,8,0,81,0,10,12,24.1,0,2018,4,29
+3.065,3.979,306663,40,340,820,60.766,12.6,20,6,0,57,0,10,13,24.1,0,2018,4,30
+3.709,3.74,319098,40,310,850,54,17.9,23,13,0,32,0,0,22.6,35.2,0,2018,5,1
+4.915,3.684,313327,40,350,670,61.885,15.1,23,14.6,0,40,0,0,27.4,48.2,59.4,2018,5,2
+3.73,4.255,288646,45,490,880,65.114,17.2,25,10,0,48,2.03,9.7,25.9,50,66.5,2018,5,3
+3.821,4.899,302958,50,350,1100,67.656,14.9,20.1,10,0,60,0,10,18.5,46.5,0,2018,5,6
+4.228,4.14,296588,46,350,1000,63.949,15.6,19,11,0,53,0,10,22,37,53.5,2018,5,7
+4.043,3.954,291266,50,490,1200,68.82,11.5,15,7,0,70,0,10,13.9,24.1,0,2018,5,8
+3.082,4.653,330347,39,500,1300,68.82,12.9,15,6.5,0,60,0,9.2,21.5,35.2,50,2018,5,9
+3.087,3.927,370243,43,340,950,61.118,5.5,12,6,0,77,0,5.5,24.5,46.2,64.5,2018,5,10
+4.354,3.758,236521,50,300,790,60.994,11.1,16,6,0,54,0,9,15,27.8,0,2018,5,13
+3.058,3.816,260440,18,350,850,62.94,11.3,15,5,0,79,0,10,10.7,18.3,0,2018,5,14
+4.155,4.301,269052,29,340,920,68,10.1,14,7,0,50,1.02,9.5,15.9,35.2,46.5,2018,5,15
+3.062,4.19,262713,41,360,900,64.32,10.7,13,9,0,67,0,10,14.3,20.6,0,2018,5,16
+3.074,3.741,268245,50,360,960,64.256,12.7,14,11,0,79,0,10,14.4,27.5,0,2018,5,17
+4.045,3.675,309405,40,340,770,61.533,13.5,16,10,0,77,0,9.7,21.5,31.7,0,2018,5,20
+3.028,3.745,293593,42,380,790,61.69,13.3,15,11.8,0,76,0,10,22,31.7,0,2018,5,21
+3.68,3.884,311403,36,350,1000,63.792,12.9,16,10,0,56,0,9.7,18.1,31.7,0,2018,5,22
+3.841,3.679,232384,35,340,930,64.301,12.7,14,11.7,0,74,0,10,16.3,27.5,0,2018,5,23
+2.961,3.966,342567,41,350,1100,67.434,12.4,15.1,10,0,73,0,10,12.2,25.9,0,2018,5,24
+2.972,3.864,296912,50,260,720,49,15.8,20,13.6,0,57,0,10,31.7,44.6,59.4,2018,5,27
+3.658,3.709,304357,48,310,810,61.757,15.9,21,12,0,54,0,10,34.5,46.5,64.5,2018,5,28
+2.953,3.639,270284,45,320,920,63.643,10.7,16,5,0,66,0,10,16.1,37,0,2018,5,29
+3.968,3.675,255398,40,370,970,63.532,11.1,15,5,0,66,0,10,22.5,29.4,50,2018,5,30
+2.963,3.609,271012,27,340,900,62.94,7.8,14,3,0,75,0,10,13.7,31.7,0,2018,5,31
+4.112,4.046,252658,38,320,400,58.089,9.1,13,5,0,87,0,9.8,10.9,14.8,0,2018,6,3
+3.688,3.925,259956,31,430,1100,66.849,10.8,14.1,8.8,0,85,0,9.7,10.4,16.5,0,2018,6,4
+3.513,4.175,276357,27,430,980,63.091,11.3,15,7,0,81,0,10,10,16.5,0,2018,6,5
+4.182,3.957,293012,34,390,1000,63.312,12.8,18,7,0,61,0,10,21.3,46.5,66.5,2018,6,6
+2.974,3.857,255255,35,430,1200,67.07,14.2,16,12,0,61,0,10,36.3,57.6,70.6,2018,6,7
+3.485,3.788,238215,38,422.98,845.96,63.775,11.4,13,9,0,86,0,10,19.1,37,48.2,2018,6,8
+3.539,3.677,227780,41,330,910,63.821,12.6,16,10,0,70,0,10,36.3,48.2,70.6,2018,6,11
+2.987,3.838,176208,34,330,930,63.821,11.3,15,7,0,73,0,10,21.7,38.9,51.9,2018,6,12
+3.053,4.057,328442,31,300,1100,66.954,9.6,13,7,0,77,0,10,22.6,35.2,51.9,2018,6,13
+4.417,3.852,360953,29,410,800,52,11,13,9,0,68,0,10,31.9,55.4,75.9,2018,6,14
+2.985,3.162,312384,23,240,560,53.295,9.3,12,8,0,93,0,8.7,26.1,44.6,63,2018,6,17
