-
-
+
+
+
+
+
diff --git a/searchindex.js b/searchindex.js
index 1e3fb428..e67eabf8 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"(Armchair) Psychology of debugging": [[6, null]], "A Brief History of Operating Systems": [[3, null]], "Activate the course environment": [[84, "activate-the-course-environment"]], "Additional Materials": [[0, "additional-materials"], [3, "additional-materials"], [10, "additional-materials"], [20, "additional-materials"], [27, "additional-materials"], [29, "additional-materials"], [30, "additional-materials"], [35, "additional-materials"], [36, "additional-materials"], [37, "additional-materials"], [38, "additional-materials"], [39, "additional-materials"], [48, "additional-materials"], [57, "additional-materials"], [61, "additional-materials"], [63, "additional-materials"], [64, "additional-materials"], [67, "additional-materials"], [68, "additional-materials"], [70, "additional-materials"], [71, "additional-materials"], [72, "additional-materials"], [73, "additional-materials"], [79, "additional-materials"], [80, "additional-materials"], [86, "additional-materials"], [89, "additional-materials"], [92, "additional-materials"], [97, "additional-materials"], [110, "additional-materials"], [115, "additional-materials"], [116, "additional-materials"], [125, "additional-materials"]], "Additional configuration": [[19, "additional-configuration"]], "Additional materials": [[54, "additional-materials"], [106, "additional-materials"]], "Advantages of the functional way": [[31, "advantages-of-the-functional-way"]], "Applications": [[1, "applications"]], "Array indexing": [[92, null]], "Assignment and Built-in Scalar Types": [[61, null]], "Avoiding debugging": [[4, null]], "Branches": [[11, null]], "Breakpoint in simple py files": [[10, "breakpoint-in-simple-py-files"]], "Breakpoints with pytask": [[10, "breakpoints-with-pytask"]], "Breakpoints with pytest": [[10, "breakpoints-with-pytest"]], "Broadcasting": [[86, null]], "Calculations between arrays": [[87, null]], "Calculations on arrays": [[88, null]], "Calling the functions with invalid inputs": [[120, "calling-the-functions-with-invalid-inputs"]], "Cards": [[13, "cards"], [21, "cards"]], "Changing overall appearance": [[47, "changing-overall-appearance"]], "Choosing a Linux Distribution": [[85, "choosing-a-linux-distribution"]], "Choosing optimization algorithms": [[93, null]], "Cloning GitHub repos + Personal Access Tokens": [[12, null]], "Collaboration": [[13, null]], "Comprehensions": [[62, null]], "Creating arrays": [[89, null]], "Creating repositiories": [[15, null]], "Creating the course environment": [[82, "creating-the-course-environment"], [83, "creating-the-course-environment"], [84, "creating-the-course-environment"]], "Creating variables": [[28, null]], "Customise plots created with plotly express": [[46, null]], "Customise plots created with plotly express: Example Notebook": [[47, null]], "Customised plots with plotly graph objects": [[42, null]], "Customised plots with plotly graph objects: Example Notebook": [[41, null]], "Data management with pandas": [[33, null]], "Data types": [[30, null]], "DataFrames and Series": [[29, null]], "Debugging": [[9, null]], "Defining Functions": [[65, null]], "Defining custom containers": [[106, null]], "Detecting your processor type": [[83, "detecting-your-processor-type"]], "Dictionaries": [[63, null]], "Directory structure in the templates": [[50, null]], "Effective Programming Practices for Economists: Topics": [[26, null]], "Environment files and environments": [[74, null]], "Estimagic overview": [[90, null]], "Executing .py files from the shell": [[77, null]], "Executing .py files in VS Code": [[78, null]], "Executing jupyter notebooks in VS Code": [[76, null]], "Executing notebooks in a browser": [[75, null]], "File Systems": [[0, null]], "File paths with pathlib": [[71, null]], "For loops": [[64, null]], "Functional data management": [[32, null]], "Functional data management: Example": [[31, null]], "Further Reading": [[28, "further-reading"]], "Gathering data efficiently": [[8, null]], "Get life expectancy by country, continent, and year": [[41, "get-life-expectancy-by-country-continent-and-year"], [45, "get-life-expectancy-by-country-continent-and-year"], [47, "get-life-expectancy-by-country-continent-and-year"]], "Git and Github": [[18, null]], "Goals and Workflow": [[40, null]], "Graphs": [[1, null]], "Handling paths in projects": [[52, null]], "History of computer interfaces": [[127, null]], "How git works": [[17, null]], "How it will work later": [[12, "how-it-will-work-later"]], "How it works the first time": [[12, "how-it-works-the-first-time"]], "How to raise errors?": [[114, null]], "If conditions": [[67, null]], "Importing, Namespaces, Modules": [[68, null]], "Inspecting and summarizing data": [[34, null]], "Installation of the z-command": [[128, "installation-of-the-z-command"]], "Installing Git (Optional)": [[85, "installing-git-optional"]], "Installing Python": [[85, "installing-python"]], "Installing Python on Linux": [[82, null]], "Installing Python on Mac": [[83, null]], "Installing Python on Windows": [[84, null]], "Installing Python with Windows Subsystem for Linux (WSL2)": [[85, null]], "Installing WSL2": [[85, "installing-wsl2"]], "Installing WSL2 on your machine": [[85, "installing-wsl2-on-your-machine"]], "Installing git and some useful shell commands": [[19, null]], "Installing mamba": [[82, "installing-mamba"], [83, "installing-mamba"], [84, "installing-mamba"]], "Introduction and Overview": [[20, null]], "Introduction to GitHub": [[16, null]], "Introduction to debugging": [[5, null]], "Introduction to error handling": [[107, null]], "Introduction to making code fast": [[98, null]], "Introduction to numerical optimization": [[95, null]], "Learning Objectives": [[0, "learning-objectives"], [1, "learning-objectives"], [3, "learning-objectives"], [4, "learning-objectives"], [5, "learning-objectives"], [6, "learning-objectives"], [7, "learning-objectives"], [8, "learning-objectives"], [10, "learning-objectives"], [11, "learning-objectives"], [13, "learning-objectives"], [14, "learning-objectives"], [15, "learning-objectives"], [16, "learning-objectives"], [17, "learning-objectives"], [19, "learning-objectives"], [20, "learning-objectives"], [21, "learning-objectives"], [22, "learning-objectives"], [23, "learning-objectives"], [24, "learning-objectives"], [25, "learning-objectives"], [27, "learning-objectives"], [28, "learning-objectives"], [29, "learning-objectives"], [30, "learning-objectives"], [32, "learning-objectives"], [34, "learning-objectives"], [35, "learning-objectives"], [36, "learning-objectives"], [37, "learning-objectives"], [38, "learning-objectives"], [39, "learning-objectives"], [40, "learning-objectives"], [42, "learning-objectives"], [44, "learning-objectives"], [46, "learning-objectives"], [48, "learning-objectives"], [49, "learning-objectives"], [50, "learning-objectives"], [52, "learning-objectives"], [53, "learning-objectives"], [54, "learning-objectives"], [55, "learning-objectives"], [56, "learning-objectives"], [57, "learning-objectives"], [58, "learning-objectives"], [59, "learning-objectives"], [60, "learning-objectives"], [61, "learning-objectives"], [62, "learning-objectives"], [63, "learning-objectives"], [64, "learning-objectives"], [65, "learning-objectives"], [66, "learning-objectives"], [67, "learning-objectives"], [68, "learning-objectives"], [70, "learning-objectives"], [71, "learning-objectives"], [72, "learning-objectives"], [73, "learning-objectives"], [74, "learning-objectives"], [75, "learning-objectives"], [76, "learning-objectives"], [77, "learning-objectives"], [78, "learning-objectives"], [79, "learning-objectives"], [80, "learning-objectives"], [86, "learning-objectives"], [87, "learning-objectives"], [88, "learning-objectives"], [89, "learning-objectives"], [90, "learning-objectives"], [92, "learning-objectives"], [93, "learning-objectives"], [94, "learning-objectives"], [95, "learning-objectives"], [96, "learning-objectives"], [97, "learning-objectives"], [98, "learning-objectives"], [99, "learning-objectives"], [100, "learning-objectives"], [101, "learning-objectives"], [102, "learning-objectives"], [103, "learning-objectives"], [104, "learning-objectives"], [105, "learning-objectives"], [106, "learning-objectives"], [107, "learning-objectives"], [108, "learning-objectives"], [110, "learning-objectives"], [111, "learning-objectives"], [112, "learning-objectives"], [113, "learning-objectives"], [114, "learning-objectives"], [115, "learning-objectives"], [116, "learning-objectives"], [117, "learning-objectives"], [118, "learning-objectives"], [119, "learning-objectives"], [121, "learning-objectives"], [123, "learning-objectives"], [124, "learning-objectives"], [125, "learning-objectives"], [127, "learning-objectives"], [128, "learning-objectives"], [129, "learning-objectives"], [130, "learning-objectives"]], "Line profiling": [[99, null]], "Links used in the screencast": [[42, "links-used-in-the-screencast"], [44, "links-used-in-the-screencast"], [46, "links-used-in-the-screencast"]], "Lists, Tuples and Sets": [[70, null]], "Loading and saving data": [[35, null]], "Low-level approach using graph objects": [[41, "low-level-approach-using-graph-objects"]], "Making commits": [[14, null]], "Markdown applications": [[123, null]], "Markdown syntax": [[124, null]], "Markup languages": [[125, null]], "Materials": [[0, "materials"], [1, "materials"], [3, "materials"], [4, "materials"], [5, "materials"], [6, "materials"], [7, "materials"], [8, "materials"], [10, "materials"], [11, "materials"], [13, "materials"], [14, "materials"], [15, "materials"], [16, "materials"], [17, "materials"], [19, "materials"], [20, "materials"], [21, "materials"], [22, "materials"], [23, "materials"], [24, "materials"], [25, "materials"], [27, "materials"], [28, "materials"], [29, "materials"], [30, "materials"], [32, "materials"], [34, "materials"], [35, "materials"], [36, "materials"], [37, "materials"], [38, "materials"], [39, "materials"], [40, "materials"], [42, "materials"], [44, "materials"], [46, "materials"], [48, "materials"], [49, "materials"], [50, "materials"], [52, "materials"], [53, "materials"], [54, "materials"], [55, "materials"], [56, "materials"], [57, "materials"], [58, "materials"], [59, "materials"], [60, "materials"], [61, "materials"], [62, "materials"], [63, "materials"], [64, "materials"], [65, "materials"], [66, "materials"], [67, "materials"], [68, "materials"], [70, "materials"], [71, "materials"], [72, "materials"], [73, "materials"], [74, "materials"], [75, "materials"], [76, "materials"], [77, "materials"], [78, "materials"], [79, "materials"], [80, "materials"], [86, "materials"], [87, "materials"], [88, "materials"], [89, "materials"], [90, "materials"], [92, "materials"], [93, "materials"], [94, "materials"], [95, "materials"], [96, "materials"], [97, "materials"], [98, "materials"], [99, "materials"], [100, "materials"], [101, "materials"], [102, "materials"], [103, "materials"], [104, "materials"], [105, "materials"], [106, "materials"], [107, "materials"], [108, "materials"], [110, "materials"], [111, "materials"], [112, "materials"], [113, "materials"], [114, "materials"], [115, "materials"], [116, "materials"], [117, "materials"], [118, "materials"], [119, "materials"], [121, "materials"], [123, "materials"], [124, "materials"], [125, "materials"], [127, "materials"], [128, "materials"], [129, "materials"], [130, "materials"]], "Measuring runtime": [[100, null]], "Merging and resolving merge conflicts": [[21, null]], "Merging datasets": [[36, null]], "Miscellaneous Tools": [[126, null]], "Naming things": [[110, null]], "Navigation in the unix shell": [[128, null]], "Navigation in the windows shell": [[130, null]], "Notes": [[19, "notes"], [23, "notes"], [24, "notes"]], "Objectives": [[12, "objectives"]], "Optional video": [[3, "optional-video"]], "Partialling arguments to functions": [[111, null]], "Plot entire data from Pandas": [[45, "plot-entire-data-from-pandas"]], "Plot entire data using plotly.express": [[45, "plot-entire-data-using-plotly-express"]], "Plotting": [[43, null]], "Practical Approach": [[48, null]], "Pre-commit hooks": [[22, null]], "Prettier axis label": [[47, "prettier-axis-label"]], "Principles for Good Functions": [[66, null]], "Problems with the imperative way": [[31, "problems-with-the-imperative-way"]], "Profiling code with snakeviz": [[103, null]], "Pure functions": [[112, null]], "Python Basics": [[69, null]], "Python: Installation and Execution": [[81, null]], "Quick plots with plotly express": [[44, null]], "Quick plots with plotly express: Example Notebook": [[45, null]], "Quiz": [[0, "quiz"], [1, "quiz"], [3, "quiz"], [4, "quiz"], [5, "quiz"], [6, "quiz"], [7, "quiz"], [8, "quiz"], [10, "quiz"], [11, "quiz"], [13, "quiz"], [14, "quiz"], [15, "quiz"], [16, "quiz"], [17, "quiz"], [19, "quiz"], [20, "quiz"], [21, "quiz"], [22, "quiz"], [23, "quiz"], [24, "quiz"], [25, "quiz"], [27, "quiz"], [28, "quiz"], [29, "quiz"], [30, "quiz"], [32, "quiz"], [34, "quiz"], [35, "quiz"], [36, "quiz"], [37, "quiz"], [38, "quiz"], [39, "quiz"], [40, "quiz"], [42, "quiz"], [44, "quiz"], [46, "quiz"], [48, "quiz"], [49, "quiz"], [50, "quiz"], [52, "quiz"], [54, "quiz"], [55, "quiz"], [57, "quiz"], [58, "quiz"], [59, "quiz"], [60, "quiz"], [61, "quiz"], [63, "quiz"], [64, "quiz"], [65, "quiz"], [66, "quiz"], [67, "quiz"], [68, "quiz"], [70, "quiz"], [71, "quiz"], [72, "quiz"], [73, "quiz"], [77, "quiz"], [86, "quiz"], [87, "quiz"], [88, "quiz"], [89, "quiz"], [92, "quiz"], [93, "quiz"], [94, "quiz"], [95, "quiz"], [96, "quiz"], [97, "quiz"], [98, "quiz"], [99, "quiz"], [100, "quiz"], [101, "quiz"], [102, "quiz"], [103, "quiz"], [104, "quiz"], [105, "quiz"], [106, "quiz"], [107, "quiz"], [108, "quiz"], [110, "quiz"], [111, "quiz"], [112, "quiz"], [113, "quiz"], [114, "quiz"], [115, "quiz"], [116, "quiz"], [117, "quiz"], [118, "quiz"], [119, "quiz"], [121, "quiz"], [124, "quiz"], [125, "quiz"], [128, "quiz"], [129, "quiz"], [130, "quiz"]], "Randomness": [[97, null]], "Re-using pytask functions": [[55, null]], "Recipe for good error handling": [[120, "recipe-for-good-error-handling"]], "Removing some Spaghettis with facet columns": [[47, "removing-some-spaghettis-with-facet-columns"]], "Reproducible Research": [[51, null]], "Reusing test code": [[115, null]], "Rules for data management": [[37, null]], "Running Python code via pytask": [[79, null]], "Running Python code via pytest": [[80, null]], "Scientific Computing": [[91, null]], "Selecting rows and columns": [[38, null]], "Set up VSCode": [[85, "set-up-vscode"]], "Setting and renaming columns and indices": [[27, null]], "Setting up Class Software in WSL2": [[85, "setting-up-class-software-in-wsl2"]], "Setting up a project": [[56, null]], "Software Engineering": [[109, null]], "Some Background": [[2, null]], "Staging files": [[23, null]], "Starting point": [[41, "starting-point"], [47, "starting-point"]], "Strategies for debugging": [[7, null]], "Strings": [[72, null]], "Style guides": [[116, null]], "Testing code that should raise errors": [[113, null]], "Texts, Typesetting, and Text Data": [[122, null]], "The functional way": [[31, "the-functional-way"]], "The idea of unit testing": [[108, null]], "The imperative way": [[31, "the-imperative-way"]], "The pytask documentation": [[53, null]], "Tracebacks and Asking for Help": [[73, null]], "Troubleshooting": [[85, "troubleshooting"]], "Troubleshooting 1": [[84, "troubleshooting-1"]], "Troubleshooting 2": [[84, "troubleshooting-2"]], "Troubleshooting 3": [[84, "troubleshooting-3"]], "Troubleshooting 4": [[84, "troubleshooting-4"]], "Undoing things": [[24, null]], "Unix File System": [[0, "unix-file-system"]], "Using estimagic\u2019s minimize and maximize": [[96, null]], "Using the Pdb+ debugger": [[10, null]], "Visualizing optimizer histories": [[94, null]], "What are the project templates?": [[57, null]], "What does pytask do?": [[58, null]], "What does pytest do?": [[118, null]], "What does reproducibility mean?": [[54, null]], "What is (modern) pandas?": [[39, null]], "What is WSL 2": [[85, "what-is-wsl-2"]], "What is cloning?": [[12, "what-is-cloning"]], "What is numpy?": [[104, null]], "What to test? How to test it?": [[117, null]], "When to use custom containers?": [[105, null]], "Which errors to handle?": [[119, null]], "Why git?": [[25, null]], "Why plotly? And some prerequisites.": [[49, null]], "Why this Guide": [[85, "why-this-guide"]], "Why use shells today?": [[129, null]], "Windows File System": [[0, "windows-file-system"]], "Windows workaround": [[49, "windows-workaround"]], "Worked error handling example": [[120, null]], "Writing (py)tasks with multiple outputs": [[59, null]], "Writing fast code with numba": [[101, null]], "Writing fast code with numpy": [[102, null]], "Writing simple (py)tasks": [[60, null]], "Writing simple (py)tests": [[121, null]], "pandas settings for getting \u201cmodern\u201d behaviour": [[39, "pandas-settings-for-getting-modern-behaviour"]], "pandas settings for getting \u201cmodern\u201d behaviour and the plotly backend for graphs": [[34, "pandas-settings-for-getting-modern-behaviour-and-the-plotly-backend-for-graphs"]], "pdbp and different ways of running