├── .github └── FUNDING.yml ├── .gitignore ├── Chapter1 ├── Chapter1.md ├── best_practices.ipynb ├── class.ipynb ├── code_speed.ipynb ├── datetime.ipynb ├── dictionary.ipynb ├── function.ipynb ├── list │ ├── apply_functions_to_elements.ipynb │ ├── get_elements.ipynb │ ├── good_practices.ipynb │ ├── interaction_between_2_lists.ipynb │ ├── join_iterable.ipynb │ ├── list.md │ └── unpack_iterables.ipynb ├── number.ipynb ├── string.ipynb └── tuple.ipynb ├── Chapter2 ├── Chapter2.md ├── callable_example.py ├── collections.ipynb ├── functools.ipynb ├── itertools.ipynb ├── operator.ipynb └── typing.ipynb ├── Chapter3 ├── Chapter3.md ├── change_values.ipynb ├── data1.csv ├── get_values.ipynb └── testing.ipynb ├── Chapter4 ├── Chapter4.md └── Numpy.ipynb ├── Chapter5 ├── .env ├── Chapter5.md ├── DTreeViz.png ├── best_python_practice_tools.ipynb ├── better_pandas.ipynb ├── cprofilers_example.py ├── data_science_flowchart ├── data_science_flowchart.png ├── docopt_example.py ├── evidently.gif ├── feature_extraction.ipynb ├── get_data.ipynb ├── hydra_examples │ ├── config.yaml │ └── main.py ├── machine_learning.ipynb ├── manage_data.ipynb ├── natural_language_processing.ipynb ├── pyinstrument_example.py ├── pytest_benchmark_example.py ├── pytest_fixture.py ├── pytest_parametrize.py ├── pytest_repeat_example.py ├── sharing_downloading.ipynb ├── speed_up_code.ipynb ├── streamlit_app.png ├── streamlit_app.py ├── sweetviz_output.png ├── testing.ipynb ├── time_series.ipynb └── visualization.ipynb ├── Chapter6 ├── Chapter6.md ├── alternative_approach.ipynb ├── astral.png ├── better_outputs.ipynb ├── code_review.ipynb ├── cprofilers_example.py ├── env_management.ipynb ├── file_2021-09-12_17-10-20_019620.log ├── file_2021-09-12_19-56-16_544979.log ├── file_2021-09-12_20-03-32_394954.log ├── file_2021-09-12_20-09-20_002469.log ├── file_2021-09-12_20-10-41_490843.log ├── git_github.ipynb ├── github1s.png ├── heartrate.png ├── interrogate_example.py ├── mypy_example.py ├── pyinstrument_example.py ├── typer_example.py └── workflow_automation.ipynb ├── Chapter7 ├── Chapter7.md ├── jupyter_notebook.ipynb ├── nbdime.png ├── nbdime_icon.png └── watermark.png ├── Chapter8 ├── Chapter8.md └── insights.ipynb ├── _config1.yml ├── _toc.yml ├── data_simplified_icon.png ├── docs ├── .nojekyll ├── Chapter1.html ├── Chapter1 │ ├── Chapter1.html │ ├── best_practices.html │ ├── boolean.html │ ├── class.html │ ├── classes.html │ ├── code_speed.html │ ├── collections.html │ ├── datetime.html │ ├── dictionary.html │ ├── function.html │ ├── functools.html │ ├── itertools.html │ ├── list.html │ ├── list │ │ ├── apply_functions_to_elements.html │ │ ├── collections.html │ │ ├── general.html │ │ ├── get_elements.html │ │ ├── good_practices.html │ │ ├── interaction_between_2_lists.html │ │ ├── itertools.html │ │ ├── join_iterable.html │ │ ├── list.html │ │ └── unpack_iterables.html │ ├── number.html │ ├── string.html │ └── tuple.html ├── Chapter2 │ ├── Chapter2.html │ ├── change_values.html │ ├── collections.html │ ├── functools.html │ ├── get_values.html │ ├── itertools.html │ ├── operator.html │ ├── testing.html │ └── typing.html ├── Chapter3 │ ├── Chapter3.html │ ├── Numpy.html │ ├── change_values.html │ ├── get_values.html │ └── testing.html ├── Chapter4 │ ├── Chapter4.html │ ├── Data.html │ ├── Numpy.html │ ├── best_python_practice_tools.html │ ├── better_pandas.html │ ├── feature_extraction.html │ ├── get_data.html │ ├── machine_learning.html │ ├── manage_data.html │ ├── natural_language_processing.html │ ├── sharing_downloading.html │ ├── speed_up_code.html │ ├── testing.html │ └── visualization.html ├── Chapter5 │ ├── Chapter5.html │ ├── alternative_approach.html │ ├── automation.html │ ├── best_python_practice_tools.html │ ├── better_outputs.html │ ├── better_pandas.html │ ├── feature_extraction.html │ ├── get_data.html │ ├── git_github.html │ ├── machine_learning.html │ ├── manage_data.html │ ├── natural_language_processing.html │ ├── sharing_downloading.html │ ├── speed_up_code.html │ ├── testing.html │ ├── time_series.html │ └── visualization.html ├── Chapter6 │ ├── Chapter6.html │ ├── alternative_approach.html │ ├── automation.html │ ├── better_outputs.html │ ├── code_review.html │ ├── env_management.html │ ├── git_github.html │ ├── jupyter_notebook.html │ └── workflow_automation.html ├── Chapter7 │ ├── Chapter7.html │ └── jupyter_notebook.html ├── Chapter8 │ ├── Chapter8.html │ └── insights.html ├── Python-built-in-methods.html ├── README.html ├── _images │ ├── DTreeViz.png │ ├── DTreeViz.svg │ ├── Numpy_40_0.png │ ├── Numpy_46_0.png │ ├── astral.png │ ├── evidently.gif │ ├── feature_extraction_11_1.png │ ├── feature_extraction_14_1.png │ ├── feature_extraction_16_1.png │ ├── feature_extraction_4_1.png │ ├── feature_extraction_4_2.png │ ├── get_data_33_1.png │ ├── get_data_44_1.png │ ├── get_data_48_1.png │ ├── get_data_50_1.png │ ├── github1s.png │ ├── heartrate.png │ ├── launch_icon.png │ ├── machine_learning_14_0.png │ ├── machine_learning_15_0.png │ ├── machine_learning_6_1.png │ ├── mypic.jpeg │ ├── natural_language_processing_44_1.png │ ├── natural_language_processing_47_1.png │ ├── natural_language_processing_53_1.png │ ├── natural_language_processing_56_1.png │ ├── nbdime.png │ ├── nbdime_icon.png │ ├── notebooks_2_0.png │ ├── streamlit_app.png │ ├── sweetviz_output.png │ ├── tools.png │ ├── visualization_29_1.png │ ├── visualization_35_0.png │ ├── visualization_37_0.png │ ├── visualization_39_0.png │ ├── visualization_49_1.png │ ├── visualization_4_0.svg │ ├── visualization_56_1.png │ ├── visualization_5_0.svg │ └── visualization_6_0.svg ├── _panels_static │ ├── panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css │ └── panels-variables.06eb56fa6e07937060861dad626602ad.css ├── _sources │ ├── Chapter1.md │ ├── Chapter1 │ │ ├── Chapter1.md │ │ ├── best_practices.ipynb │ │ ├── boolean.ipynb │ │ ├── class.ipynb │ │ ├── classes.ipynb │ │ ├── code_speed.ipynb │ │ ├── collections.ipynb │ │ ├── datetime.ipynb │ │ ├── dictionary.ipynb │ │ ├── function.ipynb │ │ ├── functools.ipynb │ │ ├── itertools.ipynb │ │ ├── list.ipynb │ │ ├── list │ │ │ ├── apply_functions_to_elements.ipynb │ │ │ ├── collections.ipynb │ │ │ ├── general.ipynb │ │ │ ├── get_elements.ipynb │ │ │ ├── good_practices.ipynb │ │ │ ├── interaction_between_2_lists.ipynb │ │ │ ├── itertools.ipynb │ │ │ ├── join_iterable.ipynb │ │ │ ├── list.md │ │ │ └── unpack_iterables.ipynb │ │ ├── number.ipynb │ │ ├── string.ipynb │ │ └── tuple.ipynb │ ├── Chapter2 │ │ ├── Chapter2.md │ │ ├── change_values.ipynb │ │ ├── collections.ipynb │ │ ├── functools.ipynb │ │ ├── get_values.ipynb │ │ ├── itertools.ipynb │ │ ├── operator.ipynb │ │ ├── testing.ipynb │ │ └── typing.ipynb │ ├── Chapter3 │ │ ├── Chapter3.md │ │ ├── Numpy.ipynb │ │ ├── change_values.ipynb │ │ ├── get_values.ipynb │ │ └── testing.ipynb │ ├── Chapter4 │ │ ├── Chapter4.md │ │ ├── Data.ipynb │ │ ├── Numpy.ipynb │ │ ├── best_python_practice_tools.ipynb │ │ ├── better_pandas.ipynb │ │ ├── feature_extraction.ipynb │ │ ├── get_data.ipynb │ │ ├── machine_learning.ipynb │ │ ├── manage_data.ipynb │ │ ├── natural_language_processing.ipynb │ │ ├── sharing_downloading.ipynb │ │ ├── speed_up_code.ipynb │ │ ├── testing.ipynb │ │ └── visualization.ipynb │ ├── Chapter5 │ │ ├── Chapter5.md │ │ ├── alternative_approach.ipynb │ │ ├── automation.ipynb │ │ ├── best_python_practice_tools.ipynb │ │ ├── better_outputs.ipynb │ │ ├── better_pandas.ipynb │ │ ├── feature_extraction.ipynb │ │ ├── get_data.ipynb │ │ ├── git_github.ipynb │ │ ├── machine_learning.ipynb │ │ ├── manage_data.ipynb │ │ ├── natural_language_processing.ipynb │ │ ├── sharing_downloading.ipynb │ │ ├── speed_up_code.ipynb │ │ ├── testing.ipynb │ │ ├── time_series.ipynb │ │ └── visualization.ipynb │ ├── Chapter6 │ │ ├── Chapter6.md │ │ ├── alternative_approach.ipynb │ │ ├── automation.ipynb │ │ ├── better_outputs.ipynb │ │ ├── code_review.ipynb │ │ ├── env_management.ipynb │ │ ├── git_github.ipynb │ │ ├── jupyter_notebook.ipynb │ │ └── workflow_automation.ipynb │ ├── Chapter7 │ │ ├── Chapter7.md │ │ └── jupyter_notebook.ipynb │ ├── Chapter8 │ │ ├── Chapter8.md │ │ └── insights.ipynb │ ├── Python-built-in-methods.ipynb │ ├── README.md │ ├── about_author.md │ ├── how_to_read.md │ ├── intro.md │ ├── markdown.md │ └── notebooks.ipynb ├── _static │ ├── __init__.py │ ├── basic.css │ ├── check-solid.svg │ ├── clipboard.min.js │ ├── copy-button.svg │ ├── copybutton.css │ ├── copybutton.js │ ├── copybutton_funcs.js │ ├── css │ │ ├── index.c5995385ac14fb8791e8eb36b4908be2.css │ │ └── theme.css │ ├── data_simplified_icon.png │ ├── doctools.js │ ├── documentation_options.js │ ├── file.png │ ├── groundwork.css │ ├── gw_logo.png │ ├── images │ │ ├── logo_binder.svg │ │ ├── logo_colab.png │ │ └── logo_jupyterhub.svg │ ├── jquery-3.5.1.js │ ├── jquery.js │ ├── js │ │ └── index.1c5a1a01449ed65a7b51.js │ ├── language_data.js │ ├── logo.png │ ├── minus.png │ ├── mystnb.css │ ├── panels-main.c949a650a448cc0ae9fd3441c0e17fb0.css │ ├── panels-variables.06eb56fa6e07937060861dad626602ad.css │ ├── plus.png │ ├── pygments.css │ ├── quantecon-book-theme.76bf49d7bbc59738cdb03766fad654af.js │ ├── quantecon-book-theme.857ff391aaabaeb8c161d2309c375fe6.css │ ├── searchtools.js │ ├── small_groundwork.css │ ├── sphinx-book-theme.12a9622fbb08dcb3a2a40b2c02b83a57.js │ ├── sphinx-book-theme.css │ ├── sphinx-book-theme.e8f53015daec13862f6db5e763c41738.css │ ├── sphinx-thebe.css │ ├── sphinx-thebe.js │ ├── togglebutton.css │ ├── togglebutton.js │ ├── underscore-1.12.0.js │ ├── underscore.js │ ├── vendor │ │ └── fontawesome │ │ │ └── 5.13.0 │ │ │ ├── LICENSE.txt │ │ │ ├── css │ │ │ └── all.min.css │ │ │ └── webfonts │ │ │ ├── fa-brands-400.eot │ │ │ ├── fa-brands-400.svg │ │ │ ├── fa-brands-400.ttf │ │ │ ├── fa-brands-400.woff │ │ │ ├── fa-brands-400.woff2 │ │ │ ├── fa-regular-400.eot │ │ │ ├── fa-regular-400.svg │ │ │ ├── fa-regular-400.ttf │ │ │ ├── fa-regular-400.woff │ │ │ ├── fa-regular-400.woff2 │ │ │ ├── fa-solid-900.eot │ │ │ ├── fa-solid-900.svg │ │ │ ├── fa-solid-900.ttf │ │ │ ├── fa-solid-900.woff │ │ │ └── fa-solid-900.woff2 │ └── webpack-macros.html ├── about_author.html ├── genindex.html ├── how_to_read.html ├── index.html ├── intro.html ├── markdown.html ├── notebooks.html ├── objects.inv ├── reports │ ├── Data.log │ ├── Numpy.log │ ├── Python-built-in-methods.log │ ├── alternative_approach.log │ ├── best_python_practice_tools.log │ ├── class.log │ ├── classes.log │ ├── collections.log │ ├── get_data.log │ ├── natural_language_processing.log │ ├── notebooks.log │ └── testing.log ├── search.html └── searchindex.js ├── how_to_read.md ├── img ├── danny.png ├── linkedin_connection.png └── sagar.jpeg ├── index.md ├── launch_icon.png ├── mypic.jpeg ├── references.bib ├── requirements.txt ├── requirements_2.txt └── tools.png /.github/FUNDING.yml: 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