+3.522,4.009,337634,29,300,720,60.406,6.3,11,1.9,0,89,0,9.5,10.2,20.6,0,2018,6,18
+3.691,3.94,295037,42,340,790,60.7,7.4,13,3,0,76,0,10,13,29.4,0,2018,6,19
+3.555,3.663,334475,38,320,780,60.406,8,14,3,0,75,0,10,18.9,29.4,0,2018,6,20
+3.017,3.801,280133,33,320,970,62.257,8,15,3,0,71,0,10,13.9,22.2,0,2018,6,21
+3.674,3.864,267323,35,320,790,61.033,9.1,12,6,0,67,0,10,12.2,24.1,0,2018,6,24
+3.038,3.727,241117,30,340,1000,63.136,9.6,12,8,0,80,0,10,4.3,13,0,2018,6,25
+3.798,3.698,241714,45,450,790,56,7.8,14,3,0,86,0,7.4,8,14.8,0,2018,6,26
+3.889,3.726,274864,46,560,1000,63.643,6.8,13,2.5,0,88,0,4.2,7,13,0,2018,6,27
+3.048,4.255,258832,38,550,890,64.12,8.2,10,5,0,88,0,9.2,14.3,35.2,0,2018,6,28
+3.076,3.738,197054,36,340,870,62.83,7.1,14,2,0,74,0,10,15.4,24.1,0,2018,7,1
+4.54,4.004,196853,41,360,1100,67.115,9.1,14,6,0,67,0,10,29.1,57.6,77.8,2018,7,2
+1.743,3.106,222667,38,420,1000,62.987,10.8,14,5.4,0,68,0,10,38.7,53.5,74.1,2018,7,3
+5.076,4.353,219809,32,500,1100,68.183,12.9,16,9.1,0,62,0,10,49.1,63,81.7,2018,7,4
+2.989,3.657,225159,47,590,1200,68.183,14.4,18,9,0,57,0,10,30,53.5,81.7,2018,7,5
+3.725,3.851,259038,53,320,820,65,10.5,13,8,0,77,0,9.5,27,44.6,64.8,2018,7,8
+2.981,3.788,257045,54,290,930,62.303,9.6,13,6,0,73,0,10,15.4,27.8,0,2018,7,9
+3.863,3.785,263663,54,270,920,62.524,8.1,11,4.9,0,66,0,10,15.9,40.7,59.4,2018,7,10
+6.021,3.87,249311,52,350,960,62.987,6.7,10,2.7,0,76,0,10,14.6,38.9,0,2018,7,11
+5.055,3.977,261481,52,330,930,62.849,7.9,12,6,0,55,0,10,9.6,13,0,2018,7,12
+3.558,6.92,210059,53,320,850,63.052,8.5,12,6,0,60,0,10,40.2,53.5,75.9,2018,7,15
+5.485,4.721,239570,46,330,830,63.052,9,13,6,0,61,0,10,37.2,51.9,65.3,2018,7,16
+3.1,4.287,241046,49,330,850,62.524,9.1,16,5,0,66,0,9.5,35.7,63,90.7,2018,7,17
+6.215,5.224,243416,49,310,1000,63.006,10.2,14,6.7,0,57,0,10,33.2,51.9,72.2,2018,7,18
+5.844,4.032,267608,44,350,1100,67.07,9.3,17,5,0,66,0,10,20.7,40.7,57.6,2018,7,19
+3.622,6.751,227613,49,280,850,63.052,9,13,6,0,55,0,10,36.5,63,96.5,2018,7,22
+4.117,5.459,286788,47,320,940,63.84,9.3,13,7,0,65,0,10,41.1,66.5,96.5,2018,7,23
+3.513,4.107,362730,26,320,1000,63,10.1,16,6,0,74,0,10,27.5,53.5,72.2,2018,7,24
+3.391,4.077,309158,40,330,820,60.728,10.2,14,5,0,78,0,10,24.6,37,35.9,2018,7,26
+3.954,4.09,309731,35,290,770,60.563,9,14,6.5,0,69,0,10,25.7,50,72.2,2018,7,29
+3.019,3.896,289943,35,320,820,60.563,9.4,12,6,0,65,0,10,30.4,51.9,65.3,2018,7,30
+3.65,3.777,260510,35,330,1000,63.885,10.7,15,7,0,66,0,9.7,22.6,38.9,57.6,2018,7,31
+3.61,3.873,285437,36,340,890,62.942,9.2,15,4,0,70,0,10,15.4,35.2,55.4,2018,8,1
+3.385,3.691,297410,40,360,930,63.312,11.4,15,8,0,56,0,10,35.9,66.5,88.9,2018,8,2
+3.917,4.087,251865,42,330,820,62.512,12.3,16,7.6,0,50,0,10,34.8,51.9,74.1,2018,8,5
+4.433,3.827,331653,50,360,1100,67.019,8.5,13,5,0,65,0,10,23.5,35.2,59.4,2018,8,6
+3.654,3.921,325329,44,360,900,63.312,10.9,13,9,0,61,0,10,32.4,48.2,53.5,2018,8,7