code": [[10, "pdbp-and-different-ways-of-running-code"]]}, "docnames": ["background/file_systems/objectives_materials", "background/graphs/objectives_materials", "background/index", "background/os_history/objectives_materials", "debugging/avoiding_debugging/objectives_materials", "debugging/debugging_intro/objectives_materials", "debugging/debugging_psychology/objectives_materials", "debugging/debugging_strategies/objectives_materials", "debugging/gathering_data/objectives_materials", "debugging/index", "debugging/pdbp/objectives_materials", "git/branches/objectives_materials", "git/cloning_repos/instructions", "git/collaboration/objectives_materials", "git/committing/objectives_materials", "git/creating_repos/objectives_materials", "git/github/objectives_materials", "git/how_git_works/objectives_materials", "git/index", "git/installing_git/objectives_materials", "git/introduction/objectives_materials", "git/merging_and_conflicts/objectives_materials", "git/pre_commits/objectives_materials", "git/staging/objectives_materials", "git/undoing_things/objectives_materials", "git/why_git/objectives_materials", "landing-page", "pandas/columns_and_indices/objectives_materials", "pandas/creating_variables/objectives_materials", "pandas/dataframes_and_series/objectives_materials", "pandas/datatypes/objectives_materials", "pandas/functional/functional_pandas", "pandas/functional/objectives_materials", "pandas/index", "pandas/inspecting_and_summarizing/objectives_materials", "pandas/loading_and_saving/objectives_materials", "pandas/merging/objectives_materials", "pandas/rules/objectives_materials", "pandas/selection/objectives_materials", "pandas/what_is_pandas/objectives_materials", "plotting/goals_workflow/objectives_materials", "plotting/graph_objects/graph_objects_example", "plotting/graph_objects/objectives_materials", "plotting/index", "plotting/quick_plots/objectives_materials", "plotting/quick_plots/quick_plots_example", "plotting/tweak_px/objectives_materials", "plotting/tweak_px/tweak_px_example", "plotting/what_to_plot/objectives_materials", "plotting/why_plotly_prerequisites/objectives_materials", "projects/directory_structure/objectives_materials", "projects/index", "projects/paths/objectives_materials", "projects/pytask_docs/objectives_materials", "projects/reproducibility/objectives_materials", "projects/reusing_pytask_functions/objectives_materials", "projects/setup/objectives_materials", "projects/what_are_templates/objectives_materials", "projects/what_does_pytask_do/objectives_materials", "projects/writing_pytasks_multiple_outputs/objectives_materials", "projects/writing_simple_pytasks/objectives_materials", "python_basics/assignment_and_scalar_types/objectives_materials", "python_basics/comprehensions/objectives_materials", "python_basics/dicts/objectives_materials", "python_basics/for_loops/objectives_materials", "python_basics/functions_basics/objectives_materials", "python_basics/functions_principles/objectives_materials", "python_basics/if_conditions/objectives_materials", "python_basics/importing/objectives_materials", "python_basics/index", "python_basics/lists_tuples_sets/objectives_materials", "python_basics/pathlib/objectives_materials", "python_basics/strings/objectives_materials", "python_basics/tracebacks/objectives_materials", "python_installation_execution/environments/objectives_materials", "python_installation_execution/executing_notebook_browser/objectives_materials", "python_installation_execution/executing_notebook_vscode/objectives_materials", "python_installation_execution/executing_py_shell/objectives_materials", "python_installation_execution/executing_py_vscode/objectives_materials", "python_installation_execution/executing_pytask/objectives_materials", "python_installation_execution/executing_pytest/objectives_materials", "python_installation_execution/index", "python_installation_execution/installation_linux/instructions", "python_installation_execution/installation_mac/instructions", "python_installation_execution/installation_windows/instructions", "python_installation_execution/installation_wsl/instructions", "scientific_computing/broadcasting/objectives_materials", "scientific_computing/calculations_between_arrays/objectives_materials", "scientific_computing/calculations_on_arrays/objectives_materials", "scientific_computing/creating_arrays/objectives_materials", "scientific_computing/estimagic_features/objectives_materials", "scientific_computing/index", "scientific_computing/indexing/objectives_materials", "scientific_computing/optimization_algorithms/objectives_materials", "scientific_computing/optimization_histories/objectives_materials", "scientific_computing/optimization_intro/objectives_materials", "scientific_computing/optimization_mechanics/objectives_materials", "scientific_computing/randomness/objectives_materials", "scientific_computing/speedup_intro/objectives_materials", "scientific_computing/speedup_line_profile/objectives_materials", "scientific_computing/speedup_measuring_time/objectives_materials", "scientific_computing/speedup_numba/objectives_materials", "scientific_computing/speedup_numpy/objectives_materials", "scientific_computing/speedup_snakeviz/objectives_materials", "scientific_computing/what_is_numpy/objectives_materials", "software_engineering/deciding_containers/objectives_materials", "software_engineering/defining_containers/objectives_materials", "software_engineering/error_handling_intro/objectives_materials", "software_engineering/idea_of_testing/objectives_materials", "software_engineering/index", "software_engineering/naming/objectives_materials", "software_engineering/partial/objectives_materials", "software_engineering/pure_functions/objectives_materials", "software_engineering/pytest_error_handling/objectives_materials", "software_engineering/raising_errors/objectives_materials", "software_engineering/reuse_test_code/objectives_materials", "software_engineering/style_guides/objectives_materials", "software_engineering/what_and_how_to_test/objectives_materials", "software_engineering/what_does_pytest_do/objectives_materials", "software_engineering/which_errors_to_handle/objectives_materials", "software_engineering/worked_error_example/worked_example", "software_engineering/writing_simple_pytests/objectives_materials", "texts/index", "texts/markdown_applications/objectives_materials", "texts/markdown_syntax/objectives_materials", "texts/markup_languages/objectives_materials", "tools/index", "tools/shell_history/objectives_materials", "tools/unix_navigation/objectives_materials", "tools/why_shells_today/objectives_materials", "tools/windows_navigation/objectives_materials"], "envversion": {"sphinx": 62, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.todo": 2}, "filenames": ["background/file_systems/objectives_materials.ipynb", "background/graphs/objectives_materials.ipynb", "background/index.md", "background/os_history/objectives_materials.ipynb", "debugging/avoiding_debugging/objectives_materials.ipynb", "debugging/debugging_intro/objectives_materials.ipynb", "debugging/debugging_psychology/objectives_materials.ipynb", "debugging/debugging_strategies/objectives_materials.ipynb", "debugging/gathering_data/objectives_materials.ipynb", "debugging/index.md", "debugging/pdbp/objectives_materials.ipynb", "git/branches/objectives_materials.ipynb", "git/cloning_repos/instructions.md", "git/collaboration/objectives_materials.ipynb", "git/committing/objectives_materials.ipynb", "git/creating_repos/objectives_materials.ipynb", "git/github/objectives_materials.ipynb", "git/how_git_works/objectives_materials.ipynb", "git/index.md", "git/installing_git/objectives_materials.ipynb", "git/introduction/objectives_materials.ipynb", "git/merging_and_conflicts/objectives_materials.ipynb", "git/pre_commits/objectives_materials.ipynb", "git/staging/objectives_materials.ipynb", "git/undoing_things/objectives_materials.ipynb", "git/why_git/objectives_materials.ipynb", "landing-page.md", "pandas/columns_and_indices/objectives_materials.ipynb", "pandas/creating_variables/objectives_materials.ipynb", "pandas/dataframes_and_series/objectives_materials.ipynb", "pandas/datatypes/objectives_materials.ipynb", "pandas/functional/functional_pandas.ipynb", "pandas/functional/objectives_materials.ipynb", "pandas/index.md", "pandas/inspecting_and_summarizing/objectives_materials.ipynb", "pandas/loading_and_saving/objectives_materials.ipynb", "pandas/merging/objectives_materials.ipynb", "pandas/rules/objectives_materials.ipynb", "pandas/selection/objectives_materials.ipynb", "pandas/what_is_pandas/objectives_materials.ipynb", "plotting/goals_workflow/objectives_materials.ipynb", "plotting/graph_objects/graph_objects_example.ipynb", "plotting/graph_objects/objectives_materials.ipynb", "plotting/index.md", "plotting/quick_plots/objectives_materials.ipynb", "plotting/quick_plots/quick_plots_example.ipynb", "plotting/tweak_px/objectives_materials.ipynb", "plotting/tweak_px/tweak_px_example.ipynb", "plotting/what_to_plot/objectives_materials.ipynb", "plotting/why_plotly_prerequisites/objectives_materials.ipynb", "projects/directory_structure/objectives_materials.ipynb", "projects/index.md", "projects/paths/objectives_materials.ipynb", "projects/pytask_docs/objectives_materials.ipynb", "projects/reproducibility/objectives_materials.ipynb", "projects/reusing_pytask_functions/objectives_materials.ipynb", "projects/setup/objectives_materials.ipynb", "projects/what_are_templates/objectives_materials.ipynb", "projects/what_does_pytask_do/objectives_materials.ipynb", "projects/writing_pytasks_multiple_outputs/objectives_materials.ipynb", "projects/writing_simple_pytasks/objectives_materials.ipynb", "python_basics/assignment_and_scalar_types/objectives_materials.ipynb", "python_basics/comprehensions/objectives_materials.ipynb", "python_basics/dicts/objectives_materials.ipynb", "python_basics/for_loops/objectives_materials.ipynb", "python_basics/functions_basics/objectives_materials.ipynb", "python_basics/functions_principles/objectives_materials.ipynb", "python_basics/if_conditions/objectives_materials.ipynb", "python_basics/importing/objectives_materials.ipynb", "python_basics/index.md", "python_basics/lists_tuples_sets/objectives_materials.ipynb", "python_basics/pathlib/objectives_materials.ipynb", "python_basics/strings/objectives_materials.ipynb", "python_basics/tracebacks/objectives_materials.ipynb", "python_installation_execution/environments/objectives_materials.ipynb", "python_installation_execution/executing_notebook_browser/objectives_materials.ipynb", "python_installation_execution/executing_notebook_vscode/objectives_materials.ipynb", "python_installation_execution/executing_py_shell/objectives_materials.ipynb", "python_installation_execution/executing_py_vscode/objectives_materials.ipynb", "python_installation_execution/executing_pytask/objectives_materials.ipynb", "python_installation_execution/executing_pytest/objectives_materials.ipynb", "python_installation_execution/index.md", "python_installation_execution/installation_linux/instructions.md", "python_installation_execution/installation_mac/instructions.md", "python_installation_execution/installation_windows/instructions.md", "python_installation_execution/installation_wsl/instructions.md", "scientific_computing/broadcasting/objectives_materials.ipynb", "scientific_computing/calculations_between_arrays/objectives_materials.ipynb", "scientific_computing/calculations_on_arrays/objectives_materials.ipynb", "scientific_computing/creating_arrays/objectives_materials.ipynb", "scientific_computing/estimagic_features/objectives_materials.ipynb", "scientific_computing/index.md", "scientific_computing/indexing/objectives_materials.ipynb", "scientific_computing/optimization_algorithms/objectives_materials.ipynb", "scientific_computing/optimization_histories/objectives_materials.ipynb", "scientific_computing/optimization_intro/objectives_materials.ipynb", "scientific_computing/optimization_mechanics/objectives_materials.ipynb", "scientific_computing/randomness/objectives_materials.ipynb", "scientific_computing/speedup_intro/objectives_materials.ipynb", "scientific_computing/speedup_line_profile/objectives_materials.ipynb", "scientific_computing/speedup_measuring_time/objectives_materials.ipynb", "scientific_computing/speedup_numba/objectives_materials.ipynb", "scientific_computing/speedup_numpy/objectives_materials.ipynb", "scientific_computing/speedup_snakeviz/objectives_materials.ipynb", "scientific_computing/what_is_numpy/objectives_materials.ipynb", "software_engineering/deciding_containers/objectives_materials.ipynb", "software_engineering/defining_containers/objectives_materials.ipynb", "software_engineering/error_handling_intro/objectives_materials.ipynb", "software_engineering/idea_of_testing/objectives_materials.ipynb", "software_engineering/index.md", "software_engineering/naming/objectives_materials.ipynb", "software_engineering/partial/objectives_materials.ipynb", "software_engineering/pure_functions/objectives_materials.ipynb", "software_engineering/pytest_error_handling/objectives_materials.ipynb", "software_engineering/raising_errors/objectives_materials.ipynb", "software_engineering/reuse_test_code/objectives_materials.ipynb", "software_engineering/style_guides/objectives_materials.ipynb", "software_engineering/what_and_how_to_test/objectives_materials.ipynb", "software_engineering/what_does_pytest_do/objectives_materials.ipynb", "software_engineering/which_errors_to_handle/objectives_materials.ipynb", "software_engineering/worked_error_example/worked_example.ipynb", "software_engineering/writing_simple_pytests/objectives_materials.ipynb", "texts/index.md", "texts/markdown_applications/objectives_materials.ipynb", "texts/markdown_syntax/objectives_materials.ipynb", "texts/markup_languages/objectives_materials.ipynb", "tools/index.md", "tools/shell_history/objectives_materials.ipynb", "tools/unix_navigation/objectives_materials.ipynb", "tools/why_shells_today/objectives_materials.ipynb", "tools/windows_navigation/objectives_materials.ipynb"], "indexentries": {}, "objects": {}, "objnames": {}, "objtypes": {}, "terms": {"": [0, 32, 58, 77, 84, 86, 89, 91, 94, 115], "0": [31, 41, 49, 120], "1": [12, 31, 41, 47, 49, 89, 104], "10": 85, "11": 85, "12": [41, 45, 47], "13": [41, 45, 47], "14": [41, 45, 47], "146": [41, 45, 47], "15": [41, 45, 47], "150": [41, 45, 47], "16": [41, 45, 47], "1639": [41, 45, 47], "1640": [41, 45, 47], "1641": [41, 45, 47], "1642": [41, 45, 47], "1643": [41, 45, 47], "190": [41, 45, 47], "1952": [41, 45, 47], "1957": [41, 45, 47], "1962": [41, 45, 47], "1967": [41, 45, 47], "1972": [41, 45, 47], "1987": [41, 45, 47], "1992": [41, 45, 47], "1997": [41, 45, 47], "1d": 90, "2": [12, 31, 41, 89, 92, 104], "2002": [41, 45, 47], "2007": [41, 45, 47], "220": [41, 45, 47], "230": [41, 45, 47], "27": 89, "280": [41, 45, 47], "3": [12, 31, 89, 104], "4": [31, 41, 45, 47, 89], "5": [31, 41, 89], "55": [41, 45, 47], "59": [41, 45, 47], "6": [31, 89], "64": [41, 45, 47], "66": [41, 45, 47], "660": [41, 45, 47], "67": [41, 45, 47], "690": [41, 45, 47], "7": [31, 48, 89], "70": [41, 45, 47], "71": [41, 45, 47], "72": [41, 45, 47], "73": [41, 45, 47], "747": [41, 45, 47], "766": [41, 45, 47], "77": [31, 41], "8": [31, 89, 116], "820": [41, 45, 47], "9": [31, 89], "99": 31, "A": [2, 12, 71], "And": [43, 85], "As": [24, 82, 83, 84], "But": 120, "By": [60, 121], "For": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 69, 84, 85], "If": [10, 24, 69, 82, 83, 84, 85, 128], "In": [84, 85, 128], "It": [12, 90], "Its": 85, "NOT": 85, "Not": 120, "On": [0, 19], "One": [0, 85], "Such": 120, "That": 3, "The": [1, 10, 12, 19, 42, 44, 46, 48, 51, 71, 79, 80, 82, 83, 84, 85, 86, 89, 90, 109, 120, 128], "Then": [10, 12, 82, 83, 84], "There": [0, 24, 31, 82, 83, 84], "These": [0, 1, 3, 4, 5, 6, 7, 8, 10, 20, 22, 40, 42, 44, 46, 48, 49, 86, 87, 88, 89, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 114, 116, 119], "To": [12, 82, 83, 84, 85], "_": 120, "_create_data_row": 120, "_create_head": 120, "_create_separ": 120, "_fail": 120, "_fail_if_dict_of_lists_with_different_length": 120, "_fail_if_dict_of_wrong_typ": 120, "_fail_if_list_of_dicts_with_different_kei": 120, "_fail_if_list_of_wrong_typ": 120, "_fail_if_neither_dict_nor_list": 120, "_fail_if_not_dict": 120, "_fail_if_not_list": 120, "aarch64": 85, "abandon": 24, "abbrevi": 110, "abil": 24, "abl": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "about": [35, 48, 82, 83, 84, 86, 104], "abov": [12, 84, 85, 90], "absolut": [71, 82, 83, 84], "accept": 85, "access": [0, 18, 63, 70], "accompani": 48, "accord": [37, 82, 83, 84], "account": 16, "achiev": 31, "across": [10, 31], "action": 24, "activ": [39, 49, 75, 77, 79, 80, 82, 83, 85], "actual": [24, 82, 83], "ad": 85, "adapt": 85, "add": [23, 24, 49, 57, 74, 85], "add_annot": 41, "add_trac": 41, "addition": [84, 85], "adjust": 46, "administr": 84, "advanc": [35, 53], "advantag": [85, 112], "affect": 11, "after": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "again": [12, 82, 83, 84, 85], "agan": 7, "agre": [31, 84], "agreement": [31, 82, 83], "albania": [41, 45, 47], "alberto": 48, "algorithm": [91, 95], "all": [3, 10, 12, 23, 24, 31, 52, 64, 71, 80, 84, 85, 90], "all_countri": [41, 45, 47], "allow": [84, 85, 128], "alon": 0, "alreadi": [10, 19, 31, 77, 84, 85], "also": [23, 32, 48, 77, 85], "altern": 84, "alwai": 85, "am": 22, "america": [41, 45, 47], "an": [1, 3, 5, 10, 12, 24, 29, 48, 49, 73, 83, 84, 85, 90, 94, 95, 104], "anaconda": [0, 82, 83, 84], "analysi": [1, 37, 39, 50], "ani": [12, 24, 82, 83, 84, 85], "annoi": 84, "anoth": [0, 10, 84], "answer": 77, "anyon": 49, "anyth": [12, 24, 120], "anywai": 84, "appear": [84, 85, 127], "append": [41, 120, 128], "appl": 83, "appli": [64, 88, 116], "applic": [0, 90, 95, 122], "appreci": [3, 8, 39, 98, 110, 127], "approach": [4, 43, 45, 47, 84, 85], "appropri": 85, "apt": 85, "ar": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 127, 128, 129, 130], "architectur": 85, "area": 23, "arg": 120, "argument": [36, 55, 65, 109], "arithmet": 87, "arm64": [83, 85], "armchair": 9, "around": [0, 3, 10, 56], "arrai": [90, 91, 104], "art": 48, "articl": 3, "ask": [69, 82, 83], "aspect": 41, "assign": [28, 29, 63, 69, 72], "assum": [10, 77], "astyp": 31, "audio": 36, "author": 20, "authorit": 48, "autom": [54, 116], "automat": [17, 85, 116], "avail": [48, 54, 85], "avoid": [9, 28, 101, 102, 110], "b": [11, 41, 89], "back": [12, 24], "backend": [31, 41, 44, 45, 47], "background": [0, 49], "bad": [10, 110], "bar": 85, "base": [0, 28, 38, 48, 56, 85, 108], "bash": [82, 83, 85, 128], "bashrc": 128, "basic": [3, 10, 86, 95, 116], "beauti": 3, "becaus": [10, 12, 77, 85], "becom": [24, 48], "been": [13, 120], "befor": [0, 12, 24, 31, 82, 83, 84], "begin": 36, "behavior": [1, 117], "behaviour": [3, 113], "behind": 97, "believ": [82, 83, 84], "below": [0, 82, 83, 84, 85, 120], "benefit": [20, 23, 25, 30, 37, 39, 63, 82, 83, 84, 88], "bergstrom": 48, "berkelei": 3, "best": [31, 97], "better": [36, 38, 39, 48, 66, 106], "between": [0, 11, 16, 17, 20, 21, 28, 40, 55, 61, 67, 70, 71, 74, 85, 91, 128], "bewar": 85, "beyond": 116, "big": 84, "bin": [0, 128], "binari": 85, "bit": 84, "black": 116, "block": [1, 84], "blog": 48, "blogpost": [73, 97, 110], "bold": 124, "bonn": 26, "book": [1, 48], "boolean": [38, 92], "both": 12, "bottleneck": [98, 101], "bottom": [49, 85], "bound": 96, "branch": [18, 21, 24], "brief": 2, "broadcast": 91, "brows": [16, 24, 53], "browser": 81, "bsd": 3, "build": [1, 11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 49], "built": [69, 72, 83, 85, 114, 125], "bullshit": 48, "button": 84, "c": [0, 89], "cairo": 48, "calcul": [28, 34, 91], "call": [0, 31, 48, 49, 55, 65, 77, 85], "can": [0, 4, 8, 11, 12, 19, 21, 23, 24, 31, 32, 35, 41, 55, 58, 64, 66, 77, 82, 83, 84, 85, 86, 90, 98, 102, 106, 120, 128], "canada": 41, "cannot": 