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‎Chapter1/Chapter1.html‎

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<li class="toctree-l1 current active has-children"><a class="current reference internal" href="#">2. Python Built-in Methods</a><details open="open"><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="string.html">2.1. String</a></li>
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<li class="toctree-l2"><a class="reference internal" href="number.html">2.2. Number</a></li>
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<li class="toctree-l2 has-children"><a class="reference internal" href="list/list.html">2.3. Python List Operations</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l3"><a class="reference internal" href="list/get_elements.html">2.3.2. Get Elements</a></li>
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<li class="toctree-l3"><a class="reference internal" href="list/unpack_iterables.html">2.3.3. Unpack Iterables</a></li>
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<li class="toctree-l3"><a class="reference internal" href="list/join_iterable.html">2.3.4. Join Iterables</a></li>
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<li class="toctree-l3"><a class="reference internal" href="list/apply_functions_to_elements.html">2.3.5. Apply Functions to Elements in a List</a></li>
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<li class="toctree-l2"><a class="reference internal" href="list.html">2.3. List</a></li>
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<li class="toctree-l2"><a class="reference internal" href="set.html">2.4. Set</a></li>
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<li class="toctree-l2"><a class="reference internal" href="dictionary.html">2.5. Dictionary</a></li>
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<li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter2/Chapter2.html">3. Python Utility Libraries</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/collections.html">3.1. Collections</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/itertools.html">3.2. Itertools</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/functools.html">3.4. Functools</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pydash.html">3.6. Pydash</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/sympy.html">3.11. SymPy</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/operator.html">3.16. Operator</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/dataclasses.html">3.17. Data Classes</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/typing.html">3.20. Typing</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pathlib.html">3.21. pathlib</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pydantic.html">3.24. Pydantic</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/functools.html">3.3. Functools</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pydash.html">3.4. Pydash</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/sympy.html">3.5. SymPy</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/operator.html">3.6. Operator</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/dataclasses.html">3.7. Data Classes</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/typing.html">3.8. Typing</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pathlib.html">3.9. pathlib</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter2/pydantic.html">3.10. Pydantic</a></li>
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</details></li>
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<li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter3/Chapter3.html">4. Pandas</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/change_values.html">4.1. Change Values</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/get_values.html">4.6. Get Certain Values From a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/date_time.html">4.8. Work with Datetime</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/transform_dataframe.html">4.9. Transform a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/create_dataframe.html">4.10. Create a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/combine_dataframes.html">4.12. Combine Multiple DataFrames</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/data_types.html">4.15. Manipulate a DataFrame Using Data Types</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/sort_dataframe.html">4.16. Sort Rows or Columns of a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/string.html">4.17. String</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/style_dataframe.html">4.19. Style a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/testing.html">4.23. Testing</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/get_values.html">4.2. Get Certain Values From a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/date_time.html">4.3. Work with Datetime</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/transform_dataframe.html">4.4. Transform a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/create_dataframe.html">4.5. Create a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/combine_dataframes.html">4.6. Combine Multiple DataFrames</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/filter.html">4.7. Filter Rows or Columns</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/data_types.html">4.8. Manipulate a DataFrame Using Data Types</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/sort_dataframe.html">4.9. Sort Rows or Columns of a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/string.html">4.10. String</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/style_dataframe.html">4.11. Style a DataFrame</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter3/testing.html">4.12. Testing</a></li>
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<li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter4/Chapter4.html">5. NumPy</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter5/Chapter5.html">6. Data Science Tools</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/feature_extraction.html">6.1. Feature Extraction</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/feature_engineer.html">6.2. Feature Engineer</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/get_data.html">6.4. Get Data</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/manage_data.html">6.5. Manage Data</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/machine_learning.html">6.7. Machine Learning</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/natural_language_processing.html">6.10. Natural Language Processing</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/time_series.html">6.13. Time Series</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/sharing_downloading.html">6.15. Sharing and Downloading</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/speed_up_code.html">6.16. Tools to Speed Up Code</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/visualization.html">6.19. Visualization</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/better_pandas.html">6.21. Better Pandas</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/testing.html">6.22. Testing</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/SQL.html">6.25. SQL Libraries</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/polars.html">6.28. Polars</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/spark.html">6.30. PySpark</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/deltalake.html">6.31. Delta Lake</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/duckdb.html">6.33. DuckDB</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/llm.html">6.35. Large Language Model (LLM)</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/get_data.html">6.3. Get Data</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/manage_data.html">6.4. Manage Data</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/machine_learning.html">6.5. Machine Learning</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/natural_language_processing.html">6.6. Natural Language Processing</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/time_series.html">6.7. Time Series</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/sharing_downloading.html">6.8. Sharing and Downloading</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/speed_up_code.html">6.9. Tools to Speed Up Code</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/visualization.html">6.10. Visualization</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/better_pandas.html">6.11. Better Pandas</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/testing.html">6.12. Testing</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/SQL.html">6.13. SQL Libraries</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/polars.html">6.14. Polars</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/spark.html">6.15. PySpark</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/deltalake.html">6.16. Delta Lake</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/duckdb.html">6.17. DuckDB</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter5/llm.html">6.18. Large Language Model (LLM)</a></li>
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<li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter6/Chapter6.html">7. Cool Tools</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/best_python_practice_tools.html">7.1. Tools for Best Python Practices</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/alternative_approach.html">7.4. Alternative Approach</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/logging_debugging.html">7.14. Logging and Debugging</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/alternative_approach.html">7.3. Alternative Approach</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/workflow_automation.html">7.4. Workflow Automation</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/code_review.html">7.5. Code Review</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/logging_debugging.html">7.6. Logging and Debugging</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/better_outputs.html">7.7. Better Outputs</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/git_github.html">7.8. Git and GitHub</a></li>
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<li class="toctree-l2"><a class="reference internal" href="../Chapter6/env_management.html">7.9. Environment Management</a></li>
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<li class="toctree-l1 has-children"><a class="reference internal" href="../Chapter7/Chapter7.html">8. Jupyter Notebook</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>

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