+3.871,4.452,202616,40,422.98,845.96,62.83,8.7,16,3,0,74,0,10,20.7,31.7,61.1,2018,8,8
+3.617,4.151,263932,47,340,890,61,10.4,13,8.5,0,62,0,10,38.2,63,87,2018,8,9
+3.046,4.136,343442,37,310,790,61.396,11.3,14,9.9,0,63,0,10,22.2,35.2,50,2018,8,12
+4.157,4.079,351710,37,300,1000,63.248,10.8,15,6.9,0,71,0,10,22.2,35.2,50,2018,8,13
+4.318,3.989,344121,45,330,950,63.312,13.5,16,11,0,51,0,10,40.4,53.5,74.1,2018,8,14
+3.442,3.585,325419,40,360,1100,67.019,11.1,18,5,0,56,0,10,24.3,46.5,64.8,2018,8,15
+3.521,4.765,299944,37,430,990,62.322,9.3,14,6,0,61,0,10,19.1,29.4,0,2018,8,16
+3.602,3.946,272606,29,290,670,60.662,6.8,12,4,0,76,0,10,24.1,46.5,66.5,2018,8,19
+3.582,3.837,251888,29,280,760,60.406,8.9,11,6,0,73,0,9.8,20.6,31.7,0,2018,8,20
+4.401,3.962,252906,41,350,810,55,8.8,12,6,0,79,0,9.8,15,24.1,0,2018,8,21
+3.025,3.972,349091,41,380,970,62.257,9.1,13,4,0,69,0,10,14.1,24.1,0,2018,8,22
+3.041,3.952,343612,36,390,1100,66.862,9.7,16,2,0,64,0,10,13.1,20.6,0,2018,8,23
+4.204,3.889,288798,47,290,850,62.414,8.7,14,3,0,77,0,9.8,13.7,33.5,0,2018,8,26
+2.959,3.867,256927,41,340,940,60.897,6.2,12,0,0,71,0,10,14.6,31.7,50,2018,8,27
+3.719,3.864,308827,50,410,1100,64.864,4.7,11,-2,0,68,0,10,10.2,18.3,0,2018,8,28
+3.538,3.893,321713,48,350,1000,62.479,8.5,14,3,0,50,0,10,17.6,42.4,63,2018,8,29
+3.03,3.968,322896,38,330,990,63.312,11.1,14,7,0,41,0,10,29.4,51.9,70.6,2018,8,30
+3.023,3.837,283637,42,360,950,62.257,7.3,12,3,0,77,0,10,12.8,27.8,0,2018,9,2
+3.046,3.968,279421,43,360,1200,66.797,7.3,13,2,0,73,0,10,13,22.2,0,2018,9,3
+4.503,3.809,308352,40,370,1100,68,11.7,18,5,0,57,0,10,16.5,38.9,57.6,2018,9,4
+3.001,3.177,306308,39,350,990,63.312,14.4,18.3,9,0,54,0,10,28.3,46.5,59.4,2018,9,5
+3.018,4.566,312529,36,390,980,62.414,12.4,19,5.8,0,71,0,10,23.2,50,66.5,2018,9,6
+3.032,3.837,282721,45,370,860,63.84,13.9,18,10,0,66,0,10,18.5,40.7,55.4,2018,9,9
+3.034,3.433,266473,37,320,1100,67.005,13.7,18,10,0,71,0,10,16.5,55.4,61.1,2018,9,10
+4.068,3.334,286478,39,350,990,63.84,17.1,23.1,7.9,0,43,0,10,30.2,55.4,68.3,2018,9,11
+3.549,3.944,180103,36,300,890,62.895,11.5,18,6,0,50,0,0,17.8,27.8,0,2018,9,12
+3.037,3.906,329608,28,320,880,63.312,13.3,19,8,0,50,0,0,23.3,40.7,0,2018,9,13
+3.914,3.849,194980,36,360,740,61.033,8.7,14,3,0,60,0,13.7,19.1,29.4,0,2018,9,16
+3.011,3.996,286556,32,340,970,63.312,13.6,16,12,0,40,0,0,33.3,42.4,48.2,2018,9,17
+3.873,3.894,314730,37,380,1100,66.797,8.4,12,5,0,79,0,10,12.4,25.9,0,2018,9,18
+3.38,3.943,299107,35,422.98,845.96,62.414,8.4,15,3,0,68,3.3,11.6,15.7,42.4,59.4,2018,9,19
+3.514,3.916,289956,36,350,990,62,10.7,16.7,2.3,1022,61,0,15.8,12.8,18.3,0,2018,9,20
+3.549,3.79,309039,39,380,980,62.479,8.6,12,4,0,65,0,10,20.4,33.5,48.2,2018,9,23
+3,3.822,315225,48,340,920,63.091,9.7,11,9,0,77,0,10,18.9,22.2,0,2018,9,24
+3.568,3.859,296995,35,360,980,62.257,7.8,14,3,0,71,0,10,15.2,27.8,0,2018,9,25
+3.684,3.673,306442,41,360,910,63.312,12.9,19,7,0,45,0,0,18.3,55.4,75.9,2018,9,26