84, "capit": 0, "carl": 48, "carri": 25, "case": [0, 7, 84, 85, 128], "categor": 30, "categori": 31, "categoricaldtyp": 31, "caus": [118, 120, 121], "causal": 1, "cd": [77, 84, 128, 130], "cell": [31, 38], "central": [12, 52], "certain": [24, 84, 85], "chain": [31, 60], "chanc": 85, "chang": [11, 13, 24, 31, 84], "chapter": 48, "charact": [82, 83], "chart": [42, 44, 46, 48], "check": [12, 82, 83, 84, 85, 113, 117, 120], "checkbox": 12, "checkout": [11, 24], "choic": [93, 127], "choos": [0, 12, 30, 35, 82, 83, 91, 96], "chose": [82, 83, 84], "circl": 85, "circumv": 85, "class": [68, 82, 83, 84, 106, 120], "classic": 12, "clean": [31, 85], "clean_agreement_scal": 31, "clean_data": 31, "clean_favorite_languag": 31, "clearli": 31, "click": [12, 84, 85], "clone": [16, 18], "close": [82, 83, 84, 128], "cloud": 0, "clutter": 31, "cmd": 84, "code": [0, 7, 11, 19, 20, 31, 32, 46, 62, 66, 81, 84, 88, 91, 99, 104, 109, 116, 117, 118, 120, 124], "coding_geniu": 31, "codingkim": 120, "col": 41, "collabor": [18, 20, 24], "collect": [29, 58, 82, 83, 84, 118], "color": [41, 45, 47, 77], "column": [28, 29, 31, 33, 41, 45, 92], "com": 85, "combin": [28, 36, 67, 90], "come": [31, 84, 85, 120], "command": [10, 12, 18, 20, 77, 79, 80, 82, 83, 84, 85, 127, 130], "comment": [31, 49], "commit": [17, 18, 19, 24], "common": [6, 68, 72, 110], "compar": 85, "compat": [84, 85], "complet": [84, 85], "complex": [49, 90], "complic": 85, "comprehens": 69, "comput": [1, 15, 16, 77, 83, 85, 126], "concat": 36, "concaten": 36, "concept": 114, "conda": [49, 74, 75, 77, 82, 83, 84, 85], "condit": [10, 28, 69, 84, 120], "confer": 90, "config": [12, 19, 52], "configur": [0, 10, 35, 39], "conflict": 18, "connect": [0, 16, 85], "consist": 116, "consol": 84, "construct": [54, 58], "contact": 85, "contain": [0, 64, 70, 77, 82, 83, 85, 109], "content": [31, 77, 90, 120], "continu": [83, 120], "control": [20, 25, 54], "convent": 116, "convert": [61, 120], "convert_dol_to_lod": 120, "convert_lod_to_dol": 120, "convinc": 128, "copi": 12, "copy_on_writ": [31, 34, 39], "core": 19, "corner": 85, "correct": [31, 77, 79, 80, 120], "correctli": [10, 12, 54], "correspond": 121, "cost": 120, "could": 120, "country_nam": 41, "cours": 85, "cover": [82, 83, 84, 85], "creat": [0, 7, 10, 11, 12, 14, 16, 17, 18, 19, 29, 33, 42, 43, 48, 70, 91, 120], "create_markdown_t": 120, "creation": [82, 83, 84, 89], "credenti": 12, "criterion_plot": 94, "csv": 31, "current": [11, 12, 77, 84], "custom": [41, 56, 109, 114], "customis": 43, "d": [11, 85, 120], "dag": [1, 58], "dana": 1, "danger": 31, "darkgrai": 41, "data": [0, 5, 9, 36, 41, 44, 47, 48, 63, 77, 90, 96, 106, 120], "datacamp": 70, "dataclass": 106, "datacodestandard": 54, "datafram": [27, 28, 31, 33, 36, 41, 45, 47, 90], "dataset": [32, 33, 34, 35, 39], "datatyp": [30, 35], "datclass": 105, "date": 12, "deal": 68, "debat": 120, "debian": 85, "debug": [8, 10, 31, 118], "debugg": [8, 9], "decid": [12, 40, 55, 105, 114, 119, 129], "def": [31, 120], "default": [19, 41, 45, 47, 55, 65, 82, 83, 84, 85], "defend": 84, "defin": [31, 40, 69, 109, 114], "definit": [1, 31], "delet": [11, 12, 19, 24], "depart": 26, "depend": [50, 58, 59, 60], "describ": [0, 1, 3, 11, 12, 49, 57, 73, 84, 108, 123], "descript": 14, "desir": 113, "despit": 84, "destroi": 24, "detail": 90, "detect": 99, "determin": [36, 70], "develop": [12, 39, 68], "devot": 48, "df": 31, "diagnos": 68, "diagnost": 90, "diagost": 90, "dict": [62, 105, 120], "dictionari": [64, 69, 90, 106, 120], "did": 73, "differ": [0, 3, 16, 17, 20, 21, 35, 36, 40, 50, 55, 61, 67, 68, 70, 71, 72, 74, 76, 78, 82, 83, 84, 85, 87, 115, 124, 125, 128, 130], "dimension": [92, 104], "direct": 48, "directli": [41, 45, 47, 85, 120], "directori": [0, 12, 51, 71, 77, 82, 83, 84, 85, 128, 130], "disagre": 31, "discov": 6, "discuss": [30, 32, 37, 50, 54, 58, 62, 110, 116], "disk": 0, "displai": [128, 130], "display_quiz": [77, 90], "distribut": [0, 3, 34, 82, 83, 84], "do": [10, 12, 49, 51, 64, 82, 83, 84, 85, 87, 109, 119, 120], "document": [0, 20, 35, 51, 56, 57, 61, 63, 68, 71, 72, 85, 86, 89, 92, 115, 124, 125], "doe": [24, 51, 82, 83, 84, 95, 103, 109, 120], "dol": 120, "don": [49, 90], "done": [12, 84, 85], "doubl": 84, "down": [12, 113], "download": [0, 12, 82, 83, 84, 85, 128], "drive": 0, "dropbox": [0, 20], "dtype": 31, "duplic": 115, "dure": 84, "e": [0, 10, 31, 60, 85, 120, 121], "each": [0, 4, 31, 60, 82, 83, 84, 99, 120], "earlier": 24, "earliest": 120, "easi": [84, 85, 120], "easier": 85, "easiest": 85, "easili": [12, 31], "econ": [20, 56, 57], "econom": [26, 48, 95], "ecosystem": 85, "edit": 85, "editor": [19, 128], "effect": [32, 85], "effici": [9, 20, 31, 128], "effort": [85, 115], "either": [31, 82, 83, 84, 85], "element": [63, 64, 89, 92], "elementari": 108, "elementwis": 87, "elf64": 85, "elif": 67, "els": [67, 82, 83, 84, 120], "email": 19, "emploi": [1, 48, 86, 115], "employe": 49, "enabl": 22, "encourag": 52, "engin": 0, "enough": [62, 85], "enter": [12, 82, 83], "entir": [0, 48, 101], "entri": [70, 120], "enumer": [41, 120, 124], "env": [82, 83, 84], "environ": [0, 75, 77, 79, 80, 81], "environment_nam": 84, "epp": 84, "epp_top": [84, 90], "error": [4, 12, 68, 73, 84, 109, 121], "especi": [31, 85], "essenti": [54, 104], "estimag": [91, 94], "etc": 0, "euro": 90, "europ": [41, 45, 47], "even": [12, 31, 62, 85], "everi": 41, "everyth": [39, 82, 83, 84, 85, 120], "exactli": [73, 82, 83, 84], "exampl": [0, 10, 22, 33, 43, 48, 50, 54, 64, 68, 85, 86, 98, 109, 125], "excel": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 73], "except": [12, 114, 120], "execut": [0, 10, 12, 31, 79, 80, 82, 83, 84, 98, 118], "executionpolici": 84, "exercise_1": 77, "exist": 29, "expand": 12, "expect": [82, 83, 84, 113, 115, 121], "experi": 49, "experienc": 84, "expert": 90, "expir": 12, "explain": [0, 1, 4, 5, 6, 7, 8, 10, 17, 20, 21, 22, 23, 25, 27, 28, 32, 37, 38, 39, 40, 48, 49, 50, 52, 54, 57, 58, 62, 63, 64, 67, 68, 70, 71, 74, 84, 85, 86, 87, 88, 90, 94, 95, 97, 98, 100, 101, 102, 103, 104, 106, 107, 108, 112, 113, 114, 115, 116, 117, 118, 119, 123, 125, 128, 130], "explan": 0, "exploratori": 40, "export": 49, "express": [41, 43], "extens": [48, 85], "extra": [84, 85, 115], "f": [41, 72, 82, 83, 84, 120], "facet": [42, 46], "facet_col": [41, 47], "fail": [7, 114], "failur": 118, "fals": [41, 47, 77, 90], "familiar": [84, 85], "fan": 84, "fast": [21, 50, 82, 83, 84, 90, 91, 104], "faster": [62, 98], "favorit": 85, "favorite_languag": 31, "favourit": [0, 31], "fdsp": 77, "featur": [21, 31, 39, 53, 90, 115], "feedback": 77, "feel": 49, "fellow": 73, "few": [22, 24, 48, 72, 84, 85], "fig": [41, 47], "figur": [46, 49], "file": [2, 3, 17, 18, 19, 24, 50, 58, 69, 81, 82, 83, 84, 85, 118, 128], "final": [31, 84], "find": [11, 12, 23, 44, 48, 56, 68, 82, 83, 90, 110], "fine": 31, "finish": [82, 83, 84, 85], "first": [3, 84, 85, 127], "fix": [21, 84, 85], "fixtur": 115, "flag": 0, "flat": [63, 90], "focu": [48, 73, 98], "folder": [25, 50, 77, 82, 83, 84, 85, 128], "follow": [12, 19, 77, 82, 83, 84, 85, 90, 97, 120], "font": 41, "for_each_annot": [41, 47], "forg": [82, 83, 84, 85], "form": 37, "format": [35, 37, 96, 116, 124], "former": 49, "fortran": 90, "forward": 21, "framework": 108, "free": 49, "freeli": 85, "frequenc": 24, "fresh": [82, 83, 84], "friendli": 90, "from": [12, 19, 28, 29, 41, 46, 50, 52, 68, 75, 81, 82, 83, 84, 85, 89, 90, 120], "full": 85, "fulli": 77, "function": [33, 35, 48, 49, 51, 58, 68, 69, 88, 89, 96, 100, 103, 109, 110, 113, 114, 115, 116, 117, 118, 121], "functool": 111, "furthermor": 121, "futur": [31, 34, 39, 85], "g": [0, 31, 85, 120], "gabler": 26, "galleri": [42, 44, 46], "game": 85, "gapmind": [41, 45, 47], "gather": [5, 9], "gaudeck": 26, "gener": [12, 48, 85, 97], "get": [0, 12, 31, 36, 48, 56, 82, 83, 84, 85, 86, 90, 118], "git": [1, 11, 12, 13, 14, 15, 16, 20, 22, 23, 24], "github": [10, 13, 20, 24, 85], "github_nam": 120, "github_nameeeeeeeee": 120, "give": [82, 83, 84], "given": [31, 49, 84, 85], "global": [12, 19, 31, 93], "go": [0, 12, 24, 41, 42, 82, 83, 84, 86, 120], "goal": [24, 31, 43, 85], "good": [3, 10, 31, 52, 69, 82, 83, 84, 85, 90, 110, 116, 128], "got": 12, "gotten": 49, "granular": [115, 117], "graph": [0, 2, 43, 60], "graph_object": 41, "graphic": 48, "great": [3, 48, 49], "group": 120, "gui": [20, 129], "guid": [0, 30, 84, 93, 109], "ha": [0, 3, 31, 48, 49, 60, 83, 90, 120], "had": 31, "hamburg": 12, "han": 26, "handl": [4, 51, 109], "hang": 49, "happen": [21, 24, 31, 73], "hard": [19, 24, 31, 49], "harder": 24, "harmless": 28, "have": [10, 12, 13, 19, 23, 24, 28, 31, 49, 53, 77, 82, 83, 84, 85, 90, 120, 128], "head": 124, "header": 120, "heavi": 20, "help": [0, 3, 4, 10, 11, 32, 44, 48, 58, 66, 69, 82, 83, 84, 85, 90, 120], "helper": [12, 31], "here": [0, 1, 3, 4, 5, 6, 7, 8, 10, 20, 22, 24, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 83, 85, 86, 87, 88, 89, 92, 97, 104, 107, 108, 110, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 128, 129, 130], "hetting": 106, "high": [20, 41, 45, 47], "higher": 104, "highlight": 3, "histori": [0, 2, 14, 24, 91, 126], "hit": [82, 83], "home": [0, 77], "hook": 18, "horizont": 36, "how": [0, 4, 6, 8, 10, 11, 18, 24, 25, 32, 36, 42, 48, 50, 52, 58, 68, 73, 77, 82, 83, 84, 85, 86, 90, 99, 109, 115, 118, 127], "howev": [12, 84, 85], "http": [12, 54, 85], "human": 1, "i": [0, 1, 3, 4, 5, 6, 7, 8, 10, 17, 19, 20, 22, 24, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 91, 92, 94, 97, 98, 99, 100, 101, 107, 108, 110, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 128, 129, 130], "idea": [82, 83, 84, 86, 90, 109, 128], "ideal": 73, "identifi": [86, 120], "iloc": 41, "impact": 49, "implement": [50, 90], "import": [0, 1, 5, 7, 8, 10, 27, 30, 31, 34, 37, 39, 41, 45, 47, 48, 50, 52, 69, 73, 77, 89, 90, 94, 98, 100, 101, 107, 108, 110, 113, 116, 117, 123], "importerror": 68, "improv": [58, 123], "includ": [0, 82, 83, 84], "increas": 85, "index": [27, 31, 91], "indic": 33, "individu": [38, 92], "ineffic": 6, "infer": 1, "infer_str": [31, 34, 39], "info": [82, 83, 84, 85], "inform": [28, 120], "init": [82, 83, 84, 85], "input": [50, 100, 115, 119, 121], "insert": [63, 85], "insid": [31, 85], "insight": 48, "inspect": [14, 29, 33], "inspecul": 5, "instal": [0, 18, 49, 77], "instead": [12, 19, 20, 24, 37, 119], "instruct": [82, 83, 84, 85, 128], "instructor": 73, "integr": 85, "intel": 83, "interact": 49, "interest": [3, 48, 53, 85], "interfac": [79, 80, 108, 126], "intermedi": 31, "internet": [3, 12], "interpret": 78, "interrupt": [82, 83, 84], "intro": 19, "introduct": [1, 9, 18, 91, 109], "invalid": 31, "invalid_col": 120, "invalid_dol": 120, "invalid_lod": 120, "invalid_row": 120, "involv": 59, "io": [41, 45, 47], "irrelev": 120, "isinst": 120, "issu": [49, 84, 85], "ital": 124, "iter": [7, 64, 120], "its": [0, 84], "itself": 84, "jano\u015b": 26, "javascriptjess": 120, "jess": 120, "jevin": 48, "join": [36, 120], "jonathan": 48, "judea": 1, "jump": 0, "jupyt": [75, 81], "jupyterquiz": 77, "just": [3, 12, 49, 85, 90], "k": 120, "kaleido": 49, "keep": [31, 82, 83, 84, 85], "kei": [41, 64, 120], "kept": 36, "kernel": 76, "keyword": [65, 114], "kim": 120, "kind": 85, "know": [3, 6, 31, 49, 64, 77, 82, 83, 84, 85], "l": [82, 83, 84, 128, 130], "label": [38, 41, 63], "lambda": [41, 47], "languag": [31, 82, 83, 84, 98, 122, 123], "larg": [58, 120], "last": 24, "later": [82, 83, 84], "latest": 85, "laymen": 85, "lead": [0, 3], "learn": [82, 83, 84, 85], "learned_a_lot": 31, "left": 85, "len": 120, "length": 120, "less": [48, 85], "let": [0, 85], "letter": 0, "level": [20, 31, 45, 47, 120, 124], "lib": 0, "librari": [0, 49, 63, 68, 85], "licens": [82, 83], "lie": 48, "life_expect": [41, 45, 47], "lifeexp": [41, 45, 47], "light": 48, "lightweight": 85, "like": [0, 12, 19, 31, 82, 83, 85], "limit": 4, "line": [12, 19, 20, 41, 42, 44, 45, 46, 47, 79, 80, 84, 91, 120, 127, 128], "link": [12, 56, 124], "linux": [3, 19, 81, 84], "list": [4, 7, 19, 22, 30, 35, 36, 41, 50, 61, 62, 64, 66, 69, 71, 72, 83, 85, 89, 90, 93, 95, 98, 101, 102, 120, 124, 125, 128, 130], "littl": [115, 120], "ll": 86, "load": [33, 39, 71], "loc": 38, "local": [13, 15, 16, 19, 93, 128], "locat": [0, 12, 82, 83], "lod": 120, "log": [0, 14, 68], "logo": [82, 83, 84], "long": [37, 50, 82, 83], "longer": 41, "look": [3, 12, 34, 82, 83, 85, 94, 115, 123], "loop": [28, 55, 62, 67, 69], "lot": [0, 31, 48, 82, 83, 84], "low": 36, "lower": 31, "m": 85, "mac": [19, 77, 81], "machin": [19, 84], "mackenzi": 1, "maco": [0, 3], "macosx": 83, "made": 24, "mai": [3, 84, 85], "main": [10, 21, 24, 90], "make": [6, 7, 8, 12, 18, 32, 40, 85, 90, 91], "make_subplot": 41, "mamba": [0, 85], "mambaforg": 0, "manag": [0, 82, 83, 84, 85], "mani": [31, 64, 82, 83, 84, 127], "manipul": [61, 64, 72], "manual": 25, "many_choic": 77, "markdown": [120, 122], "markup": [122, 123], "martin": 26, "match": [41, 113, 117], "mathemat": [1, 88], "mathematician": 68, "matrix": 87, "matthew": 73, "maxim": [91, 120], "me": 48, "mean": [0, 12, 51, 60, 68, 85, 121], "meaning": 121, "measur": 91, "memori": 30, "mental": [104, 113, 117], "mention": 0, "menu": [12, 85], "merg": [18, 33], "messag": [12, 14, 19, 120], "method": [7, 28, 31, 41, 45, 47, 72], "microsoft": [84, 85], "might": [3, 53], "miniforg": [82, 83, 84, 85], "miniforge3": [82, 83, 84, 85], "minim": [32, 91], "minor": 49, "mint": 85, "mislead": 48, "mistyp": 110, "mode": [5, 31, 34, 39, 41], "model": [104, 113, 117], "modern": [30, 31, 33, 35], "modifi": [17, 23, 24, 37, 111], "modul": [42, 52, 69], "modulenotfounderror": 68, "moment": 120, "more": [8, 12, 20, 32, 48, 82, 83, 84, 85, 90, 120, 128], "most": [0, 1, 19, 30, 60, 68, 84, 85, 90], "mostli": 49, "move": [11, 77, 128], "msg": 120, "much": [8, 99, 120], "multiindic": 27, "multipl": [16, 31, 38, 51, 87], "must": [83, 120], "mv": 128, "my": 85, "n": 120, "n_col": 120, "n_row": 120, "na": 31, "name": [12, 31, 41, 84, 85, 109, 116, 120], "namedtupl": [90, 105, 106], "namespac": [31, 69], "nan": 31, "nano": 19, "natur": 31, "navig": [10, 44, 50, 77, 84, 85, 126], "necessari": 120, "need": [10, 24, 31, 44, 46, 54, 56, 64, 82, 83, 84, 85, 86, 115, 119, 120], "nest": [63, 90], "netninja": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25], "network": 1, "networkx": 1, "neutral": 31, "never": [37, 82, 83, 84], "new": [10, 11, 12, 16, 24, 28, 29, 74, 82, 83, 84, 85], "new_nam": 31, "next": [12, 24, 31, 32, 82, 83, 84, 120], "nice": 3, "non": [84, 90], "none": 84, "nontabulardataerror": 120, "normal": [37, 85], "note": [31, 64, 84], "notebook": [32, 43, 81, 120], "noth": 84, "now": [12, 84, 85], "np": 89, "nthe": 120, "numba": 91, "number": [20, 48, 64, 70, 97], "numer": [28, 62, 90, 91, 104], "numpi": [86, 87, 88, 89, 90, 91, 92, 97], "o": [49, 83, 85], "object": 43, "offici": 85, "often": [12, 24, 48], "old": 49, "onc": [24, 82, 83, 84, 85, 86], "one": [3, 6, 12, 49, 60, 70, 77, 82, 83, 84, 85, 98, 120, 121], "ones": [50, 85, 120], "onli": [39, 49, 101, 120], "onlin": [12, 48, 85], "open": [13, 19, 82, 83, 84, 85, 128], "oper": [0, 2, 19, 71, 84, 85], "opt": 39, "optim": [90, 91, 96], "option": [10, 19, 22, 31, 34, 35, 39, 41, 45, 47, 84], "order": 31, "org": 54, "organis": 0, "orient": [24, 31], "other": [0, 12, 19, 24, 31, 84, 85, 90, 110, 120], "our": [10, 31, 85, 97], "out": [11, 23, 24, 82, 83, 84, 85, 120], "outdat": 19, "output": [50, 51, 84, 85, 120, 121], "over": [25, 28, 55, 64], "overview": [18, 91], "own": [0, 35, 59, 60, 65, 73, 74, 85, 121], "p": 84, "packag": [0, 68, 74, 82, 83, 84, 90, 120], "page": [3, 10, 12, 13, 32, 85], "panda": [30, 31, 35, 36, 41, 44, 47, 90], "paper": 20, "paramet": [90, 96, 115, 121], "parametr": 115, "parenthes": 84, "parenthesi": 84, "part": [3, 73, 85], "parti": 68, "partial": 109, "particular": [48, 85], "pass": [113, 117], "password": [12, 85], "past": 12, "pat": 12, "path": [51, 69, 82, 83], "pathlib": 69, "patient": 85, "pattern": 44, "pd": [31, 34, 36, 39, 41, 45, 47], "pdb": 9, "pdbcl": 10, "pearl": 1, "peasi": 85, "penguin": 85, "peopl": 85, "pep": 116, "per": [20, 24, 121], "perf_count": 100, "perfectli": 31, "perform": 85, "perman": 24, "person": [0, 18], "philosophi": 3, "physic": 0, "pick": [12, 93], "pictur": 85, "piec": 72, "pin": 113, "pio": [41, 45, 47], "pip": 49, "pitfal": 6, "pkl": 71, "place": 52, "playlist": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25], "pleas": [82, 83, 84, 85], "plot": [31, 40], "plotli": [31, 43], "plotly_dark": [41, 45, 47], "point": 16, "poland": 41, "polici": 84, "popular": [48, 85], "posit": [38, 65], "possibl": 120, "post": [12, 70, 73], "post1": 49, "potenti": [84, 85, 120], "power": 85, "powershel": 84, "practic": [31, 43, 97, 110], "pre": [18, 85], "precis": 73, "prefer": 85, "prepar": 39, "prerequisit": 43, "present": [47, 84, 90, 128, 130], "press": 12, "preview": 123, "previou": [24, 84, 120], "previous": [82, 83, 84], "primari": [24, 85], "principl": [69, 108], "print": [8, 82, 83, 84, 89], "pro": 48, "probl": 120, "problem": [84, 85, 93, 95], "problemat": 84, "procedur": 84, "process": 98, "processor": 85, "product": [55, 59, 60], "profil": 91, "program": [0, 19, 85], "programdata": 0, "programm": 25, "programminggod42": 120, "project": [1, 10, 25, 49, 50, 51, 54, 55, 58, 59, 60, 77, 79, 80, 120, 121], "prompt": [12, 84, 85], "properti": 93, "provid": [82, 83, 84, 85, 121], "psycholog": 6, "psychologi": 9, "public": [40, 46], "pull": 13, "pure": [3, 31, 109], "push": 13, "put": 85, "pwd": [82, 83, 84, 128, 130], "px": [41, 45, 47], "py": [51, 81, 84, 109], "pytask": [1, 51, 57, 59, 60, 81], "pytest": [81, 109, 113, 115, 121], "python": [0, 1, 10, 31, 61, 63, 64, 65, 68, 71, 72, 73, 77, 78, 89, 98, 103, 110, 116, 120, 124, 125], "q001": 31, "q002": 31, "q003": 31, "qualiti": 40, "queri": [38, 41, 45, 47], "question": [31, 77], "quick": 43, "quickli": [82, 83, 84], "quiz_util": 90, "quot": 124, "r": 31, "radio": 84, "rais": [109, 120, 121], "ran": 1, "random": 91, "rang": 120, "rather": [24, 85], "raw": 31, "raymond": 106, "re": [12, 31, 51, 85, 90], "react": 6, "read": [12, 31, 35, 48, 73, 84, 115, 120], "read_csv": 31, "readabl": 32, "readi": 46, "readil": 4, "real": [64, 71], "realist": 100, "realli": [90, 98], "realpython": [70, 73], "reason": [12, 24, 66, 97, 113, 117], "recogn": [60, 84, 112, 121], "recommend": [12, 19, 84, 85], "recurs": 21, "red": [41, 85], "reduct": 88, "refer": [48, 68], "regardless": 49, "rel": 71, "relat": [31, 39], "relationship": 57, "releas": 85, "relev": 52, "rememb": [86, 115], "remot": 13, "remotesign": 84, "remov": 24, "renam": [31, 33, 41, 45, 47], "reopen": 128, "repeat": [31, 84, 89], "replac": [28, 31], "repo": 