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mkdocs.yml
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# Copyright (c) 2016-2022 Martin Donath <martin.donath@squidfunk.com>
# Project information
site_name: Python Data Science Handbook
site_url: https://github.com/jakevdp/PythonDataScienceHandbook
site_author: Jake VanderPlas
site_description:
# Repository
repo_name: jakevdp/PythonDataScienceHandbook
repo_url: https://github.com/jakevdp/PythonDataScienceHandbook
edit_uri: ''
# Markdown extensions
markdown_extensions:
- attr_list
- admonition
- md_in_html
- pymdownx.arithmatex:
generic: true
- pymdownx.highlight:
anchor_linenums: true
- pymdownx.inlinehilite
- pymdownx.snippets
- pymdownx.superfences
- pymdownx.tasklist
- pymdownx.tabbed
# Extra javascript
extra_javascript:
- javascripts/mathjax.js
- https://polyfill.io/v3/polyfill.min.js?features=es6
- https://cdn.jsdelivr.net/npm/mathjax@3/es5/tex-mml-chtml.js
# Theme
theme:
name: material
language: en
logo: images/logo.bmp
favicon: images/logo_python.svg
features:
- navigation.instant
- navigation.top
- content.code.annotate
- search.suggest
- search.highlight
palette:
# Light mode
- media: '(prefers-color-scheme: light)'
scheme: default
primary: black
accent: light blue
toggle:
icon: material/toggle-switch-off-outline
name: Switch to dark mode
# Dark mode
- media: '(prefers-color-scheme: dark)'
scheme: slate
primary: black
toggle:
icon: material/toggle-switch
name: Switch to light mode
# Customization
extra:
social:
- icon: fontawesome/brands/github
link: https://github.com/jakevdp
- icon: fontawesome/brands/linkedin
link: https://www.linkedin.com/in/jake-vanderplas-5894937b/
- icon: fontawesome/brands/twitter
link: https://twitter.com/jakevdp
- icon: fontawesome/solid/globe
link: http://vanderplas.com/
# Plugins
plugins:
- mkdocs-jupyter:
kernel_name: python3
- search
# TOC
nav:
- Home: index.md
- notebooks/00.00-Preface.ipynb
- IPython - Beyond Normal Python:
- notebooks/01.00-IPython-Beyond-Normal-Python.ipynb
- notebooks/01.01-Help-And-Documentation.ipynb
- notebooks/01.02-Shell-Keyboard-Shortcuts.ipynb
- notebooks/01.03-Magic-Commands.ipynb
- notebooks/01.04-Input-Output-History.ipynb
- notebooks/01.05-IPython-And-Shell-Commands.ipynb
- notebooks/01.06-Errors-and-Debugging.ipynb
- notebooks/01.07-Timing-and-Profiling.ipynb
- notebooks/01.08-More-IPython-Resources.ipynb
- Introduction to NumPy:
- notebooks/02.00-Introduction-to-NumPy.ipynb
- notebooks/02.01-Understanding-Data-Types.ipynb
- notebooks/02.02-The-Basics-Of-NumPy-Arrays.ipynb
- notebooks/02.03-Computation-on-arrays-ufuncs.ipynb
- notebooks/02.04-Computation-on-arrays-aggregates.ipynb
- notebooks/02.05-Computation-on-arrays-broadcasting.ipynb
- notebooks/02.06-Boolean-Arrays-and-Masks.ipynb
- notebooks/02.07-Fancy-Indexing.ipynb
- notebooks/02.08-Sorting.ipynb
- notebooks/02.09-Structured-Data-NumPy.ipynb
- Data Manipulation with Pandas:
- notebooks/03.00-Introduction-to-Pandas.ipynb
- notebooks/03.01-Introducing-Pandas-Objects.ipynb
- notebooks/03.02-Data-Indexing-and-Selection.ipynb
- notebooks/03.03-Operations-in-Pandas.ipynb
- notebooks/03.04-Missing-Values.ipynb
- notebooks/03.05-Hierarchical-Indexing.ipynb
- notebooks/03.06-Concat-And-Append.ipynb
- notebooks/03.07-Merge-and-Join.ipynb
- notebooks/03.08-Aggregation-and-Grouping.ipynb
- notebooks/03.09-Pivot-Tables.ipynb
- notebooks/03.10-Working-With-Strings.ipynb
- notebooks/03.11-Working-with-Time-Series.ipynb
- notebooks/03.12-Performance-Eval-and-Query.ipynb
- notebooks/03.13-Further-Resources.ipynb
- Visualization with Matplotlib:
- notebooks/04.00-Introduction-To-Matplotlib.ipynb
- notebooks/04.01-Simple-Line-Plots.ipynb
- notebooks/04.02-Simple-Scatter-Plots.ipynb
- notebooks/04.03-Errorbars.ipynb
- notebooks/04.04-Density-and-Contour-Plots.ipynb
- notebooks/04.05-Histograms-and-Binnings.ipynb
- notebooks/04.06-Customizing-Legends.ipynb
- notebooks/04.07-Customizing-Colorbars.ipynb
- notebooks/04.08-Multiple-Subplots.ipynb
- notebooks/04.09-Text-and-Annotation.ipynb
- notebooks/04.10-Customizing-Ticks.ipynb
- notebooks/04.11-Settings-and-Stylesheets.ipynb
- notebooks/04.12-Three-Dimensional-Plotting.ipynb
- notebooks/04.13-Geographic-Data-With-Basemap.ipynb
- notebooks/04.14-Visualization-With-Seaborn.ipynb
- notebooks/04.15-Further-Resources.ipynb
- Machine Learning:
- notebooks/05.00-Machine-Learning.ipynb
- notebooks/05.01-What-Is-Machine-Learning.ipynb
- notebooks/05.02-Introducing-Scikit-Learn.ipynb
- notebooks/05.03-Hyperparameters-and-Model-Validation.ipynb
- notebooks/05.04-Feature-Engineering.ipynb
- notebooks/05.05-Naive-Bayes.ipynb
- notebooks/05.06-Linear-Regression.ipynb
- notebooks/05.07-Support-Vector-Machines.ipynb
- notebooks/05.08-Random-Forests.ipynb
- notebooks/05.09-Principal-Component-Analysis.ipynb
- notebooks/05.10-Manifold-Learning.ipynb
- notebooks/05.11-K-Means.ipynb
- notebooks/05.12-Gaussian-Mixtures.ipynb
- notebooks/05.13-Kernel-Density-Estimation.ipynb
- notebooks/05.14-Image-Features.ipynb
- notebooks/05.15-Learning-More.ipynb