+4.49,3.972,270158,39,422.98,845.96,62.942,8.3,15,3,0,71,0.51,10,20.4,35.2,51.9,2018,9,28
+3.728,4.112,270662,44,300,790,60.671,9.6,16.4,3,0,66,0,10,12.4,25.9,0,2018,9,30
+1.516,4.315,262951,35,300,830,62.849,15.5,23,3.1,0,41,0,0,12.6,25.9,0,2018,10,1
+4.69,4.451,267439,44,410,1000,63,20.3,25.9,10.3,0,35,0,10,22.2,38.9,55.4,2018,10,2
+6.069,8.48,202227,41,310,1100,66.958,12.7,17,10,0,63,0,10,20.9,29.4,0,2018,10,3
+5.596,8.186,285451,40,260,900,62.257,10.9,15.2,5.8,0,70,0,10,17.2,29.4,0,2018,10,4
+4.194,5.859,294926,36,360,900,63.155,17.6,25,11,0,49,0,0,10.6,25.9,0,2018,10,7
+4.422,4.741,301067,35,340,845.96,63.155,19.7,27,14,0,47,0,10,8,24.1,0,2018,10,8
+4.321,4.909,283531,44,370,960,63.248,12.2,16,9,0,81,0,10,23.3,38.9,46.5,2018,10,9
+3.161,5.003,158404,46,340,920,63.052,9.9,16.1,3.6,0,63,0,10,25,42.4,57.6,2018,10,10
+6.998,4.442,245403,38,330,870,62.895,12.5,19.5,6,0,63,0,0,13.9,27.8,0,2018,10,11
+7.119,3.81,283352,43,320,780,70,21.4,27,10.2,0,43,0,10,29.6,46.5,57.6,2018,10,14
+6.041,7.749,261013,49,340,1200,67.07,23.4,27,18,0,40,0,10,34.6,48.2,66.5,2018,10,15
+5.093,9.105,323494,47,350,960,63.248,17.3,22.2,14.7,0,79,0,10,25,42.4,64.8,2018,10,16
+5.044,5.83,222837,45,340,850,63.885,17,21,13.8,0,67,2.29,10,19.8,33.5,53.5,2018,10,17
+3.88,5.686,303182,41,340,880,63.248,15.9,21.3,10,0,68,0.25,10,19.4,42.4,0,2018,10,18
+4.044,5.362,333262,45,340,820,60.856,13.7,21,6.4,0,60,0,10,16.3,46.5,64.8,2018,10,21
+3.031,4.915,322831,31,370,940,63.312,18.2,27,7.7,0,47,0,10,25,46.5,55.4,2018,10,22
+3.881,4.774,293890,43,350,1100,67.019,11.4,21.1,5,0,67,0,10.8,18.7,33.5,0,2018,10,23
+4.19,4.624,219686,42,310,1200,66.958,10.7,16.6,4.7,0,63,0,10,18.1,29.4,0,2018,10,24
+4.443,4.311,341987,42,350,1000,62.479,12.7,22.3,4.8,0,59,0,10,14.3,33.5,0,2018,10,25
+5.387,4.783,309304,50,330,810,61.6,12.1,17.2,8.3,0,54,0,10,18.9,27.8,0,2018,10,28
+4.055,4.848,304860,37,330,930,62.322,12.6,21,6,0,62,0,0,13.5,22.2,0,2018,10,29
+3.614,5.922,300185,40,350,1100,66,17.7,26.9,5.9,0,53,0,10,11.5,25.9,0,2018,10,30
+5.008,5.065,278652,25,422.98,845.96,63.619,15.3,21,11,0,77,0,10,12.2,20.6,0,2018,10,31
+4.125,4.136,234241,27,422.98,845.96,64.849,27.4,34,20,0,28,0,0,25.4,50,74.1,2018,11,1
+3.053,4.955,270214,39,422.98,845.96,63.683,17.7,24,14,0,55,0,0,12.4,27.8,0,2018,11,4
+4.118,4.384,240673,21,422.98,845.96,62.785,14.7,21,5,0,75,0,51.5,13,27.8,0,2018,11,6
+3.973,4.272,330795,35,422.98,845.96,62.479,10.3,16,6,0,62,0,0,21.5,45.2,57.6,2018,11,7
+3.798,4.744,300619,33,320,760,61.24,12,17.1,6.9,0,59,0,0,16.7,27.8,44.6,2018,11,8
+3.85,4.489,275148,35,340,830,63.155,24.4,29,20,0,25,0,0,22,31.7,45.2,2018,11,12
+4.109,4.388,316940,41,310,920,62.322,12.3,17.1,6,0,64,0,0,19.5,31.7,46.5,2018,11,15
+3.077,4.219,279823,39,350,910,60.388,0,0,0,0,0,0,0,0,0,0,2018,11,18
+6.624,4.734,282413,31,320,1100,64.928,0,0,0,0,0,0,0,0,0,0,2018,11,19