18, "report": [84, 120], "repositiori": 18, "repositori": [10, 12, 13, 14, 15, 16, 17, 22], "repres": [0, 90], "reproduc": [0, 1, 58, 79], "request": 13, "requir": [20, 84], "research": [1, 20, 25, 58], "reset": [23, 24], "reshap": 89, "resolv": 18, "resourc": 3, "restart": [82, 83, 84], "result": [31, 77, 85, 115], "retriev": 46, "return": [31, 120], "reus": [109, 121], "reveal": 44, "revert": 24, "revolutionari": 127, "right": [31, 84, 90, 120, 129], "rigor": 98, "robin": 120, "robust": [20, 32], "rocklin": 73, "role": 97, "root": 0, "row": [28, 33, 36, 41, 45, 47, 92, 120], "row_dict": 120, "row_str": 120, "rule": [7, 33, 86, 110, 116], "run": [0, 50, 59, 60, 76, 77, 78, 81, 82, 83, 84, 85, 121, 128], "runtim": 91, "same": [0, 12, 31, 84, 85, 115], "save": [12, 30, 31, 33, 58, 71, 82, 83, 84, 120, 128], "savi": 84, "scalar": 69, "scale": 31, "scatter": 41, "schwabish": 48, "scienc": [1, 48], "scientif": 7, "scipi": 90, "scope": 110, "scratch": 29, "screen": [82, 83, 85], "screencast": [0, 1, 3, 4, 5, 6, 7, 8, 10, 19, 20, 22, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 92, 97, 104, 107, 108, 110, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 128, 129, 130], "screenshot": 12, "script": 77, "scroll": 12, "search": [0, 84, 85], "section": [56, 84, 85], "secur": 12, "see": [12, 24, 32, 82, 83, 84, 85, 120], "seed": 97, "seem": 49, "seemingli": 12, "seen": 19, "select": [33, 76, 78, 84, 92], "sensit": 0, "separ": [37, 50, 85, 120], "seri": [33, 38, 90], "serv": 31, "set": [10, 12, 19, 31, 33, 41, 42, 44, 45, 47, 51, 52, 65, 69, 84, 120, 121], "seven": 7, "sever": [0, 61, 70, 82, 83, 84, 90, 95], "sh": [82, 83, 85, 128], "shape": 89, "share": 0, "shell": [12, 18, 75, 81, 84, 85, 126], "short": 12, "shortcut": 85, "should": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "shouldn": 84, "show": [41, 48, 54, 73, 84, 98, 120], "showarrow": 41, "showlegend": [41, 47], "side": 32, "signatur": 111, "similar": [44, 48, 68], "simpl": [12, 41, 51, 86, 87, 109, 123], "simpler": 1, "simpli": [24, 85], "simplifi": 7, "sinc": [31, 85], "singl": [27, 38, 120], "situat": [49, 68, 86], "size": 41, "skill": [5, 123], "skip": 19, "slice": 92, "slide": [0, 1, 3, 4, 5, 6, 7, 8, 10, 20, 22, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 128, 129, 130], "slightli": 10, "small": 49, "snakeviz": 91, "snapshot": 14, "snippet": [46, 124], "so": [12, 31, 60, 85, 90], "softwar": 3, "some": [0, 3, 18, 31, 43, 48, 53, 63, 82, 83, 84, 85, 97, 106, 128], "sometim": [19, 84, 106], "somewher": 12, "sort": 85, "sourc": 37, "space": [82, 83], "special": [82, 83], "specif": [0, 24, 120], "specifi": 96, "speed": 98, "spent": 99, "spiegler": 1, "split": [41, 47], "spread": 31, "sr": 31, "stabl": 11, "stage": [17, 18], "standard": [63, 68, 70, 82, 83, 84], "start": [46, 48, 56, 75, 82, 83, 84, 85, 86, 118, 120], "state": 31, "statement": [8, 10, 67], "static": 49, "statist": 34, "statu": 23, "step": [50, 84, 85, 120], "stephen": 48, "stick": [19, 82, 83, 84], "still": [31, 84, 116, 127], "store": [0, 12, 37, 106], "str": [31, 120], "strategi": [9, 21, 32, 40, 108], "string": [28, 30, 69], "strip": 31, "strongli": 31, "structur": [31, 48, 51, 52, 63, 90, 96], "student": [3, 73, 85], "stuff": 24, "style": 109, "subdirectori": [0, 12], "subplot": 41, "subplot_titl": 41, "subsystem": 81, "subtl": [0, 48], "successfulli": 128, "sudo": 85, "suitabl": [35, 93, 96], "sum": 64, "summar": 33, "summari": 34, "support": 85, "sure": [12, 82, 83, 84, 85], "survei": 31, "switch": 84, "synchron": 12, "syntax": 122, "system": [2, 19, 20, 71, 77, 84, 85], "system32": 0, "t": [49, 84, 90], "tabl": [31, 48, 120], "tabular": [37, 120], "take": [41, 82, 83, 84], "task": [50, 51, 55, 58, 127, 129], "task_exampl": 10, "teach": 53, "tech": 84, "technica": 3, "tell": [31, 85], "templat": [10, 41, 45, 47, 51, 56], "tend": 85, "term": [84, 85], "termin": [82, 83, 84, 85, 128], "terminologi": 95, "test": [4, 7, 80, 109, 118, 119, 128], "test_exampl": 10, "testabl": [31, 32], "text": [30, 41, 47, 124, 128], "than": [8, 20, 38, 48, 62, 85, 106, 120], "thei": [0, 22, 31, 62, 82, 83, 84, 120, 127], "them": [0, 6, 24, 39, 44, 50, 59, 60, 85, 90, 121], "thi": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 127, 128, 129, 130], "thing": [3, 12, 18, 31, 64, 68, 82, 83, 84, 101, 102, 109], "think": [31, 48, 104], "third": 68, "thorough": 120, "those": [82, 83, 84, 85, 120], "though": [31, 49, 62], "three": 125, "through": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "time": [16, 24, 31, 58, 82, 83, 84, 99, 100, 120], "timeit": 100, "tini": 31, "todai": [126, 127], "togeth": 72, "token": 18, "too": [24, 115, 120], "tool": [85, 90, 127, 129], "top": [31, 57, 85], "topic": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "trace": 41, "traceback": 69, "tree": 0, "trend": 20, "tri": 84, "true": [31, 34, 39, 77, 90], "try": [11, 48, 84, 90, 120], "tupl": [64, 69], "tutori": [36, 64, 67, 70, 71], "two": [0, 5, 10, 24, 28, 31], "type": [1, 12, 19, 31, 33, 36, 69, 72, 73, 77, 82, 84, 85, 120, 125, 128], "typeerror": 120, "typic": [0, 19, 117], "u": [0, 31, 82, 83, 84, 85], "ubuntu": 85, "unabl": 84, "unam": 85, "unchang": 23, "under": [0, 39], "understad": 3, "understand": [16, 17, 20, 21, 25, 29, 39, 42, 53, 90, 127], "undo": 18, "unexpect": 85, "unfortun": 49, "uninstal": [82, 83, 84], "uniqu": [34, 41], "unit": [4, 109], "universit\u00e4t": 26, "unix": [3, 85, 126], "unless": [0, 82, 83, 84], "unstag": 23, "until": [82, 83, 84], "untrack": 23, "up": [3, 42, 44, 51, 52, 64, 77, 115], "updat": [13, 41, 47, 63], "update_layout": [41, 47], "update_xax": 41, "update_yax": 41, "upload": 13, "upsid": 85, "us": [0, 1, 7, 9, 11, 12, 13, 14, 18, 22, 23, 24, 28, 31, 32, 35, 36, 37, 39, 47, 49, 51, 54, 60, 62, 64, 67, 71, 72, 77, 79, 80, 82, 83, 84, 85, 86, 89, 90, 91, 92, 94, 98, 99, 100, 101, 103, 104, 109, 111, 112, 113, 114, 115, 119, 120, 121, 126, 128, 130], "user": [0, 12, 19, 30, 49, 90, 120], "user_1": 0, "usernam": [12, 19, 82, 83], "usr": [0, 128], "usual": 120, "v": [81, 114], "vagu": 53, "valid": [120, 121], "valu": [28, 34, 64, 65, 120], "value_count": 34, "var": [0, 31], "vari": 98, "variabl": [0, 31, 33, 34, 61, 72, 110, 116], "variou": 85, "vector": [28, 88, 90, 102], "venezuela": [41, 45, 47], "verbal": 0, "veri": [3, 12, 24, 31, 36, 48, 85, 86, 102, 120], "verifi": [13, 82, 83, 84], "version": [11, 20, 24, 25, 31, 49, 54, 82, 83, 84, 85], "vertic": 36, "via": [0, 10, 12, 20, 24, 25, 38, 49, 81, 82, 83, 84], "video": [19, 24, 85, 106], "vim": 19, "virtual": [0, 82, 83, 84, 85], "visual": [1, 34, 48, 91], "visualis": 48, "viz": 48, "vm": 85, "von": 26, "vscode": 19, "wa": 12, "wai": [0, 3, 12, 48, 56, 82, 83, 84, 85], "wait": 84, "want": [3, 12, 31, 48, 82, 83, 85, 96, 117], "watch": [3, 77], "we": [10, 11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 31, 49, 60, 77, 82, 83, 84, 85, 121], "web": 68, "webpag": 16, "websit": 85, "well": [10, 82, 83, 84, 85, 116, 124], "were": [77, 127], "west": 48, "wget": 85, "what": [10, 17, 19, 22, 31, 33, 44, 51, 64, 73, 82, 83, 84, 90, 91, 95, 103, 109, 115, 125, 128, 130], "whatev": 12, "when": [0, 6, 12, 24, 62, 68, 82, 83, 84, 85, 101, 102, 109, 114, 119, 120, 127], "where": [0, 12, 31, 49, 64, 73, 82, 83, 84, 85, 115, 119], "wherea": 0, "wherev": 31, "whether": [31, 82, 83, 85, 120], "which": [0, 11, 19, 23, 36, 49, 54, 77, 82, 83, 85, 86, 90, 109, 117, 118, 120, 129], "while": [8, 10, 24, 82, 83, 84], "who": [84, 85], "why": [1, 5, 18, 20, 21, 22, 27, 28, 31, 38, 40, 43, 48, 50, 54, 62, 66, 90, 94, 98, 100, 101, 102, 104, 106, 107, 108, 113, 116, 117, 126], "wide": 37, "width": 41, "wikipedia": [0, 3], "willing": 85, "window": [3, 43, 81, 126], "within": [0, 98], "without": [10, 11, 12, 24, 85, 115, 120], "word": 73, "work": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "workaround": 43, "workflow": [43, 55, 59, 60], "worri": 85, "would": [77, 85, 120], "wrap": 90, "write": [14, 51, 55, 62, 64, 66, 67, 74, 84, 88, 91, 104, 109, 115, 117, 120, 124], "written": 90, "wrong": [31, 120], "wsl": 84, "wsl2": 81, "x": [41, 45, 47, 83], "x86_64": [82, 83, 84, 85], "y": [41, 45, 47], "ye": [82, 83], "year": 24, "yet": [12, 31, 49, 121], "yml": [82, 83, 84], "you": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 127, 128, 129, 130], "your": [0, 3, 7, 10, 11, 12, 13, 14, 15, 16, 19, 30, 35, 40, 46, 49, 56, 58, 59, 60, 65, 73, 74, 75, 77, 82, 84, 93, 98, 99, 103, 106, 113, 117, 120, 121, 123, 128, 130], "your_env": 49, "your_link": 12, "yourself": [6, 53, 120], "youtub": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25], "ypthon": 31, "zsh": 85, "zshrc": 128, "zulip": 85}, "titles": ["File Systems", "Graphs", "Some Background", "A Brief History of Operating Systems", "Avoiding debugging", "Introduction to debugging", "(Armchair) Psychology of debugging", "Strategies for debugging", "Gathering data efficiently", "Debugging", "Using the Pdb+ debugger", "Branches", "Cloning GitHub repos + Personal Access Tokens", "Collaboration", "Making commits", "Creating repositiories", "Introduction to GitHub", "How git works", "Git and Github", "Installing git and some useful shell commands", "Introduction and Overview", "Merging and resolving merge conflicts", "Pre-commit hooks", "Staging files", "Undoing things", "Why git?", "Effective Programming Practices for Economists: Topics", "Setting and renaming columns and indices", "Creating variables", "DataFrames and Series", "Data types", "Functional data management: Example", "Functional data management", "Data management with pandas", "Inspecting and summarizing data", "Loading and saving data", "Merging datasets", "Rules for data management", "Selecting rows and columns", "What is (modern) pandas?", "Goals and Workflow", "Customised plots with plotly graph objects: Example Notebook", "Customised plots with plotly graph objects", "Plotting", "Quick plots with plotly express", "Quick plots with plotly express: Example Notebook", "Customise plots created with plotly express", "Customise plots created with plotly express: Example Notebook", "Practical Approach", "Why plotly? And some prerequisites.", "Directory structure in the templates", "Reproducible Research", "Handling paths in projects", "The pytask documentation", "What does reproducibility mean?", "Re-using pytask functions", "Setting up a project", "What are the project templates?", "What does pytask do?", "Writing (py)tasks with multiple outputs", "Writing simple (py)tasks", "Assignment and Built-in Scalar Types", "Comprehensions", "Dictionaries", "For loops", "Defining Functions", "Principles for Good Functions", "If conditions", "Importing, Namespaces, Modules", "Python Basics", "Lists, Tuples and Sets", "File paths with pathlib", "Strings", "Tracebacks and Asking for Help", "Environment files and environments", "Executing notebooks in a browser", "Executing jupyter notebooks in VS Code", "Executing
.py files from the shell", "Executing
.py files in VS Code", "Running Python code via pytask", "Running Python code via pytest", "Python: Installation and Execution", "Installing Python on Linux", "Installing Python on Mac", "Installing Python on Windows", "Installing Python with Windows Subsystem for Linux (WSL2)", "Broadcasting", "Calculations between arrays", "Calculations on arrays", "Creating arrays", "Estimagic overview", "Scientific Computing", "Array indexing", "Choosing optimization algorithms", "Visualizing optimizer histories", "Introduction to numerical optimization", "Using estimagic\u2019s minimize and maximize", "Randomness", "Introduction to making code fast", "Line profiling", "Measuring runtime", "Writing fast code with numba", "Writing fast code with numpy", "Profiling code with snakeviz", "What is numpy?", "When to use custom containers?", "Defining custom containers", "Introduction to error handling", "The idea of unit testing", "Software Engineering", "Naming things", "Partialling arguments to functions", "Pure functions", "Testing code that should raise errors", "How to raise errors?", "Reusing test code", "Style guides", "What to test? How to test it?", "What does pytest do?", "Which errors to handle?", "Worked error handling example", "Writing simple (py)tests", "Texts, Typesetting, and Text Data", "Markdown applications", "Markdown syntax", "Markup languages", "Miscellaneous Tools", "History of computer interfaces", "Navigation in the unix shell", "Why use shells today?", "Navigation in the windows shell"], "titleterms": {"": 96, "1": 84, "2": [84, 85], "3": 84, "4": 84, "A": 3, "And": 49, "For": 64, "If": 67, "The": [31, 53, 108], "access": 12, "activ": 84, "addit": [0, 3, 10, 19, 20, 27, 29, 30, 35, 36, 37, 38, 39, 48, 54, 57, 61, 63, 64, 67, 68, 70, 71, 72, 73, 79, 80, 86, 89, 92, 97, 106, 110, 115, 116, 125], "advantag": 31, "algorithm": 93, "appear": 47, "applic": [1, 123], "approach": [41, 48], "ar": 57, "argument": 111, "armchair": 6, "arrai": [87, 88, 89, 92], "ask": 73, "assign": 61, "avoid": 4, "axi": 47, "backend": 34, "background": 2, "basic": 69, "behaviour": [34, 39], "between": 87, "branch": 11, "breakpoint": 10, "brief": 3, "broadcast": 86, "browser": 75, "built": 61, "calcul": [87, 88], "call": 120, "card": [13, 21], "chang": 47, "choos": [85, 93], "class": 85, "clone": 12, "code": [10, 76, 78, 79, 80, 98, 101, 102, 103, 113, 115], "collabor": 13, "column": [27, 38, 47], "command": [19, 128], "commit": [14, 22], "comprehens": 62, "comput": [91, 127], "condit": 67, "configur": 19, "conflict": 21, "contain": [105, 106], "contin": [41, 45, 47], "countri": [41, 45, 47], "cours": [82, 83, 84], "creat": [15, 28, 46, 47, 82, 83, 84, 89], "custom": [105, 106], "customis": [41, 42, 46, 47], "data": [8, 30, 31, 32, 33, 34, 35, 37, 45, 122], "datafram": 29, "dataset": 36, "debug": [4, 5, 6, 7, 9], "debugg": 10, "defin": [65, 106], "detect": 83, "dictionari": 63, "differ": 10, "directori": 50, "distribut": 85, "do": [58, 118], "document": 53, "doe": [54, 58, 118], "economist": 26, "effect": 26, "effici": 8, "engin": 109, "entir": 45, "environ": [74, 82, 83, 84], "error": [107, 113, 114, 119, 120], "estimag": [90, 96], "exampl": [31, 41, 45, 47, 120], "execut": [75, 76, 77, 78, 81], "expect": [41, 45, 47], "express": [44, 45, 46, 47], "facet": 47, "fast": [98, 101, 102], "file": [0, 10, 23, 71, 74, 77, 78], "first": 12, "from": [45, 77], "function": [31, 32, 55, 65, 66, 111, 112, 120], "further": 28, "gather": 8, "get": [34, 39, 41, 45, 47], "git": [17, 18, 19, 25, 85], "github": [12, 16, 18], "goal": 40, "good": [66, 120], "graph": [1, 34, 41, 42], "guid": [85, 116], "handl": [52, 107, 119, 120], "help": 73, "histori": [3, 94, 127], "hook": 22, "how": [12, 17, 114, 117], "i": [12, 39, 85, 104], "idea": 108, "imper": 31, "import": 68, "index": 92, "indic": 27, "input": 120, "inspect": 34, "instal": [19, 81, 82, 83, 84, 85, 128], "interfac": 127, "introduct": [5, 16, 20, 95, 98, 107], "invalid": 120, "jupyt": 76, "label": 47, "languag": 125, "later": 12, "learn": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "level": 41, "life": [41, 45, 47], "line": 99, "link": [42, 44, 46], "linux": [82, 85], "list": 70, "load": 35, "loop": 64, "low": 41, "mac": 83, "machin": 85, "make": [14, 98], "mamba": [82, 83, 84], "manag": [31, 32, 33, 37], "markdown": [123, 124], "markup": 125, "materi": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "maxim": 96, "mean": 54, "measur": 100, "merg": [21, 36], "minim": 96, "miscellan": 126, "modern": [34, 39], "modul": 68, "multipl": 59, "name": 110, "namespac": 68, "navig": [128, 130], "note": [19, 23, 24], "notebook": [41, 45, 47, 75, 76], "numba": 101, "numer": 95, "numpi": [102, 104], "object": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "oper": 3, "optim": [93, 94, 95], "option": [3, 85], "output": 59, "overal": 47, "overview": [20, 90], "panda": [33, 34, 39, 45], "partial": 111, "path": [52, 71], "pathlib": 71, "pdb": 10, "pdbp": 10, "person": 12, "plot": [41, 42, 43, 44, 45, 46, 47], "plotli": [34, 41, 42, 44, 45, 46, 47, 49], "point": [41, 47], "practic": [26, 48], "pre": 22, "prerequisit": 49, "prettier": 47, "principl": 66, "problem": 31, "processor": 83, "profil": [99, 103], "program": 26, "project": [52, 56, 57], "psychologi": 6, "pure": 112, "py": [10, 59, 60, 77, 78, 121], "pytask": [10, 53, 55, 58, 79], "pytest": [10, 80, 118], "python": [69, 79, 80, 81, 82, 83, 84, 85], "quick": [44, 45], "quiz": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 54, 55, 57, 58, 59, 60, 61, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 77, 86, 87, 88, 89, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 124, 125, 128, 129, 130], "rais": [113, 114], "random": 97, "re": 55, "read": 28, "recip": 120, "remov": 47, "renam": 27, "repo": 12, "repositiori": 15, "reproduc": [51, 54], "research": 51, "resolv": 21, "reus": 115, "row": 38, "rule": 37, "run": [10, 79, 80], "runtim": 100, "save": 35, "scalar": 61, "scientif": 91, "screencast": [42, 44, 46], "select": 38, "seri": 29, "set": [27, 34, 39, 56, 70, 85], "shell": [19, 77, 128, 129, 130], "should": 113, "simpl": [10, 60, 121], "snakeviz": 103, "softwar": [85, 109], "some": [2, 19, 47, 49], "spaghetti": 47, "stage": 23, "start": [41, 47], "strategi": 7, "string": 72, "structur": 50, "style": 116, "subsystem": 85, "summar": 34, "syntax": 124, "system": [0, 3], "task": [59, 60], "templat": [50, 57], "test": [108, 113, 115, 117, 121], "text": 122, "thi": 85, "thing": [24, 110], "time": 12, "todai": 129, "token": 12, "tool": 126, "topic": 26, "traceback": 73, "troubleshoot": [84, 85], "tupl": 70, "type": [30, 61, 83], "typeset": 122, "undo": 24, "unit": 108, "unix": [0, 128], "up": [56, 85], "us": [10, 19, 41, 42, 44, 45, 46, 55, 96, 105, 129], "v": [76, 78], "variabl": 28, "via": [79, 80], "video": 3, "visual": 94, "vscode": 85, "wai": [10, 31], "what": [12, 39, 54, 57, 58, 85, 104, 117, 118], "when": 105, "which": 119, "why": [25, 49, 85, 129], "window": [0, 49, 84, 85, 130], "work": [12, 17, 120], "workaround": 49, "workflow": 40, "write": [59, 60, 101, 102, 121], "wsl": 85, "wsl2": 85, "year": [41, 45, 47], "your": [83, 85], "z": 128}})
\ No newline at end of file