+7.579,4.738,305587,34,310,1000,60.388,0,0,0,0,0,0,0,0,0,0,2018,11,20
+6.239,10.888,315000,28,280,680,59.603,12.5,14,11,0,67,0,0,28.9,42.4,57.6,2018,11,22
+4.389,6.805,303537,30,330,720,61.24,14.4,19,11,0,78,0,0,16.3,31.7,0,2018,11,25
+3.385,5.644,291143,35,340,930,63,15.5,19,13,0,71,0,0,15,25.9,0,2018,11,26
+3.431,5.341,296543,31,300,900,63.248,16.6,20.1,14,0,75,0,0,22,35.2,0,2018,11,27
+4.827,4.518,335973,43,340,960,63.312,15.6,20.3,13,0,50,0,51.3,25,35.9,45.2,2018,11,28
+3.963,5.076,349363,44,340,940,63.091,15.9,20,14,0,74,0,0,17.6,25.9,0,2018,11,29
+5.489,4.907,291902,25,290,1200,67.019,14.7,19,11,0,52,0,10,24.4,38.9,57.6,2018,12,2
+4.559,4.637,313630,46,320,820,61.69,16.4,23,12,0,64,0,10,25.6,40.7,61.1,2018,12,3
+4.57,5.068,324791,45,330,920,63.091,16.1,20,12,0,68,0,10,15.6,24.1,35.2,2018,12,4
+5.056,5.941,292929,38,330,870,63.312,19.1,28,12.6,0,63,0,0,15.7,42.4,0,2018,12,5
+5.095,9.77,277937,27,360,870,64.321,29.4,35,25,0,29,0,0,30.4,51.9,70.6,2018,12,6
+3.846,6.157,292278,56,330,920,63.136,16.8,21,14,0,79,0,10,11.9,27.8,0,2018,12,9
+5.372,5.004,292526,47,390,930,69,16.3,21,11.5,0,68,0,10,15.9,29.4,0,2018,12,10
+6.027,4.592,371224,40,350,1100,67.019,19.2,28,13,0,66,0,10,16.9,42.4,59.4,2018,12,11
+6.028,6.037,326261,34,320,990,64.321,24.6,33,15.6,0,51,0,9.2,20.9,40.7,57.6,2018,12,12
+6.037,6.426,306734,23,300,740,59.603,16.6,20,14,0,87,0,8.9,17.4,38.9,0,2018,12,13
+3.539,6.058,327745,32,230,640,60.839,17.8,23,14,0,77,0,10,15,38.9,48.2,2018,12,16
+3.003,5.995,305813,30,290,750,61.24,17.6,22,15,0,76,0,10,16.7,25.9,0,2018,12,17
+3.021,5.159,259978,35,330,970,63.136,17.9,22,16,0,77,0,10,15,24.1,0,2018,12,18
+3.024,4.703,332033,32,330,890,63.091,20.1,26,14.8,0,73,0,9.5,8.5,18.3,0,2018,12,19
+3.028,4.441,325807,32,360,850,63.248,15.9,20.3,12.7,0,81,0,9.2,21.7,33.5,50,2018,12,20
+3.027,4.433,243707,68,330,930,64.366,18.5,22,16,0,55,0,10,18.7,27.8,46.5,2019,1,6
+3.023,4.599,274646,34,320,970,63.792,19.2,24,15.9,0,66,0,10,15,27.8,31.7,2019,1,7
+3.03,4.496,263962,32,310,810,62.023,19,26,14,0,65,0,10,19.4,33.5,0,2019,1,8
+5.063,4.447,253436,33,340,810,60,15.4,20,9,0,56,0,10,16.7,31.7,0,2019,1,9
+5.485,4.487,254959,35,350,850,64.32,16.8,22,11,0,59,0,10,14.8,25.9,0,2019,1,10
+5.345,4.463,252191,39,280,720,61.632,22.1,29,16.9,0,59,0,0,18.5,31.7,0,2019,1,13
+7.635,17.36,248053,35,300,810,63.07,25.6,38,16,0,55,0,0,14.1,31.7,0,2019,1,14
+6.765,11.692,275338,29,330,860,64.801,25.8,37,16.9,0,47,0,10,11.7,27.8,0,2019,1,15
+7.308,6.829,313894,34,360,880,63.792,23.6,30,19.9,0,59,0,10,10.6,29.4,33.5,2019,1,16
+7.036,5.639,282407,36,350,880,65.004,27.8,37,21,0,44,0,10,16.3,46.5,63,2019,1,17
+5.47,5.351,240626,34,300,710,61.866,20.1,24,17.8,0,73,0,10,17.2,25.9,0,2019,1,20
+7.561,5.075,276750,35,320,760,58,21.9,29,18,0,70,0,10,12.4,27.8,0,2019,1,21
+6.881,5.357,302437,39,370,1000,63.792,22.7,30.2,16,0,66,0,10,15.7,24.1,0,2019,1,22
+6.111,6.44,276811,37,370,870,63.728,20.6,26,16,0,68,0,10,16.7,29.4,0,2019,1,23
+7.105,5.954,300545,41,422.98,845.96,63.949,26.2,0,17,0,48,0,10,23,48.2,68.3,2019,1,25
+7.592,5.973,244382,49,260,680,63.393,23.2,35,15,0,47,0,10,16.9,38.9,53.5,2019,1,28
+6.854,8.016,252484,45,310,870,65.004,23.8,38,15,0,47,0,10,17.8,40.7,57.6,2019,1,29
+4.037,10.761,270466,36,320,880,64.958,25.4,39,16,0,47,0,10,25.9,53.5,74.1,2019,1,30
+6.517,7.265,266159,41,320,870,64.477,16.3,21,11,0,48,0,10,26.9,40.7,55.4,2019,1,31
+5.701,5.969,278044,44,330,800,62.993,24.9,41,17,0,50,0,10,21.1,33.5,48.2,2019,2,3
+5.941,5.4,267477,39,280,800,65,18.7,22,17,0,70,0,10,24.6,31.7,0,2019,2,4
+5.328,5.127,289915,36,360,940,63.728,20.1,26,16,0,76,0,89,12.6,20.6,0,2019,2,5
+5.274,5.291,280760,31,360,920,64.958,25.4,35,20,0,60,0,9.7,16.9,57.6,64.8,2019,2,6
+5.241,4.958,298288,36,350,840,63.728,22.4,30,16.8,0,72,0,9.7,15.6,24.1,0,2019,2,7
+4.972,5.928,260472,44,300,780,61.533,17.7,24,12,0,61,0,10,12.6,25.9,0,2019,2,10
+4.993,4.728,270153,41,350,930,63.995,22.3,28,15,0,47,0,10,21.7,37,61.1,2019,2,11
+5.437,5.603,298785,32,370,880,63.949,12.9,19,9.9,0,54,0,97,25.6,42.4,63,2019,2,12
+6.331,5.689,217367,36,310,1300,67.595,14.1,21,9,0,53,0,10,17.8,29.4,51.9,2019,2,13
+4.996,5.652,312401,32,360,900,63.792,18.6,24,15.7,0,58,0,10,13.9,25.9,0,2019,2,14
+4.892,5.615,290821,37,350,980,63.792,24.7,30,19.6,0,37,0,0,16.4,27.8,0,2019,2,17
+4.077,5.59,274770,40,360,940,63.949,17.1,26,11,0,62,0,10,18.1,37,0,2019,2,18
+4.525,5.25,270973,37,370,930,63.838,15,20.3,9,0,61,0,10,16.9,27.8,0,2019,2,19
+4.528,4.638,280038,38,380,940,70,16.4,23,11,0,63,0,10,16.1,27.8,37,2019,2,20
+4.35E-06,5.153,290940,42,530,1100,68.82,17.3,20.1,15,0,59,0,10,19.6,29.4,0,2019,2,21
+4.35E-06,5.19,228087,41,370,830,65.531,25.7,33,19,0,26,0,0,22,51.9,70.6,2019,2,24
+4.35E-06,4.435,216494,34,330,970,65.531,26.2,35,17,0,24,0,10,19.4,50,66.5,2019,2,25
+4.35E-06,4.582,279558,37,290,900,64.256,17.7,24,12,0,70,0,10,14.3,27.8,0,2019,2,26
+4.35E-06,4.419,291837,35,520,1100,68.82,23.8,31,18,0,43,0,0,16.7,53.5,72.2,2019,2,27
+4.35E-06,5.291,286661,49,440,930,64.958,30.9,38,26,0,24,0,0,30,51.9,68.3,2019,2,28
+5.133,4.781,283081,46,350,870,65.486,25.4,38,16,0,42,0,10,17.8,40.7,0,2019,3,3
+5.951,4.42,300576,50,360,840,70,20.9,29,16,0,59,0,0,11.9,24.1,0,2019,3,4
+5.956,5.531,275199,38,330,820,61.396,18.4,26,11,0,69,0,10,18,38.9,53.5,2019,3,5
+5.976,7.13,203334,22,370,790,60.424,12.2,17,7,0,52,0,10,19.8,61.1,72.2,2019,3,6
+5.974,6.117,231426,31,390,920,64.366,17.3,24,11,0,32,0,0,15,29.4,0,2019,3,7
+1.146,6.176,218284,35,422.98,845.96,64.366,19.4,26.1,12,0,34,0,0,16.3,31.7,0,2019,3,8
+4.35E-06,5.434,242929,49,350,1000,64.522,17.8,24,13,0,67,0,10,14.8,42.4,61.1,2019,3,11
+4.35E-06,5.571,266625,25,390,980,63.995,13.2,19,8,0,55,0,10,19.1,38.9,55.4,2019,3,12
+4.35E-06,5.264,351227,27,350,850,63.792,14.3,18,9.7,1017.5,59,0,11.3,14.4,25.9,0,2019,3,13
+4.35E-06,4.968,326009,31,290,780,61.24,15.9,22,11,0,62,0,10,14.1,25.9,0,2019,3,14