+Search.setIndex({"alltitles": {"(Armchair) Psychology of debugging": [[6, null]], "A Brief History of Operating Systems": [[3, null]], "Activate the course environment": [[84, "activate-the-course-environment"]], "Additional Materials": [[0, "additional-materials"], [3, "additional-materials"], [10, "additional-materials"], [20, "additional-materials"], [27, "additional-materials"], [29, "additional-materials"], [30, "additional-materials"], [35, "additional-materials"], [36, "additional-materials"], [37, "additional-materials"], [38, "additional-materials"], [39, "additional-materials"], [48, "additional-materials"], [57, "additional-materials"], [61, "additional-materials"], [63, "additional-materials"], [64, "additional-materials"], [67, "additional-materials"], [68, "additional-materials"], [70, "additional-materials"], [71, "additional-materials"], [72, "additional-materials"], [73, "additional-materials"], [79, "additional-materials"], [80, "additional-materials"], [86, "additional-materials"], [89, "additional-materials"], [92, "additional-materials"], [97, "additional-materials"], [110, "additional-materials"], [115, "additional-materials"], [116, "additional-materials"], [125, "additional-materials"]], "Additional configuration": [[19, "additional-configuration"]], "Additional materials": [[54, "additional-materials"], [106, "additional-materials"]], "Advantages of the functional way": [[31, "advantages-of-the-functional-way"]], "Applications": [[1, "applications"]], "Array indexing": [[92, null]], "Assignment and Built-in Scalar Types": [[61, null]], "Avoiding debugging": [[4, null]], "Branches": [[11, null]], "Breakpoint in simple py files": [[10, "breakpoint-in-simple-py-files"]], "Breakpoints with pytask": [[10, "breakpoints-with-pytask"]], "Breakpoints with pytest": [[10, "breakpoints-with-pytest"]], "Broadcasting": [[86, null]], "Calculations between arrays": [[87, null]], "Calculations on arrays": [[88, null]], "Calling the functions with invalid inputs": [[120, "calling-the-functions-with-invalid-inputs"]], "Cards": [[13, "cards"], [21, "cards"]], "Changing overall appearance": [[47, "changing-overall-appearance"]], "Choosing a Linux Distribution": [[85, "choosing-a-linux-distribution"]], "Choosing optimization algorithms": [[93, null]], "Cloning GitHub repos + Personal Access Tokens": [[12, null]], "Collaboration": [[13, null]], "Comprehensions": [[62, null]], "Creating arrays": [[89, null]], "Creating repositiories": [[15, null]], "Creating the course environment": [[82, "creating-the-course-environment"], [83, "creating-the-course-environment"], [84, "creating-the-course-environment"]], "Creating variables": [[28, null]], "Customise plots created with plotly express": [[46, null]], "Customise plots created with plotly express: Example Notebook": [[47, null]], "Customised plots with plotly graph objects": [[42, null]], "Customised plots with plotly graph objects: Example Notebook": [[41, null]], "Data management with pandas": [[33, null]], "Data types": [[30, null]], "DataFrames and Series": [[29, null]], "Debugging": [[9, null]], "Defining Functions": [[65, null]], "Defining custom containers": [[106, null]], "Detecting your processor type": [[83, "detecting-your-processor-type"]], "Dictionaries": [[63, null]], "Directory structure in the templates": [[50, null]], "Effective Programming Practices for Economists: Topics": [[26, null]], "Environment files and environments": [[74, null]], "Estimagic overview": [[90, null]], "Executing .py files from the shell": [[77, null]], "Executing .py files in VS Code": [[78, null]], "Executing jupyter notebooks in VS Code": [[76, null]], "Executing notebooks in a browser": [[75, null]], "File Systems": [[0, null]], "File paths with pathlib": [[71, null]], "For loops": [[64, null]], "Functional data management": [[32, null]], "Functional data management: Example": [[31, null]], "Further Reading": [[28, "further-reading"]], "Gathering data efficiently": [[8, null]], "Get life expectancy by country, continent, and year": [[41, "get-life-expectancy-by-country-continent-and-year"], [45, "get-life-expectancy-by-country-continent-and-year"], [47, "get-life-expectancy-by-country-continent-and-year"]], "Git and Github": [[18, null]], "Goals and Workflow": [[40, null]], "Graphs": [[1, null]], "Handling paths in projects": [[52, null]], "History of computer interfaces": [[127, null]], "How git works": [[17, null]], "How it will work later": [[12, "how-it-will-work-later"]], "How it works the first time": [[12, "how-it-works-the-first-time"]], "How to raise errors?": [[114, null]], "If conditions": [[67, null]], "Importing, Namespaces, Modules": [[68, null]], "Inspecting and summarizing data": [[34, null]], "Installation of the z-command": [[128, "installation-of-the-z-command"]], "Installing Git (Optional)": [[85, "installing-git-optional"]], "Installing Python": [[85, "installing-python"]], "Installing Python on Linux": [[82, null]], "Installing Python on Mac": [[83, null]], "Installing Python on Windows": [[84, null]], "Installing Python with Windows Subsystem for Linux (WSL2)": [[85, null]], "Installing WSL2": [[85, "installing-wsl2"]], "Installing WSL2 on your machine": [[85, "installing-wsl2-on-your-machine"]], "Installing git and some useful shell commands": [[19, null]], "Installing mamba": [[82, "installing-mamba"], [83, "installing-mamba"], [84, "installing-mamba"]], "Introduction and Overview": [[20, null]], "Introduction to GitHub": [[16, null]], "Introduction to debugging": [[5, null]], "Introduction to error handling": [[107, null]], "Introduction to making code fast": [[98, null]], "Introduction to numerical optimization": [[95, null]], "Learning Objectives": [[0, "learning-objectives"], [1, "learning-objectives"], [3, "learning-objectives"], [4, "learning-objectives"], [5, "learning-objectives"], [6, "learning-objectives"], [7, "learning-objectives"], [8, "learning-objectives"], [10, "learning-objectives"], [11, "learning-objectives"], [13, "learning-objectives"], [14, "learning-objectives"], [15, "learning-objectives"], [16, "learning-objectives"], [17, "learning-objectives"], [19, "learning-objectives"], [20, "learning-objectives"], [21, "learning-objectives"], [22, "learning-objectives"], [23, "learning-objectives"], [24, "learning-objectives"], [25, "learning-objectives"], [27, "learning-objectives"], [28, "learning-objectives"], [29, "learning-objectives"], [30, "learning-objectives"], [32, "learning-objectives"], [34, "learning-objectives"], [35, "learning-objectives"], [36, "learning-objectives"], [37, "learning-objectives"], [38, "learning-objectives"], [39, "learning-objectives"], [40, "learning-objectives"], [42, "learning-objectives"], [44, "learning-objectives"], [46, "learning-objectives"], [48, "learning-objectives"], [49, "learning-objectives"], [50, "learning-objectives"], [52, "learning-objectives"], [53, "learning-objectives"], [54, "learning-objectives"], [55, "learning-objectives"], [56, "learning-objectives"], [57, "learning-objectives"], [58, "learning-objectives"], [59, "learning-objectives"], [60, "learning-objectives"], [61, "learning-objectives"], [62, "learning-objectives"], [63, "learning-objectives"], [64, "learning-objectives"], [65, "learning-objectives"], [66, "learning-objectives"], [67, "learning-objectives"], [68, "learning-objectives"], [70, "learning-objectives"], [71, "learning-objectives"], [72, "learning-objectives"], [73, "learning-objectives"], [74, "learning-objectives"], [75, "learning-objectives"], [76, "learning-objectives"], [77, "learning-objectives"], [78, "learning-objectives"], [79, "learning-objectives"], [80, "learning-objectives"], [86, "learning-objectives"], [87, "learning-objectives"], [88, "learning-objectives"], [89, "learning-objectives"], [90, "learning-objectives"], [92, "learning-objectives"], [93, "learning-objectives"], [94, "learning-objectives"], [95, "learning-objectives"], [96, "learning-objectives"], [97, "learning-objectives"], [98, "learning-objectives"], [99, "learning-objectives"], [100, "learning-objectives"], [101, "learning-objectives"], [102, "learning-objectives"], [103, "learning-objectives"], [104, "learning-objectives"], [105, "learning-objectives"], [106, "learning-objectives"], [107, "learning-objectives"], [108, "learning-objectives"], [110, "learning-objectives"], [111, "learning-objectives"], [112, "learning-objectives"], [113, "learning-objectives"], [114, "learning-objectives"], [115, "learning-objectives"], [116, "learning-objectives"], [117, "learning-objectives"], [118, "learning-objectives"], [119, "learning-objectives"], [121, "learning-objectives"], [123, "learning-objectives"], [124, "learning-objectives"], [125, "learning-objectives"], [127, "learning-objectives"], [128, "learning-objectives"], [129, "learning-objectives"], [130, "learning-objectives"]], "Line profiling": [[99, null]], "Links used in the screencast": [[42, "links-used-in-the-screencast"], [44, "links-used-in-the-screencast"], [46, "links-used-in-the-screencast"]], "Lists, Tuples and Sets": [[70, null]], "Loading and saving data": [[35, null]], "Low-level approach using graph objects": [[41, "low-level-approach-using-graph-objects"]], "Making commits": [[14, null]], "Markdown applications": [[123, null]], "Markdown syntax": [[124, null]], "Markup languages": [[125, null]], "Materials": [[0, "materials"], [1, "materials"], [3, "materials"], [4, "materials"], [5, "materials"], [6, "materials"], [7, "materials"], [8, "materials"], [10, "materials"], [11, "materials"], [13, "materials"], [14, "materials"], [15, "materials"], [16, "materials"], [17, "materials"], [19, "materials"], [20, "materials"], [21, "materials"], [22, "materials"], [23, "materials"], [24, "materials"], [25, "materials"], [27, "materials"], [28, "materials"], [29, "materials"], [30, "materials"], [32, "materials"], [34, "materials"], [35, "materials"], [36, "materials"], [37, "materials"], [38, "materials"], [39, "materials"], [40, "materials"], [42, "materials"], [44, "materials"], [46, "materials"], [48, "materials"], [49, "materials"], [50, "materials"], [52, "materials"], [53, "materials"], [54, "materials"], [55, "materials"], [56, "materials"], [57, "materials"], [58, "materials"], [59, "materials"], [60, "materials"], [61, "materials"], [62, "materials"], [63, "materials"], [64, "materials"], [65, "materials"], [66, "materials"], [67, "materials"], [68, "materials"], [70, "materials"], [71, "materials"], [72, "materials"], [73, "materials"], [74, "materials"], [75, "materials"], [76, "materials"], [77, "materials"], [78, "materials"], [79, "materials"], [80, "materials"], [86, "materials"], [87, "materials"], [88, "materials"], [89, "materials"], [90, "materials"], [92, "materials"], [93, "materials"], [94, "materials"], [95, "materials"], [96, "materials"], [97, "materials"], [98, "materials"], [99, "materials"], [100, "materials"], [101, "materials"], [102, "materials"], [103, "materials"], [104, "materials"], [105, "materials"], [106, "materials"], [107, "materials"], [108, "materials"], [110, "materials"], [111, "materials"], [112, "materials"], [113, "materials"], [114, "materials"], [115, "materials"], [116, "materials"], [117, "materials"], [118, "materials"], [119, "materials"], [121, "materials"], [123, "materials"], [124, "materials"], [125, "materials"], [127, "materials"], [128, "materials"], [129, "materials"], [130, "materials"]], "Measuring runtime": [[100, null]], "Merging and resolving merge conflicts": [[21, null]], "Merging datasets": [[36, null]], "Miscellaneous Tools": [[126, null]], "Naming things": [[110, null]], "Navigation in the unix shell": [[128, null]], "Navigation in the windows shell": [[130, null]], "Notes": [[19, "notes"], [23, "notes"], [24, "notes"]], "Objectives": [[12, "objectives"]], "Optional video": [[3, "optional-video"]], "Partialling arguments to functions": [[111, null]], "Plot entire data from Pandas": [[45, "plot-entire-data-from-pandas"]], "Plot entire data using plotly.express": [[45, "plot-entire-data-using-plotly-express"]], "Plotting": [[43, null]], "Practical Approach": [[48, null]], "Pre-commit hooks": [[22, null]], "Prettier axis label": [[47, "prettier-axis-label"]], "Principles for Good Functions": [[66, null]], "Problems with the imperative way": [[31, "problems-with-the-imperative-way"]], "Profiling code with snakeviz": [[103, null]], "Pure functions": [[112, null]], "Python Basics": [[69, null]], "Python: Installation and Execution": [[81, null]], "Quick plots with plotly express": [[44, null]], "Quick plots with plotly express: Example Notebook": [[45, null]], "Quiz": [[0, "quiz"], [1, "quiz"], [3, "quiz"], [4, "quiz"], [5, "quiz"], [6, "quiz"], [7, "quiz"], [8, "quiz"], [10, "quiz"], [11, "quiz"], [13, "quiz"], [14, "quiz"], [15, "quiz"], [16, "quiz"], [17, "quiz"], [19, "quiz"], [20, "quiz"], [21, "quiz"], [22, "quiz"], [23, "quiz"], [24, "quiz"], [25, "quiz"], [27, "quiz"], [28, "quiz"], [29, "quiz"], [30, "quiz"], [32, "quiz"], [34, "quiz"], [35, "quiz"], [36, "quiz"], [37, "quiz"], [38, "quiz"], [39, "quiz"], [40, "quiz"], [42, "quiz"], [44, "quiz"], [46, "quiz"], [48, "quiz"], [49, "quiz"], [50, "quiz"], [52, "quiz"], [54, "quiz"], [55, "quiz"], [57, "quiz"], [58, "quiz"], [59, "quiz"], [60, "quiz"], [61, "quiz"], [63, "quiz"], [64, "quiz"], [65, "quiz"], [66, "quiz"], [67, "quiz"], [68, "quiz"], [70, "quiz"], [71, "quiz"], [72, "quiz"], [73, "quiz"], [77, "quiz"], [86, "quiz"], [87, "quiz"], [88, "quiz"], [89, "quiz"], [92, "quiz"], [93, "quiz"], [94, "quiz"], [95, "quiz"], [96, "quiz"], [97, "quiz"], [98, "quiz"], [99, "quiz"], [100, "quiz"], [101, "quiz"], [102, "quiz"], [103, "quiz"], [104, "quiz"], [105, "quiz"], [106, "quiz"], [107, "quiz"], [108, "quiz"], [110, "quiz"], [111, "quiz"], [112, "quiz"], [113, "quiz"], [114, "quiz"], [115, "quiz"], [116, "quiz"], [117, "quiz"], [118, "quiz"], [119, "quiz"], [121, "quiz"], [124, "quiz"], [125, "quiz"], [128, "quiz"], [129, "quiz"], [130, "quiz"]], "Randomness": [[97, null]], "Re-using pytask functions": [[55, null]], "Recipe for good error handling": [[120, "recipe-for-good-error-handling"]], "Removing some Spaghettis with facet columns": [[47, "removing-some-spaghettis-with-facet-columns"]], "Reproducible Research": [[51, null]], "Reusing test code": [[115, null]], "Rules for data management": [[37, null]], "Running Python code via pytask": [[79, null]], "Running Python code via pytest": [[80, null]], "Scientific Computing": [[91, null]], "Selecting rows and columns": [[38, null]], "Set up VSCode": [[85, "set-up-vscode"]], "Setting and renaming columns and indices": [[27, null]], "Setting up Class Software in WSL2": [[85, "setting-up-class-software-in-wsl2"]], "Setting up a project": [[56, null]], "Software Engineering": [[109, null]], "Some Background": [[2, null]], "Staging files": [[23, null]], "Starting point": [[41, "starting-point"], [47, "starting-point"]], "Strategies for debugging": [[7, null]], "Strings": [[72, null]], "Style guides": [[116, null]], "Testing code that should raise errors": [[113, null]], "Texts, Typesetting, and Text Data": [[122, null]], "The functional way": [[31, "the-functional-way"]], "The idea of unit testing": [[108, null]], "The imperative way": [[31, "the-imperative-way"]], "The pytask documentation": [[53, null]], "Tracebacks and Asking for Help": [[73, null]], "Troubleshooting": [[85, "troubleshooting"]], "Troubleshooting 1": [[84, "troubleshooting-1"]], "Troubleshooting 2": [[84, "troubleshooting-2"]], "Troubleshooting 3": [[84, "troubleshooting-3"]], "Troubleshooting 4": [[84, "troubleshooting-4"]], "Undoing things": [[24, null]], "Unix File System": [[0, "unix-file-system"]], "Using estimagic\u2019s minimize and maximize": [[96, null]], "Using the Pdb+ debugger": [[10, null]], "Visualizing optimizer histories": [[94, null]], "What are the project templates?": [[57, null]], "What does pytask do?": [[58, null]], "What does pytest do?": [[118, null]], "What does reproducibility mean?": [[54, null]], "What is (modern) pandas?": [[39, null]], "What is WSL 2": [[85, "what-is-wsl-2"]], "What is cloning?": [[12, "what-is-cloning"]], "What is numpy?": [[104, null]], "What to test? How to test it?": [[117, null]], "When to use custom containers?": [[105, null]], "Which errors to handle?": [[119, null]], "Why git?": [[25, null]], "Why plotly? And some prerequisites.": [[49, null]], "Why this Guide": [[85, "why-this-guide"]], "Why use shells today?": [[129, null]], "Windows File System": [[0, "windows-file-system"]], "Windows workaround": [[49, "windows-workaround"]], "Worked error handling example": [[120, null]], "Writing (py)tasks with multiple outputs": [[59, null]], "Writing fast code with numba": [[101, null]], "Writing fast code with numpy": [[102, null]], "Writing simple (py)tasks": [[60, null]], "Writing simple (py)tests": [[121, null]], "pandas settings for getting \u201cmodern\u201d behaviour": [[39, "pandas-settings-for-getting-modern-behaviour"]], "pandas settings for getting \u201cmodern\u201d behaviour and the plotly backend for graphs": [[34, "pandas-settings-for-getting-modern-behaviour-and-the-plotly-backend-for-graphs"]], "pdbp and different ways of running code": [[10, "pdbp-and-different-ways-of-running-code"]]}, "docnames": ["background/file_systems/objectives_materials", "background/graphs/objectives_materials", "background/index", "background/os_history/objectives_materials", "debugging/avoiding_debugging/objectives_materials", "debugging/debugging_intro/objectives_materials", "debugging/debugging_psychology/objectives_materials", "debugging/debugging_strategies/objectives_materials", "debugging/gathering_data/objectives_materials", "debugging/index", "debugging/pdbp/objectives_materials", "git/branches/objectives_materials", "git/cloning_repos/instructions", "git/collaboration/objectives_materials", "git/committing/objectives_materials", "git/creating_repos/objectives_materials", "git/github/objectives_materials", "git/how_git_works/objectives_materials", "git/index", "git/installing_git/objectives_materials", "git/introduction/objectives_materials", "git/merging_and_conflicts/objectives_materials", "git/pre_commits/objectives_materials", "git/staging/objectives_materials", "git/undoing_things/objectives_materials", "git/why_git/objectives_materials", "landing-page", "pandas/columns_and_indices/objectives_materials", "pandas/creating_variables/objectives_materials", "pandas/dataframes_and_series/objectives_materials", "pandas/datatypes/objectives_materials", "pandas/functional/functional_pandas", "pandas/functional/objectives_materials", "pandas/index", "pandas/inspecting_and_summarizing/objectives_materials", "pandas/loading_and_saving/objectives_materials", "pandas/merging/objectives_materials", "pandas/rules/objectives_materials", "pandas/selection/objectives_materials", "pandas/what_is_pandas/objectives_materials", "plotting/goals_workflow/objectives_materials", "plotting/graph_objects/graph_objects_example", "plotting/graph_objects/objectives_materials", "plotting/index", "plotting/quick_plots/objectives_materials", "plotting/quick_plots/quick_plots_example", "plotting/tweak_px/objectives_materials", "plotting/tweak_px/tweak_px_example", "plotting/what_to_plot/objectives_materials", "plotting/why_plotly_prerequisites/objectives_materials", "projects/directory_structure/objectives_materials", "projects/index", "projects/paths/objectives_materials", "projects/pytask_docs/objectives_materials", "projects/reproducibility/objectives_materials", "projects/reusing_pytask_functions/objectives_materials", "projects/setup/objectives_materials", "projects/what_are_templates/objectives_materials", "projects/what_does_pytask_do/objectives_materials", "projects/writing_pytasks_multiple_outputs/objectives_materials", "projects/writing_simple_pytasks/objectives_materials", "python_basics/assignment_and_scalar_types/objectives_materials", "python_basics/comprehensions/objectives_materials", "python_basics/dicts/objectives_materials", "python_basics/for_loops/objectives_materials", "python_basics/functions_basics/objectives_materials", "python_basics/functions_principles/objectives_materials", "python_basics/if_conditions/objectives_materials", "python_basics/importing/objectives_materials", "python_basics/index", "python_basics/lists_tuples_sets/objectives_materials", "python_basics/pathlib/objectives_materials", "python_basics/strings/objectives_materials", "python_basics/tracebacks/objectives_materials", "python_installation_execution/environments/objectives_materials", "python_installation_execution/executing_notebook_browser/objectives_materials", "python_installation_execution/executing_notebook_vscode/objectives_materials", "python_installation_execution/executing_py_shell/objectives_materials", "python_installation_execution/executing_py_vscode/objectives_materials", "python_installation_execution/executing_pytask/objectives_materials", "python_installation_execution/executing_pytest/objectives_materials", "python_installation_execution/index", "python_installation_execution/installation_linux/instructions", "python_installation_execution/installation_mac/instructions", "python_installation_execution/installation_windows/instructions", "python_installation_execution/installation_wsl/instructions", "scientific_computing/broadcasting/objectives_materials", "scientific_computing/calculations_between_arrays/objectives_materials", "scientific_computing/calculations_on_arrays/objectives_materials", "scientific_computing/creating_arrays/objectives_materials", "scientific_computing/estimagic_features/objectives_materials", "scientific_computing/index", "scientific_computing/indexing/objectives_materials", "scientific_computing/optimization_algorithms/objectives_materials", "scientific_computing/optimization_histories/objectives_materials", "scientific_computing/optimization_intro/objectives_materials", "scientific_computing/optimization_mechanics/objectives_materials", "scientific_computing/randomness/objectives_materials", "scientific_computing/speedup_intro/objectives_materials", "scientific_computing/speedup_line_profile/objectives_materials", "scientific_computing/speedup_measuring_time/objectives_materials", "scientific_computing/speedup_numba/objectives_materials", "scientific_computing/speedup_numpy/objectives_materials", "scientific_computing/speedup_snakeviz/objectives_materials", "scientific_computing/what_is_numpy/objectives_materials", "software_engineering/deciding_containers/objectives_materials", "software_engineering/defining_containers/objectives_materials", "software_engineering/error_handling_intro/objectives_materials", "software_engineering/idea_of_testing/objectives_materials", "software_engineering/index", "software_engineering/naming/objectives_materials", "software_engineering/partial/objectives_materials", "software_engineering/pure_functions/objectives_materials", "software_engineering/pytest_error_handling/objectives_materials", "software_engineering/raising_errors/objectives_materials", "software_engineering/reuse_test_code/objectives_materials", "software_engineering/style_guides/objectives_materials", "software_engineering/what_and_how_to_test/objectives_materials", "software_engineering/what_does_pytest_do/objectives_materials", "software_engineering/which_errors_to_handle/objectives_materials", "software_engineering/worked_error_example/worked_example", "software_engineering/writing_simple_pytests/objectives_materials", "texts/index", "texts/markdown_applications/objectives_materials", "texts/markdown_syntax/objectives_materials", "texts/markup_languages/objectives_materials", "tools/index", "tools/shell_history/objectives_materials", "tools/unix_navigation/objectives_materials", "tools/why_shells_today/objectives_materials", "tools/windows_navigation/objectives_materials"], "envversion": {"sphinx": 62, "sphinx.domains.c": 3, "sphinx.domains.changeset": 1, "sphinx.domains.citation": 1, "sphinx.domains.cpp": 9, "sphinx.domains.index": 1, "sphinx.domains.javascript": 3, "sphinx.domains.math": 2, "sphinx.domains.python": 4, "sphinx.domains.rst": 2, "sphinx.domains.std": 2, "sphinx.ext.intersphinx": 1, "sphinx.ext.todo": 2}, "filenames": ["background/file_systems/objectives_materials.ipynb", "background/graphs/objectives_materials.ipynb", "background/index.md", "background/os_history/objectives_materials.ipynb", "debugging/avoiding_debugging/objectives_materials.ipynb", "debugging/debugging_intro/objectives_materials.ipynb", "debugging/debugging_psychology/objectives_materials.ipynb", "debugging/debugging_strategies/objectives_materials.ipynb", "debugging/gathering_data/objectives_materials.ipynb", "debugging/index.md", "debugging/pdbp/objectives_materials.ipynb", "git/branches/objectives_materials.ipynb", "git/cloning_repos/instructions.md", "git/collaboration/objectives_materials.ipynb", "git/committing/objectives_materials.ipynb", "git/creating_repos/objectives_materials.ipynb", "git/github/objectives_materials.ipynb", "git/how_git_works/objectives_materials.ipynb", "git/index.md", "git/installing_git/objectives_materials.ipynb", "git/introduction/objectives_materials.ipynb", "git/merging_and_conflicts/objectives_materials.ipynb", "git/pre_commits/objectives_materials.ipynb", "git/staging/objectives_materials.ipynb", "git/undoing_things/objectives_materials.ipynb", "git/why_git/objectives_materials.ipynb", "landing-page.md", "pandas/columns_and_indices/objectives_materials.ipynb", "pandas/creating_variables/objectives_materials.ipynb", "pandas/dataframes_and_series/objectives_materials.ipynb", "pandas/datatypes/objectives_materials.ipynb", "pandas/functional/functional_pandas.ipynb", "pandas/functional/objectives_materials.ipynb", "pandas/index.md", "pandas/inspecting_and_summarizing/objectives_materials.ipynb", "pandas/loading_and_saving/objectives_materials.ipynb", "pandas/merging/objectives_materials.ipynb", "pandas/rules/objectives_materials.ipynb", "pandas/selection/objectives_materials.ipynb", "pandas/what_is_pandas/objectives_materials.ipynb", "plotting/goals_workflow/objectives_materials.ipynb", "plotting/graph_objects/graph_objects_example.ipynb", "plotting/graph_objects/objectives_materials.ipynb", "plotting/index.md", "plotting/quick_plots/objectives_materials.ipynb", "plotting/quick_plots/quick_plots_example.ipynb", "plotting/tweak_px/objectives_materials.ipynb", "plotting/tweak_px/tweak_px_example.ipynb", "plotting/what_to_plot/objectives_materials.ipynb", "plotting/why_plotly_prerequisites/objectives_materials.ipynb", "projects/directory_structure/objectives_materials.ipynb", "projects/index.md", "projects/paths/objectives_materials.ipynb", "projects/pytask_docs/objectives_materials.ipynb", "projects/reproducibility/objectives_materials.ipynb", "projects/reusing_pytask_functions/objectives_materials.ipynb", "projects/setup/objectives_materials.ipynb", "projects/what_are_templates/objectives_materials.ipynb", "projects/what_does_pytask_do/objectives_materials.ipynb", "projects/writing_pytasks_multiple_outputs/objectives_materials.ipynb", "projects/writing_simple_pytasks/objectives_materials.ipynb", "python_basics/assignment_and_scalar_types/objectives_materials.ipynb", "python_basics/comprehensions/objectives_materials.ipynb", "python_basics/dicts/objectives_materials.ipynb", "python_basics/for_loops/objectives_materials.ipynb", "python_basics/functions_basics/objectives_materials.ipynb", "python_basics/functions_principles/objectives_materials.ipynb", "python_basics/if_conditions/objectives_materials.ipynb", "python_basics/importing/objectives_materials.ipynb", "python_basics/index.md", "python_basics/lists_tuples_sets/objectives_materials.ipynb", "python_basics/pathlib/objectives_materials.ipynb", "python_basics/strings/objectives_materials.ipynb", "python_basics/tracebacks/objectives_materials.ipynb", "python_installation_execution/environments/objectives_materials.ipynb", "python_installation_execution/executing_notebook_browser/objectives_materials.ipynb", "python_installation_execution/executing_notebook_vscode/objectives_materials.ipynb", "python_installation_execution/executing_py_shell/objectives_materials.ipynb", "python_installation_execution/executing_py_vscode/objectives_materials.ipynb", "python_installation_execution/executing_pytask/objectives_materials.ipynb", "python_installation_execution/executing_pytest/objectives_materials.ipynb", "python_installation_execution/index.md", "python_installation_execution/installation_linux/instructions.md", "python_installation_execution/installation_mac/instructions.md", "python_installation_execution/installation_windows/instructions.md", "python_installation_execution/installation_wsl/instructions.md", "scientific_computing/broadcasting/objectives_materials.ipynb", "scientific_computing/calculations_between_arrays/objectives_materials.ipynb", "scientific_computing/calculations_on_arrays/objectives_materials.ipynb", "scientific_computing/creating_arrays/objectives_materials.ipynb", "scientific_computing/estimagic_features/objectives_materials.ipynb", "scientific_computing/index.md", "scientific_computing/indexing/objectives_materials.ipynb", "scientific_computing/optimization_algorithms/objectives_materials.ipynb", "scientific_computing/optimization_histories/objectives_materials.ipynb", "scientific_computing/optimization_intro/objectives_materials.ipynb", "scientific_computing/optimization_mechanics/objectives_materials.ipynb", "scientific_computing/randomness/objectives_materials.ipynb", "scientific_computing/speedup_intro/objectives_materials.ipynb", "scientific_computing/speedup_line_profile/objectives_materials.ipynb", "scientific_computing/speedup_measuring_time/objectives_materials.ipynb", "scientific_computing/speedup_numba/objectives_materials.ipynb", "scientific_computing/speedup_numpy/objectives_materials.ipynb", "scientific_computing/speedup_snakeviz/objectives_materials.ipynb", "scientific_computing/what_is_numpy/objectives_materials.ipynb", "software_engineering/deciding_containers/objectives_materials.ipynb", "software_engineering/defining_containers/objectives_materials.ipynb", "software_engineering/error_handling_intro/objectives_materials.ipynb", "software_engineering/idea_of_testing/objectives_materials.ipynb", "software_engineering/index.md", "software_engineering/naming/objectives_materials.ipynb", "software_engineering/partial/objectives_materials.ipynb", "software_engineering/pure_functions/objectives_materials.ipynb", "software_engineering/pytest_error_handling/objectives_materials.ipynb", "software_engineering/raising_errors/objectives_materials.ipynb", "software_engineering/reuse_test_code/objectives_materials.ipynb", "software_engineering/style_guides/objectives_materials.ipynb", "software_engineering/what_and_how_to_test/objectives_materials.ipynb", "software_engineering/what_does_pytest_do/objectives_materials.ipynb", "software_engineering/which_errors_to_handle/objectives_materials.ipynb", "software_engineering/worked_error_example/worked_example.ipynb", "software_engineering/writing_simple_pytests/objectives_materials.ipynb", "texts/index.md", "texts/markdown_applications/objectives_materials.ipynb", "texts/markdown_syntax/objectives_materials.ipynb", "texts/markup_languages/objectives_materials.ipynb", "tools/index.md", "tools/shell_history/objectives_materials.ipynb", "tools/unix_navigation/objectives_materials.ipynb", "tools/why_shells_today/objectives_materials.ipynb", "tools/windows_navigation/objectives_materials.ipynb"], "indexentries": {}, "objects": {}, "objnames": {}, "objtypes": {}, "terms": {"": [0, 32, 58, 84, 86, 89, 91, 94, 115], "0": [31, 41, 49, 120], "1": [12, 31, 41, 47, 49, 89, 104], "10": 85, "11": 85, "12": [41, 45, 47], "13": [41, 45, 47], "14": [41, 45, 47], "146": [41, 45, 47], "15": [41, 45, 47], "150": [41, 45, 47], "16": [41, 45, 47], "1639": [41, 45, 47], "1640": [41, 45, 47], "1641": [41, 45, 47], "1642": [41, 45, 47], "1643": [41, 45, 47], "190": [41, 45, 47], "1952": [41, 45, 47], "1957": [41, 45, 47], "1962": [41, 45, 47], "1967": [41, 45, 47], "1972": [41, 45, 47], "1987": [41, 45, 47], "1992": [41, 45, 47], "1997": [41, 45, 47], "1d": 90, "2": [12, 31, 41, 89, 92, 104], "2002": [41, 45, 47], "2007": [41, 45, 47], "220": [41, 45, 47], "230": [41, 45, 47], "27": 89, "280": [41, 45, 47], "3": [12, 31, 89, 104], "4": [31, 41, 45, 47, 89], "5": [31, 41, 89], "55": [41, 45, 47], "59": [41, 45, 47], "6": [31, 89], "64": [41, 45, 47], "66": [41, 45, 47], "660": [41, 45, 47], "67": [41, 45, 47], "690": [41, 45, 47], "7": [31, 48, 89], "70": [41, 45, 47], "71": [41, 45, 47], "72": [41, 45, 47], "73": [41, 45, 47], "747": [41, 45, 47], "766": [41, 45, 47], "77": [31, 41], "8": [31, 89, 116], "820": [41, 45, 47], "9": [31, 89], "99": 31, "A": [2, 12, 71], "And": [43, 85], "As": [24, 82, 83, 84], "But": 120, "By": [60, 121], "For": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 69, 84, 85], "If": [10, 24, 69, 82, 83, 84, 85, 128], "In": [84, 85, 128], "It": [12, 90], "Its": 85, "NOT": 85, "Not": 120, "On": [0, 19], "One": [0, 85], "Such": 120, "That": 3, "The": [1, 10, 12, 19, 42, 44, 46, 48, 51, 71, 79, 80, 82, 83, 84, 85, 86, 89, 90, 109, 120, 128], "Then": [10, 12, 82, 83, 84], "There": [0, 24, 31, 82, 83, 84], "These": [0, 1, 3, 4, 5, 6, 7, 8, 10, 20, 22, 40, 42, 44, 46, 48, 49, 86, 87, 88, 89, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 114, 116, 119], "To": [12, 82, 83, 84, 85], "_": 120, "_create_data_row": 120, "_create_head": 120, "_create_separ": 120, "_fail": 120, "_fail_if_dict_of_lists_with_different_length": 120, "_fail_if_dict_of_wrong_typ": 120, "_fail_if_list_of_dicts_with_different_kei": 120, "_fail_if_list_of_wrong_typ": 120, "_fail_if_neither_dict_nor_list": 120, "_fail_if_not_dict": 120, "_fail_if_not_list": 120, "aarch64": 85, "abandon": 24, "abbrevi": 110, "abil": 24, "abl": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "about": [35, 48, 82, 83, 84, 86, 104], "abov": [12, 84, 85, 90], "absolut": [71, 82, 83, 84], "accept": 85, "access": [0, 18, 63, 70], "accompani": 48, "accord": [37, 82, 83, 84], "account": 16, "achiev": 31, "across": [10, 31], "action": 24, "activ": [39, 49, 75, 77, 79, 80, 82, 83, 85], "actual": [24, 82, 83], "ad": 85, "adapt": 85, "add": [23, 24, 49, 57, 74, 85], "add_annot": 41, "add_trac": 41, "addition": [84, 85], "adjust": 46, "administr": 84, "advanc": [35, 53], "advantag": [85, 112], "affect": 11, "after": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "again": [12, 82, 83, 84, 85], "agan": 7, "agre": [31, 84], "agreement": [31, 82, 83], "albania": [41, 45, 47], "alberto": 48, "algorithm": [91, 95], "all": [3, 10, 12, 23, 24, 31, 52, 64, 71, 80, 84, 85, 90], "all_countri": [41, 45, 47], "allow": [84, 85, 128], "alon": 0, "alreadi": [10, 19, 31, 77, 84, 85], "also": [23, 32, 48, 77, 85], "altern": 84, "alwai": 85, "am": 22, "america": [41, 45, 47], "an": [1, 3, 5, 10, 12, 24, 29, 48, 49, 73, 83, 84, 85, 90, 94, 95, 104], "anaconda": [0, 82, 83, 84], "analysi": [1, 37, 39, 50], "ani": [12, 24, 82, 83, 84, 85], "annoi": 84, "anoth": [0, 10, 84], "anyon": 49, "anyth": [12, 24, 120], "anywai": 84, "appear": [84, 85, 127], "append": [41, 120, 128], "appl": 83, "appli": [64, 88, 116], "applic": [0, 90, 95, 122], "appreci": [3, 8, 39, 98, 110, 127], "approach": [4, 43, 45, 47, 84, 85], "appropri": 85, "apt": 85, "ar": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 51, 52, 53, 54, 55, 56, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 127, 128, 129, 130], "architectur": 85, "area": 23, "arg": 120, "argument": [36, 55, 65, 109], "arithmet": 87, "arm64": [83, 85], "armchair": 9, "around": [0, 3, 10, 56], "arrai": [90, 91, 104], "art": 48, "articl": 3, "ask": [69, 82, 83], "aspect": 41, "assign": [28, 29, 63, 69, 72], "assum": [10, 77], "astyp": 31, "audio": 36, "author": 20, "authorit": 48, "autom": [54, 116], "automat": [17, 85, 116], "avail": [48, 54, 85], "avoid": [9, 28, 101, 102, 110], "b": [11, 41, 89], "back": [12, 24], "backend": [31, 41, 44, 45, 47], "background": [0, 49], "bad": [10, 110], "bar": 85, "base": [0, 28, 38, 48, 56, 85, 108], "bash": [82, 83, 85, 128], "bashrc": 128, "basic": [3, 10, 86, 95, 116], "beauti": 3, "becaus": [10, 12, 85], "becom": [24, 48], "been": [13, 120], "befor": [0, 12, 24, 31, 82, 83, 84], "begin": 36, "behavior": [1, 117], "behaviour": [3, 113], "behind": 97, "believ": [82, 83, 84], "below": [0, 77, 82, 83, 84, 85, 120], "benefit": [20, 23, 25, 30, 37, 39, 63, 82, 83, 84, 88], "bergstrom": 48, "berkelei": 3, "best": [31, 97], "better": [36, 38, 39, 48, 66, 106], "between": [0, 11, 16, 17, 20, 21, 28, 40, 55, 61, 67, 70, 71, 74, 85, 91, 128], "bewar": 85, "beyond": 116, "big": 84, "bin": [0, 128], "binari": 85, "bit": 84, "black": 116, "block": [1, 84], "blog": 48, "blogpost": [73, 97, 110], "bold": 124, "bonn": 26, "book": [1, 48], "boolean": [38, 92], "both": 12, "bottleneck": [98, 101], "bottom": [49, 85], "bound": 96, "branch": [18, 21, 24], "brief": 2, "broadcast": 91, "brows": [16, 24, 53], "browser": 81, "bsd": 3, "build": [1, 11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 49], "built": [69, 72, 83, 85, 114, 125], "bullshit": 48, "button": 84, "c": [0, 89], "cairo": 48, "calcul": [28, 34, 91], "call": [0, 31, 48, 49, 55, 65, 85], "can": [0, 4, 8, 11, 12, 19, 21, 23, 24, 31, 32, 35, 41, 55, 58, 64, 66, 82, 83, 84, 85, 86, 90, 98, 102, 106, 120, 128], "canada": 41, "cannot": 84, "capit": 0, "carl": 48, "carri": 25, "case": [0, 7, 77, 84, 85, 128], "categor": 30, "categori": 31, "categoricaldtyp": 31, "caus": [118, 120, 121], "causal": 1, "cd": [84, 128, 130], "cell": [31, 38], "central": [12, 52], "certain": [24, 84, 85], "chain": [31, 60], "chanc": 85, "chang": [11, 13, 24, 31, 