+4.35E-06,4.733,246169,32,280,640,61.309,20.6,28,16,0,68,0,9.8,13.3,24.1,0,2019,3,17
+4.35E-06,4.802,239426,45,330,830,64.301,21.3,27,17,0,68,0,10,13.9,29.4,0,2019,3,18
+4.35E-06,5.235,279716,38,340,960,63.728,19.6,23,18,0,85,0,7.6,14.4,27.8,0,2019,3,19
+4.35E-06,4.59,230698,37,450,1100,72,20.5,25,18.5,0,82,0,9.7,14.4,22.2,0,2019,3,20
+4.35E-06,5.181,274400,40,440,1100,67.434,20.6,25,18,0,78,0,10,13.1,20.6,0,2019,3,21
+4.35E-06,6.693,241643,38,300,820,63.227,22.8,31,14,0,48,0,10,31.7,55.4,63,2019,3,24
+4.35E-06,6.201,241172,37,310,950,64.477,13.7,19,10,0,41,0,10,28.9,55.4,72.2,2019,3,25
+4.35E-06,7.31,274798,37,420,890,64.32,14.4,21,8,0,52,0,10,17.4,31.7,50,2019,3,26
+4.35E-06,6.256,223711,35,420,910,64.366,16.3,23,11,0,50,0,0,15,29.4,0,2019,3,27
+4.35E-06,5.556,232271,35,410,1000,64.477,22.1,28,17,0,23,0,0,24.3,48.2,50,2019,3,28
+4.35E-06,5.299,263513,35,280,720,61.866,14.1,19,12,0,74,0,9.7,13.7,31.7,0,2019,3,31
+4.656,5.951,289189,35,350,770,58,11.7,17,6,0,68,0,10,11.7,20.6,0,2019,4,1
+5.902,5.313,303918,50,400,940,63.792,19.4,26,13,0,38,0,0,21.1,29.4,0,2019,4,2
+6.182,5.297,267033,27,360,1000,64.477,17.1,26,12.9,0,61,0,10,19.4,35.2,48.2,2019,4,3
+6.432,6.005,339369,37,350,770,61.396,17.7,23,13,0,61,0,0,14.1,50,68.3,2019,4,4
+6.248,7.915,276679,45,260,680,62.512,18.7,26,10,0,41,0,10,20,38.9,48.2,2019,4,7
+6.112,5.953,266240,37,350,1000,64.477,16.3,23,9,0,57,0,10,22.6,42.4,51.9,2019,4,8
+4.054,5.066,232435,48,340,845.96,64.477,11.1,16,8,0,67,0,10,17.2,35.2,50,2019,4,9
+3.686,5.477,207915,42,380,840,64.366,13.1,15,9,0,59,0,10,11.9,20.6,0,2019,4,10
+5.51,4.483,319623,38,320,650,60.406,11.4,18,5.6,0,64,0,10,13.3,20.6,0,2019,4,11
+5.115,5.066,271916,45,260,660,60,17.1,23,12,0,58,0,0,9.6,25.9,0,2019,4,14
+5.24,4.69,282147,40,300,670,62.512,22.4,27,20,0,36,0,0,25,42.4,61.1,2019,4,15
+4.463,5.367,295988,36,340,680,62.218,24.8,30,21,0,28,0,0,41.3,61.1,81.7,2019,4,16
+5.542,5.069,290667,38,300,930,65.486,20.9,31,8.9,0,39,0,10,26.9,59.4,79.5,2019,4,17
+4.613,4.701,233217,33,422.98,845.96,64.32,15.1,23,9,0,56,0,0,11.3,27.8,0,2019,4,19
+4.332,5.14,172867,42,270,780,61.601,13,16.1,9,0,73,0,10,12.4,18.3,0,2019,4,22
+6.161,4.348,248114,46,300,890,64.32,16.1,22,11,0,54,0,10,18,31.7,46.5,2019,4,25
+7.528,5.253,223064,50,260,730,62.032,12.2,16.2,8,0,77,0,10,14.6,27.8,0,2019,4,28
+6.984,5.988,224891,40,250,770,61.991,12.3,18,7,0,63,0,10,12.8,38.9,48.2,2019,4,29
+3.572,6.175,264894,41,270,750,62.384,18.7,22,15,0,37,0,10,28.3,50,64.8,2019,4,30
+4.35E-06,6.372,269271,43,320,880,61,18.9,22,15,0,72,0,51.8,30,38.9,57.6,2019,5,1
+0.002,5.208,257362,49,330,780,62.16,15.4,20,10,0,76,0,0,20.6,31.7,48.2,2019,5,2
+5.689,4.165,261684,48,220,780,62.16,11.8,16,8,0,81,0,0,14.1,24.1,0,2019,5,5
+6.567,4.093,223546,48,280,840,63.422,11,16,6,0,76,0,0,14.3,25.9,0,2019,5,6
+6.589,6.135,236331,34,310,950,64.477,13.4,19,9,0,62,0,0,25.9,48.2,68.3,2019,5,7