84], "chapter": 48, "charact": [82, 83], "chart": [42, 44, 46, 48], "check": [12, 82, 83, 84, 85, 113, 117, 120], "checkbox": 12, "checkout": [11, 24], "choic": [93, 127], "choos": [0, 12, 30, 35, 82, 83, 91, 96], "chose": [82, 83, 84], "circl": 85, "circumv": 85, "class": [68, 82, 83, 84, 106, 120], "classic": 12, "clean": [31, 85], "clean_agreement_scal": 31, "clean_data": 31, "clean_favorite_languag": 31, "clearli": 31, "click": [12, 84, 85], "clone": [16, 18], "close": [82, 83, 84, 128], "cloud": 0, "clutter": 31, "cmd": 84, "code": [0, 7, 11, 19, 20, 31, 32, 46, 62, 66, 77, 81, 84, 88, 91, 99, 104, 109, 116, 117, 118, 120, 124], "coding_geniu": 31, "codingkim": 120, "col": 41, "collabor": [18, 20, 24], "collect": [29, 58, 82, 83, 84, 118], "color": [41, 45, 47], "column": [28, 29, 31, 33, 41, 45, 92], "com": 85, "combin": [28, 36, 67, 90], "come": [31, 84, 85, 120], "command": [10, 12, 18, 20, 77, 79, 80, 82, 83, 84, 85, 127, 130], "comment": [31, 49], "commit": [17, 18, 19, 24], "common": [6, 68, 72, 110], "compar": 85, "compat": [84, 85], "complet": [84, 85], "complex": [49, 90], "complic": 85, "comprehens": 69, "comput": [1, 15, 16, 77, 83, 85, 126], "concat": 36, "concaten": 36, "concept": 114, "conda": [49, 74, 75, 77, 82, 83, 84, 85], "condit": [10, 28, 69, 84, 120], "confer": 90, "config": [12, 19, 52], "configur": [0, 10, 35, 39], "conflict": 18, "connect": [0, 16, 85], "consist": 116, "consol": 84, "construct": [54, 58], "contact": 85, "contain": [0, 64, 70, 82, 83, 85, 109], "content": [31, 90, 120], "continu": [83, 120], "control": [20, 25, 54], "convent": 116, "convert": [61, 120], "convert_dol_to_lod": 120, "convert_lod_to_dol": 120, "convinc": 128, "copi": 12, "copy_on_writ": [31, 34, 39], "core": 19, "corner": 85, "correct": [31, 77, 79, 80, 120], "correctli": [10, 12, 54], "correspond": 121, "cost": 120, "could": 120, "country_nam": 41, "cours": 85, "cover": [82, 83, 84, 85], "creat": [0, 7, 10, 11, 12, 14, 16, 17, 18, 19, 29, 33, 42, 43, 48, 70, 91, 120], "create_markdown_t": 120, "creation": [82, 83, 84, 89], "credenti": 12, "criterion_plot": 94, "csv": 31, "ctrl": 77, "current": [11, 12, 84], "custom": [41, 56, 109, 114], "customis": 43, "d": [11, 85, 120], "dag": [1, 58], "dana": 1, "danger": 31, "darkgrai": 41, "data": [0, 5, 9, 36, 41, 44, 47, 48, 63, 90, 96, 106, 120], "datacamp": 70, "dataclass": 106, "datacodestandard": 54, "datafram": [27, 28, 31, 33, 36, 41, 45, 47, 90], "dataset": [32, 33, 34, 35, 39], "datatyp": [30, 35], "datclass": 105, "date": 12, "deal": 68, "debat": 120, "debian": 85, "debug": [8, 10, 31, 118], "debugg": [8, 9], "decid": [12, 40, 55, 105, 114, 119, 129], "def": [31, 120], "default": [19, 41, 45, 47, 55, 65, 82, 83, 84, 85], "defend": 84, "defin": [31, 40, 69, 109, 114], "definit": [1, 31], "delet": [11, 12, 19, 24], "depart": 26, "depend": [50, 58, 59, 60], "describ": [0, 1, 3, 11, 12, 49, 57, 73, 84, 108, 123], "descript": 14, "desir": 113, "despit": 84, "destroi": 24, "detail": 90, "detect": 99, "determin": [36, 70], "develop": [12, 39, 68], "devot": 48, "df": 31, "diagnos": 68, "diagnost": 90, "diagost": 90, "dict": [62, 105, 120], "dictionari": [64, 69, 90, 106, 120], "did": 73, "differ": [0, 3, 16, 17, 20, 21, 35, 36, 40, 50, 55, 61, 67, 68, 70, 71, 72, 74, 76, 77, 78, 82, 83, 84, 85, 87, 115, 124, 125, 128, 130], "dimension": [92, 104], "direct": 48, "directli": [41, 45, 47, 85, 120], "directori": [0, 12, 51, 71, 77, 82, 83, 84, 85, 128, 130], "disagre": 31, "discov": 6, "discuss": [30, 32, 37, 50, 54, 58, 62, 110, 116], "disk": 0, "displai": [128, 130], "display_quiz": 90, "distribut": [0, 3, 34, 82, 83, 84], "do": [10, 12, 49, 51, 64, 82, 83, 84, 85, 87, 109, 119, 120], "document": [0, 20, 35, 51, 56, 57, 61, 63, 68, 71, 72, 85, 86, 89, 92, 115, 124, 125], "doe": [24, 51, 82, 83, 84, 95, 103, 109, 120], "dol": 120, "don": [49, 90], "done": [12, 84, 85], "doubl": 84, "down": [12, 113], "download": [0, 12, 82, 83, 84, 85, 128], "drive": 0, "dropbox": [0, 20], "dtype": 31, "duplic": 115, "dure": 84, "e": [0, 10, 31, 60, 85, 120, 121], "each": [0, 4, 31, 60, 82, 83, 84, 99, 120], "earlier": 24, "earliest": 120, "easi": [84, 85, 120], "easier": 85, "easiest": 85, "easili": [12, 31], "econ": [20, 56, 57], "econom": [26, 48, 95], "ecosystem": 85, "edit": 85, "editor": [19, 128], "effect": [32, 77, 85], "effici": [9, 20, 31, 128], "effort": [85, 115], "either": [31, 82, 83, 84, 85], "element": [63, 64, 89, 92], "elementari": 108, "elementwis": 87, "elf64": 85, "elif": 67, "els": [67, 82, 83, 84, 120], "email": 19, "emploi": [1, 48, 86, 115], "employe": 49, "enabl": 22, "encourag": 52, "engin": 0, "enough": [62, 85], "enter": [12, 82, 83], "entir": [0, 48, 101], "entri": [70, 120], "enumer": [41, 120, 124], "env": [82, 83, 84], "environ": [0, 75, 77, 79, 80, 81], "environment_nam": 84, "epp": [77, 84], "epp_top": [84, 90], "error": [4, 12, 68, 73, 84, 109, 121], "especi": [31, 85], "essenti": [54, 104], "estimag": [91, 94], "etc": 0, "euro": 90, "europ": [41, 45, 47], "even": [12, 31, 62, 85], "everi": 41, "everyth": [39, 82, 83, 84, 85, 120], "exactli": [73, 82, 83, 84], "exampl": [0, 10, 22, 33, 43, 48, 50, 54, 64, 68, 85, 86, 98, 109, 125], "excel": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 73], "except": [12, 114, 120], "execut": [0, 10, 12, 31, 79, 80, 82, 83, 84, 98, 118], "executionpolici": 84, "exist": 29, "expand": 12, "expect": [82, 83, 84, 113, 115, 121], "experi": 49, "experienc": 84, "expert": 90, "expir": 12, "explain": [0, 1, 4, 5, 6, 7, 8, 10, 17, 20, 21, 22, 23, 25, 27, 28, 32, 37, 38, 39, 40, 48, 49, 50, 52, 54, 57, 58, 62, 63, 64, 67, 68, 70, 71, 74, 84, 85, 86, 87, 88, 90, 94, 95, 97, 98, 100, 101, 102, 103, 104, 106, 107, 108, 112, 113, 114, 115, 116, 117, 118, 119, 123, 125, 128, 130], "explan": 0, "exploratori": 40, "export": 49, "express": [41, 43], "extens": [48, 85], "extra": [84, 85, 115], "f": [41, 72, 82, 83, 84, 120], "facet": [42, 46], "facet_col": [41, 47], "fail": [7, 114], "failur": 118, "fals": [41, 47, 90], "familiar": [84, 85], "fan": 84, "fast": [21, 50, 82, 83, 84, 90, 91, 104], "faster": [62, 98], "favorit": 85, "favorite_languag": 31, "favourit": [0, 31], "featur": [21, 31, 39, 53, 90, 115], "feel": 49, "fellow": 73, "few": [22, 24, 48, 72, 84, 85], "fig": [41, 47], "figur": [46, 49], "file": [2, 3, 17, 18, 19, 24, 50, 58, 69, 81, 82, 83, 84, 85, 118, 128], "final": [31, 84], "find": [11, 12, 23, 44, 48, 56, 68, 82, 83, 90, 110], "fine": 31, "finish": [82, 83, 84, 85], "first": [3, 84, 85, 127], "fix": [21, 84, 85], "fixtur": 115, "flag": 0, "flat": [63, 90], "focu": [48, 73, 98], "folder": [25, 50, 82, 83, 84, 85, 128], "follow": [12, 19, 82, 83, 84, 85, 90, 97, 120], "font": 41, "for_each_annot": [41, 47], "forg": [82, 83, 84, 85], "form": 37, "format": [35, 37, 96, 116, 124], "former": 49, "fortran": 90, "forward": 21, "framework": 108, "free": 49, "freeli": 85, "frequenc": 24, "fresh": [82, 83, 84], "friendli": 90, "from": [12, 19, 28, 29, 41, 46, 50, 52, 68, 75, 81, 82, 83, 84, 85, 89, 90, 120], "full": 85, "fulli": 77, "function": [33, 35, 48, 49, 51, 58, 68, 69, 88, 89, 96, 100, 103, 109, 110, 113, 114, 115, 116, 117, 118, 121], "functool": 111, "furthermor": 121, "futur": [31, 34, 39, 85], "g": [0, 31, 85, 120], "gabler": 26, "galleri": [42, 44, 46], "game": 85, "gapmind": [41, 45, 47], "gather": [5, 9], "gaudeck": 26, "gener": [12, 48, 85, 97], "get": [0, 12, 31, 36, 48, 56, 82, 83, 84, 85, 86, 90, 118], "git": [1, 11, 12, 13, 14, 15, 16, 20, 22, 23, 24], "github": [10, 13, 20, 24, 85], "github_nam": 120, "github_nameeeeeeeee": 120, "give": [82, 83, 84], "given": [31, 49, 84, 85], "global": [12, 19, 31, 93], "go": [0, 12, 24, 41, 42, 82, 83, 84, 86, 120], "goal": [24, 31, 43, 85], "good": [3, 10, 31, 52, 69, 82, 83, 84, 85, 90, 110, 116, 128], "got": 12, "gotten": 49, "granular": [115, 117], "graph": [0, 2, 43, 60], "graph_object": 41, "graphic": 48, "great": [3, 48, 49], "group": 120, "gui": [20, 129], "guid": [0, 30, 84, 93, 109], "ha": [0, 3, 31, 48, 49, 60, 83, 90, 120], "had": 31, "hamburg": 12, "han": 26, "handl": [4, 51, 109], "hang": 49, "happen": [21, 24, 31, 73], "hard": [19, 24, 31, 49], "harder": 24, "harmless": 28, "have": [10, 12, 13, 19, 23, 24, 28, 31, 49, 53, 77, 82, 83, 84, 85, 90, 120, 128], "head": 124, "header": 120, "heavi": 20, "help": [0, 3, 4, 10, 11, 32, 44, 48, 58, 66, 69, 82, 83, 84, 85, 90, 120], "helper": [12, 31], "here": [0, 1, 3, 4, 5, 6, 7, 8, 10, 20, 22, 24, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 83, 85, 86, 87, 88, 89, 92, 97, 104, 107, 108, 110, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 128, 129, 130], "hetting": 106, "high": [20, 41, 45, 47], "higher": 104, "highlight": 3, "histori": [0, 2, 14, 24, 91, 126], "hit": [82, 83], "home": 0, "hook": 18, "horizont": 36, "how": [0, 4, 6, 8, 10, 11, 18, 24, 25, 32, 36, 42, 48, 50, 52, 58, 68, 73, 77, 82, 83, 84, 85, 86, 90, 99, 109, 115, 118, 127], "howev": [12, 84, 85], "http": [12, 54, 85], "human": 1, "i": [0, 1, 3, 4, 5, 6, 7, 8, 10, 17, 19, 20, 22, 24, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 40, 41, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 91, 92, 94, 97, 98, 99, 100, 101, 107, 108, 110, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 128, 129, 130], "idea": [82, 83, 84, 86, 90, 109, 128], "ideal": 73, "identifi": [86, 120], "iloc": 41, "impact": 49, "implement": [50, 90], "import": [0, 1, 5, 7, 8, 10, 27, 30, 31, 34, 37, 39, 41, 45, 47, 48, 50, 52, 69, 73, 89, 90, 94, 98, 100, 101, 107, 108, 110, 113, 116, 117, 123], "importerror": 68, "improv": [58, 123], "includ": [0, 82, 83, 84], "increas": 85, "index": [27, 31, 91], "indic": 33, "individu": [38, 92], "ineffic": 6, "infer": 1, "infer_str": [31, 34, 39], "info": [82, 83, 84, 85], "inform": [28, 120], "init": [82, 83, 84, 85], "input": [50, 100, 115, 119, 121], "insert": [63, 85], "insid": [31, 85], "insight": 48, "inspect": [14, 29, 33], "inspecul": 5, "instal": [0, 18, 49, 77], "instead": [12, 19, 20, 24, 37, 77, 119], "instruct": [82, 83, 84, 85, 128], "instructor": 73, "integr": [77, 85], "intel": 83, "interact": 49, "interest": [3, 48, 53, 85], "interfac": [79, 80, 108, 126], "intermedi": 31, "internet": [3, 12], "interpret": [77, 78], "interrupt": [82, 83, 84], "intro": 19, "introduct": [1, 9, 18, 91, 109], "invalid": 31, "invalid_col": 120, "invalid_dol": 120, "invalid_lod": 120, "invalid_row": 120, "involv": 59, "io": [41, 45, 47], "irrelev": 120, "isinst": 120, "issu": [49, 84, 85], "ital": 124, "iter": [7, 64, 120], "its": [0, 84], "itself": 84, "jano\u015b": 26, "javascriptjess": 120, "jess": 120, "jevin": 48, "join": [36, 120], "jonathan": 48, "judea": 1, "jump": 0, "jupyt": [75, 81], "just": [3, 12, 49, 85, 90], "k": 120, "kaleido": 49, "keep": [31, 82, 83, 84, 85], "kei": [41, 64, 120], "kept": 36, "kernel": 76, "keyword": [65, 114], "kim": 120, "kind": 85, "know": [3, 6, 31, 49, 64, 77, 82, 83, 84, 85], "l": [82, 83, 84, 128, 130], "label": [38, 41, 63], "lambda": [41, 47], "languag": [31, 82, 83, 84, 98, 122, 123], "larg": [58, 120], "last": 24, "later": [82, 83, 84], "latest": 85, "laymen": 85, "lead": [0, 3], "learn": [82, 83, 84, 85], "learned_a_lot": 31, "left": 85, "len": 120, "length": 120, "less": [48, 85], "let": [0, 85], "letter": 0, "level": [20, 31, 45, 47, 120, 124], "lib": 0, "librari": [0, 49, 63, 68, 85], "licens": [82, 83], "lie": 48, "life_expect": [41, 45, 47], "lifeexp": [41, 45, 47], "light": 48, "lightweight": 85, "like": [0, 12, 19, 31, 82, 83, 85], "limit": 4, "line": [12, 19, 20, 41, 42, 44, 45, 46, 47, 79, 80, 84, 91, 120, 127, 128], "link": [12, 56, 124], "linux": [3, 19, 81, 84], "list": [4, 7, 19, 22, 30, 35, 36, 41, 50, 61, 62, 64, 66, 69, 71, 72, 83, 85, 89, 90, 93, 95, 98, 101, 102, 120, 124, 125, 128, 130], "littl": [115, 120], "ll": 86, "load": [33, 39, 71], "loc": 38, "local": [13, 15, 16, 19, 93, 128], "locat": [0, 12, 82, 83], "lod": 120, "log": [0, 14, 68], "logo": [82, 83, 84], "long": [37, 50, 82, 83], "longer": 41, "look": [3, 12, 34, 82, 83, 85, 94, 115, 123], "loop": [28, 55, 62, 67, 69], "lot": [0, 31, 48, 82, 83, 84], "low": 36, "lower": 31, "m": 85, "mac": [19, 81], "machin": [19, 84], "mackenzi": 1, "maco": [0, 3], "macosx": 83, "made": 24, "mai": [3, 84, 85], "main": [10, 21, 24, 90], "make": [6, 7, 8, 12, 18, 32, 40, 77, 85, 90, 91], "make_subplot": 41, "mamba": [0, 85], "mambaforg": 0, "manag": [0, 82, 83, 84, 85], "mani": [31, 64, 82, 83, 84, 127], "manipul": [61, 64, 72], "manual": 25, "markdown": [120, 122], "markup": [122, 123], "martin": 26, "match": [41, 113, 117], "mathemat": [1, 88], "mathematician": 68, "matrix": 87, "matthew": 73, "maxim": [91, 120], "me": 48, "mean": [0, 12, 51, 60, 68, 85, 121], "meaning": 121, "measur": 91, "mechan": 77, "memori": 30, "mental": [104, 113, 117], "mention": 0, "menu": [12, 85], "merg": [18, 33], "messag": [12, 14, 19, 120], "method": [7, 28, 31, 41, 45, 47, 72], "microsoft": [84, 85], "might": [3, 53], "miniforg": [82, 83, 84, 85], "miniforge3": [82, 83, 84, 85], "minim": [32, 91], "minor": 49, "mint": 85, "mislead": 48, "mistyp": 110, "mode": [5, 31, 34, 39, 41], "model": [104, 113, 117], "modern": [30, 31, 33, 35], "modifi": [17, 23, 24, 37, 111], "modul": [42, 52, 69], "modulenotfounderror": 68, "moment": 120, "more": [8, 12, 20, 32, 48, 82, 83, 84, 85, 90, 120, 128], "most": [0, 1, 19, 30, 60, 68, 84, 85, 90], "mostli": 49, "move": [11, 128], "msg": 120, "much": [8, 99, 120], "multiindic": 27, "multipl": [16, 31, 38, 51, 87], "must": [83, 120], "mv": 128, "my": 85, "n": 120, "n_col": 120, "n_row": 120, "na": 31, "name": [12, 31, 41, 84, 85, 109, 116, 120], "namedtupl": [90, 105, 106], "namespac": [31, 69], "nan": 31, "nano": 19, "natur": 31, "navig": [10, 44, 50, 77, 84, 85, 126], "necessari": 120, "need": [10, 24, 31, 44, 46, 54, 56, 64, 82, 83, 84, 85, 86, 115, 119, 120], "nest": [63, 90], "netninja": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25], "network": 1, "networkx": 1, "neutral": 31, "never": [37, 82, 83, 84], "new": [10, 11, 12, 16, 24, 28, 29, 74, 77, 82, 83, 84, 85], "new_nam": 31, "next": [12, 24, 31, 32, 82, 83, 84, 120], "nice": 3, "non": [84, 90], "none": 84, "nontabulardataerror": 120, "normal": [37, 85], "note": [31, 64, 84], "notebook": [32, 43, 81, 120], "noth": 84, "now": [12, 84, 85], "np": 89, "nthe": 120, "numba": 91, "number": [20, 48, 64, 70, 97], "numer": [28, 62, 90, 91, 104], "numpi": [86, 87, 88, 89, 90, 91, 92, 97], "o": [49, 83, 85], "object": 43, "offici": 85, "often": [12, 24, 48], "old": 49, "onc": [24, 82, 83, 84, 85, 86], "one": [3, 6, 12, 49, 60, 70, 82, 83, 84, 85, 98, 120, 121], "ones": [50, 85, 120], "onli": [39, 49, 101, 120], "onlin": [12, 48, 85], "open": [13, 19, 77, 82, 83, 84, 85, 128], "oper": [0, 2, 19, 71, 84, 85], "opt": 39, "optim": [90, 91, 96], "option": [10, 19, 22, 31, 34, 35, 39, 41, 45, 47, 84], "order": 31, "org": 54, "organis": 0, "orient": [24, 31], "other": [0, 12, 19, 24, 31, 84, 85, 90, 110, 120], "our": [10, 31, 85, 97], "out": [11, 23, 24, 82, 83, 84, 85, 120], "outdat": 19, "output": [50, 51, 84, 85, 120, 121], "over": [25, 28, 55, 64], "overview": [18, 91], "own": [0, 35, 59, 60, 65, 73, 74, 85, 121], "p": [77, 84], "packag": [0, 68, 74, 82, 83, 84, 90, 120], "page": [3, 10, 12, 13, 32, 85], "palett": 77, "panda": [30, 31, 35, 36, 41, 44, 47, 90], "paper": 20, "paramet": [90, 96, 115, 121], "parametr": 115, "parenthes": 84, "parenthesi": 84, "part": [3, 73, 85], "parti": 68, "partial": 109, "particular": [48, 85], "pass": [113, 117], "password": [12, 85], "past": 12, "pat": 12, "path": [51, 69, 82, 83], "pathlib": 69, "patient": 85, "pattern": 44, "pd": [31, 34, 36, 39, 41, 45, 47], "pdb": 9, "pdbcl": 10, "pearl": 1, "peasi": 85, "penguin": 85, "peopl": 85, "pep": 116, "per": [20, 24, 121], "perf_count": 100, "perfectli": 31, "perform": 85, "perman": 24, "person": [0, 18], "philosophi": 3, "physic": 0, "pick": [12, 93], "pictur": 85, "piec": 72, "pin": 113, "pio": [41, 45, 47], "pip": 49, "pitfal": 6, "pkl": 71, "place": 52, "playlist": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25], "pleas": [82, 83, 84, 85], "plot": [31, 40], "plotli": [31, 43], "plotly_dark": [41, 45, 47], "point": 16, "poland": 41, "polici": 84, "popular": [48, 85], "posit": [38, 65], "possibl": 120, "post": [12, 70, 73], "post1": 49, "potenti": [84, 85, 120], "power": 85, "powershel": 84, "practic": [31, 43, 97, 110], "pre": [18, 85], "precis": 73, "prefer": 85, "prepar": 39, "prerequisit": 43, "present": [47, 84, 90, 128, 130], "press": [12, 77], "preview": 123, "previou": [24, 84, 120], "previous": [82, 83, 84], "primari": [24, 85], "principl": [69, 108], "print": [8, 82, 83, 84, 89], "pro": 48, "probl": 120, "problem": [84, 85, 93, 95], "problemat": 84, "procedur": 84, "process": 98, "processor": 85, "product": [55, 59, 60], "profil": 91, "program": [0, 19, 85], "programdata": 0, "programm": 25, "programminggod42": 120, "project": [1, 10, 25, 49, 50, 51, 54, 55, 58, 59, 60, 77, 79, 80, 120, 121], "prompt": [12, 84, 85], "properti": 93, "provid": [82, 83, 84, 85, 121], "psycholog": 6, "psychologi": 9, "public": [40, 46], "pull": 13, "pure": [3, 31, 109], "push": 13, "put": 85, "pwd": [82, 83, 84, 128, 130], "px": [41, 45, 47], "py": [51, 81, 84, 109], "pytask": [1, 51, 57, 59, 60, 81], "pytest": [81, 109, 113, 115, 121], "python": [0, 1, 10, 31, 61, 63, 64, 65, 68, 71, 72, 73, 77, 78, 89, 98, 103, 110, 116, 120, 124, 125], "q001": 31, "q002": 31, "q003": 31, "qualiti": 40, "queri": [38, 41, 45, 47], "question": 31, "quick": 43, "quickli": [82, 83, 84], "quiz_util": 90, "quot": 124, "r": 31, "radio": 84, "rais": [109, 120, 121], "ran": 1, "random": 91, "rang": 120, "rather": [24, 85], "raw": 31, "raymond": 106, "re": [12, 31, 51, 85, 90], "react": 6, "read": [12, 31, 35, 48, 73, 84, 115, 120], "read_csv": 31, "readabl": 32, "readi": 46, "readil": 4, "real": [64, 71], "realist": 100, "realli": [90, 98], "realpython": [70, 73], "reason": [12, 24, 66, 97, 113, 117], "recogn": [60, 84, 112, 121], "recommend": [12, 19, 84, 85], "recurs": 21, "red": [41, 85], "reduct": 88, "refer": [48, 68], "regardless": 49, "rel": 71, "relat": [31, 39], "relationship": 57, "releas": 85, "relev": 52, "rememb": [86, 115], "remot": 13, "remotesign": 84, "remov": 24, "renam": [31, 33, 41, 45, 47], "reopen": 128, "repeat": [31, 84, 89], "replac": [28, 31], "repo": 18, "report": [84, 120], "repositiori": 18, "repositori": [10, 12, 13, 14, 15, 16, 17, 22], "repres": [0, 90], "reproduc": [0, 1, 58, 79], "request": 13, "requir": [20, 84], "research": [1, 20, 25, 58], "reset": [23, 24], "reshap": 89, "resolv": 18, "resourc": 3, "restart": [82, 83, 84], "result": [31, 