+5.481,5.445,260337,46,360,920,64.477,12,16,8,0,67,0,0,22.6,42.4,64.8,2019,5,8
+3.994,5.608,262600,40,290,990,64.477,12.2,16,8.8,0,65,0,51.8,25.2,55.4,68.3,2019,5,9
+4.525,4.664,243279,43,330,830,64.256,13.9,17,11,0,69,0,0,15.7,22.2,0,2019,5,12
+5.326,4.59,248342,39,250,750,62.317,12.9,17,9,0,65,0,0,22.8,33.5,0,2019,5,13
+5.64,4.37,230971,44,340,930,66,14.3,19.1,10,0,69,0,0,10.4,25.9,0,2019,5,14
+3.788,5.544,232223,50,310,880,63.422,11.4,16,6,0,71,0,0,8.9,20.6,0,2019,5,15
+4.844,5.078,297914,38,330,910,61.025,0,0,0,0,0,0,0,0,0,0,2019,5,16
+5.045,4.628,269476,40,270,700,61.521,0,0,0,0,0,0,0,0,0,0,2019,5,19
+4.187,4.895,275305,41,330,800,62.317,13.6,17,10,0,79,0,0,28.7,53.5,70.6,2019,5,20
+4.467,4.705,270048,34,280,880,64.256,14.4,20,10.8,0,70,0,0,20.7,27.8,0,2019,5,21
+2.815,4.644,188232,35,300,720,61.668,15.3,22,11,0,61,0,0,19.1,29.4,0,2019,5,22
+5.332,4.488,306155,32,310,740,61.69,16.6,21,14,0,49,0,0,41.9,53.5,74.1,2019,5,23
+5.502,4.453,285131,26,190,610,48,10.3,14,6,0,66,0,51.8,27.2,46.5,59.4,2019,5,26
+5.392,4.93,328307,24,200,560,53.295,9.1,13,7,0,70,0,0,30.7,51.9,68.3,2019,5,27
+4.582,4.802,339074,24,260,620,57.086,10.9,15,7,0,67,0,0,28,42.4,63,2019,5,28
+4.875,5.346,353157,28,280,680,58.769,6.6,10,5,0,76,0,0,28.5,46.5,64.8,2019,5,29
+4.846,4.219,343734,19,170,640,59.797,10.6,12,8.8,0,50,0,51.7,22.8,35.2,46.5,2019,5,30
+3.593,4.357,321106,29,230,800,61.591,9.5,14,7,0,51,0,9.5,17.5,42.4,59.4,2019,6,2
+3.954,4.907,259208,33,180,720,61.19,8.1,10,6,0,59,0,9,18.1,35.2,50,2019,6,3
+5.686,5.083,286142,38,260,750,61.033,9.1,12,6,0,77,0,10,15,25.9,0,2019,6,4
+6.171,4.615,295447,35,300,980,63.619,10.5,12,9.6,0,72,0,10,18.9,25.9,0,2019,6,5
+3.797,5.971,303571,39,320,920,63.155,11.8,14,10,0,52,0,10,10.7,25.9,0,2019,6,6
+4.545,4.932,294265,39,422.98,845.96,62.942,10.1,17,5,0,74,0,10,13.9,35.2,0,2019,6,7
+4.738,4.777,304417,39,320,790,61.69,12.6,15,8.9,0,67,0,10,23,37,53.5,2019,6,10
+2.813,5.216,255359,44,260,870,63.84,14.3,17,12,0,67,0,9.7,35.6,59.4,75.9,2019,6,11
+4.398,4.513,304526,43,230,780,61.885,12,16,7,0,55,0,9.8,23.2,42.4,59.4,2019,6,12
+3.805,4.558,329105,43,300,810,65,12.1,16,5,0,75,0,9.8,19.1,29.4,0,2019,6,13
+5.327,4.795,303728,45,330,770,61.632,10.4,15,7,0,79,0,10,17.6,24.1,0,2019,6,16
+4.394,4.656,277748,47,270,760,61.789,11.6,17,8.8,0,74,0,10,23.3,35.2,48.2,2019,6,17
+3.838,4.95,289854,44,270,870,62.942,7.2,12,4.7,0,82,0,10,18.9,40.7,55.4,2019,6,18
+4.934,4.834,289607,46,360,1000,62.849,7.7,11,5.6,0,55,0,10,11.1,18.3,0,2019,6,19
+5.068,4.716,305938,28,310,660,58.807,6.8,10,4,0,56,0,10,14.4,22.2,0,2019,6,20
+5.882,5.51,293446,40,250,700,60.671,7.6,16,3,0,71,0,0,13.5,25.9,0,2019,6,24
+4.638,4.811,307968,47,260,860,64,9.7,16,3,0,65,0,10,18.1,25.9,0,2019,6,25
+5.373,4.929,316675,46,300,900,62.479,10.9,17,5,0,65,0,10,21.9,35.2,51.9,2019,6,26
+4.072,5.194,318268,31,270,910,63.312,12.4,16,10,0,63,0,10,28,44.6,66.5,2019,6,27