85, 115], "retriev": 46, "return": [31, 120], "reus": [109, 121], "reveal": 44, "revert": 24, "revolutionari": 127, "right": [31, 84, 90, 120, 129], "rigor": 98, "robin": 120, "robust": [20, 32], "rocklin": 73, "role": 97, "root": 0, "row": [28, 33, 36, 41, 45, 47, 92, 120], "row_dict": 120, "row_str": 120, "rule": [7, 33, 86, 110, 116], "run": [0, 50, 59, 60, 76, 78, 81, 82, 83, 84, 85, 121, 128], "runtim": 91, "same": [0, 12, 31, 84, 85, 115], "save": [12, 30, 31, 33, 58, 71, 82, 83, 84, 120, 128], "savi": 84, "scalar": 69, "scale": 31, "scatter": 41, "schwabish": 48, "scienc": [1, 48], "scientif": 7, "scipi": 90, "scope": 110, "scratch": 29, "screen": [82, 83, 85], "screencast": [0, 1, 3, 4, 5, 6, 7, 8, 10, 19, 20, 22, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 92, 97, 104, 107, 108, 110, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 128, 129, 130], "screenshot": [12, 77], "scroll": 12, "search": [0, 84, 85], "section": [56, 84, 85], "secur": 12, "see": [12, 24, 32, 77, 82, 83, 84, 85, 120], "seed": 97, "seem": 49, "seemingli": 12, "seen": 19, "select": [33, 76, 77, 78, 84, 92], "sensit": 0, "separ": [37, 50, 85, 120], "seri": [33, 38, 90], "serv": 31, "set": [10, 12, 19, 31, 33, 41, 42, 44, 45, 47, 51, 52, 65, 69, 84, 120, 121], "seven": 7, "sever": [0, 61, 70, 82, 83, 84, 90, 95], "sh": [82, 83, 85, 128], "shape": 89, "share": 0, "shell": [12, 18, 75, 81, 84, 85, 126], "shift": 77, "short": 12, "shortcut": 85, "should": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "shouldn": 84, "show": [41, 48, 54, 73, 84, 98, 120], "showarrow": 41, "showlegend": [41, 47], "side": 32, "signatur": 111, "similar": [44, 48, 68], "simpl": [12, 41, 51, 86, 87, 109, 123], "simpler": 1, "simpli": [24, 85], "simplifi": 7, "sinc": [31, 85], "singl": [27, 38, 120], "situat": [49, 68, 86], "size": 41, "skill": [5, 123], "skip": 19, "slice": 92, "slide": [0, 1, 3, 4, 5, 6, 7, 8, 10, 20, 22, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 128, 129, 130], "slightli": 10, "small": 49, "snakeviz": 91, "snapshot": 14, "snippet": [46, 124], "so": [12, 31, 60, 77, 85, 90], "softwar": 3, "some": [0, 3, 18, 31, 43, 48, 53, 63, 82, 83, 84, 85, 97, 106, 128], "sometim": [19, 84, 106], "somewher": 12, "sort": 85, "sourc": 37, "space": [82, 83], "special": [82, 83], "specif": [0, 24, 120], "specifi": 96, "speed": 98, "spent": 99, "spiegler": 1, "split": [41, 47], "spread": 31, "sr": 31, "stabl": 11, "stage": [17, 18], "standard": [63, 68, 70, 82, 83, 84], "start": [46, 48, 56, 75, 82, 83, 84, 85, 86, 118, 120], "state": 31, "statement": [8, 10, 67], "static": 49, "statist": 34, "statu": 23, "step": [50, 84, 85, 120], "stephen": 48, "stick": [19, 82, 83, 84], "still": [31, 84, 116, 127], "store": [0, 12, 37, 106], "str": [31, 120], "strategi": [9, 21, 32, 40, 108], "string": [28, 30, 69], "strip": 31, "strongli": 31, "structur": [31, 48, 51, 52, 63, 90, 96], "student": [3, 73, 85], "stuff": 24, "style": 109, "subdirectori": [0, 12], "subplot": 41, "subplot_titl": 41, "subsystem": 81, "subtl": [0, 48], "successfulli": 128, "sudo": 85, "suitabl": [35, 93, 96], "sum": 64, "summar": 33, "summari": 34, "support": 85, "sure": [12, 77, 82, 83, 84, 85], "survei": 31, "switch": 84, "synchron": 12, "syntax": 122, "system": [2, 19, 20, 71, 84, 85], "system32": 0, "t": [49, 84, 90], "tabl": [31, 48, 120], "tabular": [37, 120], "take": [41, 82, 83, 84], "task": [50, 51, 55, 58, 127, 129], "task_exampl": 10, "teach": 53, "tech": 84, "technica": 3, "tell": [31, 85], "templat": [10, 41, 45, 47, 51, 56], "tend": 85, "term": [84, 85], "termin": [77, 82, 83, 84, 85, 128], "terminologi": 95, "test": [4, 7, 80, 109, 118, 119, 128], "test_exampl": 10, "testabl": [31, 32], "text": [30, 41, 47, 124, 128], "than": [8, 20, 38, 48, 62, 85, 106, 120], "thei": [0, 22, 31, 62, 82, 83, 84, 120, 127], "them": [0, 6, 24, 39, 44, 50, 59, 60, 85, 90, 121], "thi": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 31, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 127, 128, 129, 130], "thing": [3, 12, 18, 31, 64, 68, 82, 83, 84, 101, 102, 109], "think": [31, 48, 104], "third": 68, "thorough": 120, "those": [82, 83, 84, 85, 120], "though": [31, 49, 62], "three": 125, "through": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "time": [16, 24, 31, 58, 82, 83, 84, 99, 100, 120], "timeit": 100, "tini": 31, "todai": [126, 127], "togeth": 72, "token": 18, "too": [24, 115, 120], "tool": [85, 90, 127, 129], "top": [31, 57, 85], "topic": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "trace": 41, "traceback": 69, "tree": 0, "trend": 20, "tri": 84, "true": [31, 34, 39, 90], "try": [11, 48, 84, 90, 120], "tupl": [64, 69], "tutori": [36, 64, 67, 70, 71], "two": [0, 5, 10, 24, 28, 31], "type": [1, 12, 19, 31, 33, 36, 69, 72, 73, 77, 82, 84, 85, 120, 125, 128], "typeerror": 120, "typic": [0, 19, 117], "u": [0, 31, 82, 83, 84, 85], "ubuntu": 85, "unabl": 84, "unam": 85, "unchang": 23, "under": [0, 39], "understad": 3, "understand": [16, 17, 20, 21, 25, 29, 39, 42, 53, 90, 127], "undo": 18, "unexpect": 85, "unfortun": 49, "uninstal": [82, 83, 84], "uniqu": [34, 41], "unit": [4, 109], "universit\u00e4t": 26, "unix": [3, 85, 126], "unless": [0, 82, 83, 84], "unstag": 23, "until": [82, 83, 84], "untrack": 23, "up": [3, 42, 44, 51, 52, 64, 115], "updat": [13, 41, 47, 63], "update_layout": [41, 47], "update_xax": 41, "update_yax": 41, "upload": 13, "upsid": 85, "us": [0, 1, 7, 9, 11, 12, 13, 14, 18, 22, 23, 24, 28, 31, 32, 35, 36, 37, 39, 47, 49, 51, 54, 60, 62, 64, 67, 71, 72, 77, 79, 80, 82, 83, 84, 85, 86, 89, 90, 91, 92, 94, 98, 99, 100, 101, 103, 104, 109, 111, 112, 113, 114, 115, 119, 120, 121, 126, 128, 130], "user": [0, 12, 19, 30, 49, 90, 120], "user_1": 0, "usernam": [12, 19, 82, 83], "usr": [0, 128], "usual": 120, "v": [77, 81, 114], "vagu": 53, "valid": [120, 121], "valu": [28, 34, 64, 65, 120], "value_count": 34, "var": [0, 31], "vari": 98, "variabl": [0, 31, 33, 34, 61, 72, 110, 116], "variou": 85, "vector": [28, 88, 90, 102], "venezuela": [41, 45, 47], "verbal": 0, "veri": [3, 12, 24, 31, 36, 48, 85, 86, 102, 120], "verifi": [13, 82, 83, 84], "version": [11, 20, 24, 25, 31, 49, 54, 82, 83, 84, 85], "vertic": 36, "via": [0, 10, 12, 20, 24, 25, 38, 49, 81, 82, 83, 84], "video": [19, 24, 85, 106], "vim": 19, "virtual": [0, 82, 83, 84, 85], "visual": [1, 34, 48, 91], "visualis": 48, "viz": 48, "vm": 85, "von": 26, "vscode": 19, "wa": 12, "wai": [0, 3, 12, 48, 56, 82, 83, 84, 85], "wait": 84, "want": [3, 12, 31, 48, 82, 83, 85, 96, 117], "watch": [3, 77], "we": [10, 11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25, 31, 49, 60, 77, 82, 83, 84, 85, 121], "web": 68, "webpag": 16, "websit": 85, "well": [10, 82, 83, 84, 85, 116, 124], "were": 127, "west": 48, "wget": 85, "what": [10, 17, 19, 22, 31, 33, 44, 51, 64, 73, 82, 83, 84, 90, 91, 95, 103, 109, 115, 125, 128, 130], "whatev": 12, "when": [0, 6, 12, 24, 62, 68, 82, 83, 84, 85, 101, 102, 109, 114, 119, 120, 127], "where": [0, 12, 31, 49, 64, 73, 82, 83, 84, 85, 115, 119], "wherea": 0, "wherev": 31, "whether": [31, 82, 83, 85, 120], "which": [0, 11, 19, 23, 36, 49, 54, 82, 83, 85, 86, 90, 109, 117, 118, 120, 129], "while": [8, 10, 24, 82, 83, 84], "who": [84, 85], "why": [1, 5, 18, 20, 21, 22, 27, 28, 31, 38, 40, 43, 48, 50, 54, 62, 66, 90, 94, 98, 100, 101, 102, 104, 106, 107, 108, 113, 116, 117, 126], "wide": 37, "width": 41, "wikipedia": [0, 3], "willing": 85, "window": [3, 43, 81, 126], "within": [0, 98], "without": [10, 11, 12, 24, 85, 115, 120], "word": 73, "work": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 18, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "workaround": 43, "workflow": [43, 55, 59, 60], "worri": 85, "would": [85, 120], "wrap": 90, "write": [14, 51, 55, 62, 64, 66, 67, 74, 84, 88, 91, 104, 109, 115, 117, 120, 124], "written": 90, "wrong": [31, 120], "wsl": 84, "wsl2": 81, "x": [41, 45, 47, 83], "x86_64": [82, 83, 84, 85], "y": [41, 45, 47], "ye": [82, 83], "year": 24, "yet": [12, 31, 49, 121], "yml": [82, 83, 84], "you": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 82, 83, 84, 85, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 123, 124, 125, 127, 128, 129, 130], "your": [0, 3, 7, 10, 11, 12, 13, 14, 15, 16, 19, 30, 35, 40, 46, 49, 56, 58, 59, 60, 65, 73, 74, 75, 77, 82, 84, 93, 98, 99, 103, 106, 113, 117, 120, 121, 123, 128, 130], "your_env": 49, "your_link": 12, "yourself": [6, 53, 120], "youtub": [11, 13, 14, 15, 16, 17, 19, 21, 23, 24, 25], "ypthon": 31, "zsh": 85, "zshrc": 128, "zulip": 85}, "titles": ["File Systems", "Graphs", "Some Background", "A Brief History of Operating Systems", "Avoiding debugging", "Introduction to debugging", "(Armchair) Psychology of debugging", "Strategies for debugging", "Gathering data efficiently", "Debugging", "Using the Pdb+ debugger", "Branches", "Cloning GitHub repos + Personal Access Tokens", "Collaboration", "Making commits", "Creating repositiories", "Introduction to GitHub", "How git works", "Git and Github", "Installing git and some useful shell commands", "Introduction and Overview", "Merging and resolving merge conflicts", "Pre-commit hooks", "Staging files", "Undoing things", "Why git?", "Effective Programming Practices for Economists: Topics", "Setting and renaming columns and indices", "Creating variables", "DataFrames and Series", "Data types", "Functional data management: Example", "Functional data management", "Data management with pandas", "Inspecting and summarizing data", "Loading and saving data", "Merging datasets", "Rules for data management", "Selecting rows and columns", "What is (modern) pandas?", "Goals and Workflow", "Customised plots with plotly graph objects: Example Notebook", "Customised plots with plotly graph objects", "Plotting", "Quick plots with plotly express", "Quick plots with plotly express: Example Notebook", "Customise plots created with plotly express", "Customise plots created with plotly express: Example Notebook", "Practical Approach", "Why plotly? And some prerequisites.", "Directory structure in the templates", "Reproducible Research", "Handling paths in projects", "The pytask documentation", "What does reproducibility mean?", "Re-using pytask functions", "Setting up a project", "What are the project templates?", "What does pytask do?", "Writing (py)tasks with multiple outputs", "Writing simple (py)tasks", "Assignment and Built-in Scalar Types", "Comprehensions", "Dictionaries", "For loops", "Defining Functions", "Principles for Good Functions", "If conditions", "Importing, Namespaces, Modules", "Python Basics", "Lists, Tuples and Sets", "File paths with pathlib", "Strings", "Tracebacks and Asking for Help", "Environment files and environments", "Executing notebooks in a browser", "Executing jupyter notebooks in VS Code", "Executing
.py files from the shell", "Executing
.py files in VS Code", "Running Python code via pytask", "Running Python code via pytest", "Python: Installation and Execution", "Installing Python on Linux", "Installing Python on Mac", "Installing Python on Windows", "Installing Python with Windows Subsystem for Linux (WSL2)", "Broadcasting", "Calculations between arrays", "Calculations on arrays", "Creating arrays", "Estimagic overview", "Scientific Computing", "Array indexing", "Choosing optimization algorithms", "Visualizing optimizer histories", "Introduction to numerical optimization", "Using estimagic\u2019s minimize and maximize", "Randomness", "Introduction to making code fast", "Line profiling", "Measuring runtime", "Writing fast code with numba", "Writing fast code with numpy", "Profiling code with snakeviz", "What is numpy?", "When to use custom containers?", "Defining custom containers", "Introduction to error handling", "The idea of unit testing", "Software Engineering", "Naming things", "Partialling arguments to functions", "Pure functions", "Testing code that should raise errors", "How to raise errors?", "Reusing test code", "Style guides", "What to test? How to test it?", "What does pytest do?", "Which errors to handle?", "Worked error handling example", "Writing simple (py)tests", "Texts, Typesetting, and Text Data", "Markdown applications", "Markdown syntax", "Markup languages", "Miscellaneous Tools", "History of computer interfaces", "Navigation in the unix shell", "Why use shells today?", "Navigation in the windows shell"], "titleterms": {"": 96, "1": 84, "2": [84, 85], "3": 84, "4": 84, "A": 3, "And": 49, "For": 64, "If": 67, "The": [31, 53, 108], "access": 12, "activ": 84, "addit": [0, 3, 10, 19, 20, 27, 29, 30, 35, 36, 37, 38, 39, 48, 54, 57, 61, 63, 64, 67, 68, 70, 71, 72, 73, 79, 80, 86, 89, 92, 97, 106, 110, 115, 116, 125], "advantag": 31, "algorithm": 93, "appear": 47, "applic": [1, 123], "approach": [41, 48], "ar": 57, "argument": 111, "armchair": 6, "arrai": [87, 88, 89, 92], "ask": 73, "assign": 61, "avoid": 4, "axi": 47, "backend": 34, "background": 2, "basic": 69, "behaviour": [34, 39], "between": 87, "branch": 11, "breakpoint": 10, "brief": 3, "broadcast": 86, "browser": 75, "built": 61, "calcul": [87, 88], "call": 120, "card": [13, 21], "chang": 47, "choos": [85, 93], "class": 85, "clone": 12, "code": [10, 76, 78, 79, 80, 98, 101, 102, 103, 113, 115], "collabor": 13, "column": [27, 38, 47], "command": [19, 128], "commit": [14, 22], "comprehens": 62, "comput": [91, 127], "condit": 67, "configur": 19, "conflict": 21, "contain": [105, 106], "contin": [41, 45, 47], "countri": [41, 45, 47], "cours": [82, 83, 84], "creat": [15, 28, 46, 47, 82, 83, 84, 89], "custom": [105, 106], "customis": [41, 42, 46, 47], "data": [8, 30, 31, 32, 33, 34, 35, 37, 45, 122], "datafram": 29, "dataset": 36, "debug": [4, 5, 6, 7, 9], "debugg": 10, "defin": [65, 106], "detect": 83, "dictionari": 63, "differ": 10, "directori": 50, "distribut": 85, "do": [58, 118], "document": 53, "doe": [54, 58, 118], "economist": 26, "effect": 26, "effici": 8, "engin": 109, "entir": 45, "environ": [74, 82, 83, 84], "error": [107, 113, 114, 119, 120], "estimag": [90, 96], "exampl": [31, 41, 45, 47, 120], "execut": [75, 76, 77, 78, 81], "expect": [41, 45, 47], "express": [44, 45, 46, 47], "facet": 47, "fast": [98, 101, 102], "file": [0, 10, 23, 71, 74, 77, 78], "first": 12, "from": [45, 77], "function": [31, 32, 55, 65, 66, 111, 112, 120], "further": 28, "gather": 8, "get": [34, 39, 41, 45, 47], "git": [17, 18, 19, 25, 85], "github": [12, 16, 18], "goal": 40, "good": [66, 120], "graph": [1, 34, 41, 42], "guid": [85, 116], "handl": [52, 107, 119, 120], "help": 73, "histori": [3, 94, 127], "hook": 22, "how": [12, 17, 114, 117], "i": [12, 39, 85, 104], "idea": 108, "imper": 31, "import": 68, "index": 92, "indic": 27, "input": 120, "inspect": 34, "instal": [19, 81, 82, 83, 84, 85, 128], "interfac": 127, "introduct": [5, 16, 20, 95, 98, 107], "invalid": 120, "jupyt": 76, "label": 47, "languag": 125, "later": 12, "learn": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "level": 41, "life": [41, 45, 47], "line": 99, "link": [42, 44, 46], "linux": [82, 85], "list": 70, "load": 35, "loop": 64, "low": 41, "mac": 83, "machin": 85, "make": [14, 98], "mamba": [82, 83, 84], "manag": [31, 32, 33, 37], "markdown": [123, 124], "markup": 125, "materi": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "maxim": 96, "mean": 54, "measur": 100, "merg": [21, 36], "minim": 96, "miscellan": 126, "modern": [34, 39], "modul": 68, "multipl": 59, "name": 110, "namespac": 68, "navig": [128, 130], "note": [19, 23, 24], "notebook": [41, 45, 47, 75, 76], "numba": 101, "numer": 95, "numpi": [102, 104], "object": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 41, 42, 44, 46, 48, 49, 50, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 86, 87, 88, 89, 90, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 123, 124, 125, 127, 128, 129, 130], "oper": 3, "optim": [93, 94, 95], "option": [3, 85], "output": 59, "overal": 47, "overview": [20, 90], "panda": [33, 34, 39, 45], "partial": 111, "path": [52, 71], "pathlib": 71, "pdb": 10, "pdbp": 10, "person": 12, "plot": [41, 42, 43, 44, 45, 46, 47], "plotli": [34, 41, 42, 44, 45, 46, 47, 49], "point": [41, 47], "practic": [26, 48], "pre": 22, "prerequisit": 49, "prettier": 47, "principl": 66, "problem": 31, "processor": 83, "profil": [99, 103], "program": 26, "project": [52, 56, 57], "psychologi": 6, "pure": 112, "py": [10, 59, 60, 77, 78, 121], "pytask": [10, 53, 55, 58, 79], "pytest": [10, 80, 118], "python": [69, 79, 80, 81, 82, 83, 84, 85], "quick": [44, 45], "quiz": [0, 1, 3, 4, 5, 6, 7, 8, 10, 11, 13, 14, 15, 16, 17, 19, 20, 21, 22, 23, 24, 25, 27, 28, 29, 30, 32, 34, 35, 36, 37, 38, 39, 40, 42, 44, 46, 48, 49, 50, 52, 54, 55, 57, 58, 59, 60, 61, 63, 64, 65, 66, 67, 68, 70, 71, 72, 73, 77, 86, 87, 88, 89, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 121, 124, 125, 128, 129, 130], "rais": [113, 114], "random": 97, "re": 55, "read": 28, "recip": 120, "remov": 47, "renam": 27, "repo": 12, "repositiori": 15, "reproduc": [51, 54], "research": 51, "resolv": 21, "reus": 115, "row": 38, "rule": 37, "run": [10, 79, 80], "runtim": 100, "save": 35, "scalar": 61, "scientif": 91, "screencast": [42, 44, 46], "select": 38, "seri": 29, "set": [27, 34, 39, 56, 70, 85], "shell": [19, 77, 128, 129, 130], "should": 113, "simpl": [10, 60, 121], "snakeviz": 103, "softwar": [85, 109], "some": [2, 19, 47, 49], "spaghetti": 47, "stage": 23, "start": [41, 47], "strategi": 7, "string": 72, "structur": 50, "style": 116, "subsystem": 85, "summar": 34, "syntax": 124, "system": [0, 3], "task": [59, 60], "templat": [50, 57], "test": [108, 113, 115, 117, 121], "text": 122, "thi": 85, "thing": [24, 110], "time": 12, "todai": 129, "token": 12, "tool": 126, "topic": 26, "traceback": 73, "troubleshoot": [84, 85], "tupl": 70, "type": [30, 61, 83], "typeset": 122, "undo": 24, "unit": 108, "unix": [0, 128], "up": [56, 85], "us": [10, 19, 41, 42, 44, 45, 46, 55, 96, 105, 129], "v": [76, 78], "variabl": 28, "via": [79, 80], "video": 3, "visual": 94, "vscode": 85, "wai": [10, 31], "what": [12, 39, 54, 57, 58, 85, 104, 117, 118], "when": 105, "which": 119, "why": [25, 49, 85, 129], "window": [0, 49, 84, 85, 130], "work": [12, 17, 120], "workaround": 49, "workflow": 40, "write": [59, 60, 101, 102, 121], "wsl": 85, "wsl2": 85, "year": [41, 45, 47], "your": [83, 85], "z": 128}})
\ No newline at end of file
diff --git a/software_engineering/deciding_containers/objectives_materials.html b/software_engineering/deciding_containers/objectives_materials.html
index cc5d5704..8beeaafc 100644
--- a/software_engineering/deciding_containers/objectives_materials.html
+++ b/software_engineering/deciding_containers/objectives_materials.html
@@ -509,13 +509,13 @@
Materials