https://wesmckinney.com/book/

Python for Data Analysis, 3E

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  *  
      + Data and Notebooks (GitHub)
      + Date and Notebooks (Gitee)

 

Python for Data Analysis, 3E

  * About the Open Edition
  * Chapters
      + Preface
      + 1  Preliminaries
      + 2  Python Language Basics, IPython, and Jupyter Notebooks
      + 3  Built-in Data Structures, Functions, and Files
      + 4  NumPy Basics: Arrays and Vectorized Computation
      + 5  Getting Started with pandas
      + 6  Data Loading, Storage, and File Formats
      + 7  Data Cleaning and Preparation
      + 8  Data Wrangling: Join, Combine, and Reshape
      + 9  Plotting and Visualization
      + 10  Data Aggregation and Group Operations
      + 11  Time Series
      + 12  Introduction to Modeling Libraries in Python
      + 13  Data Analysis Examples
  * Appendices
      + A  Advanced NumPy
      + B  More on the IPython System

[cover]

Table of contents

  * About the Open Edition
      + What's New in the 3rd Edition?
      + Update History

Python for Data Analysis, 3E

About the Open Edition

The upcoming 3rd edition of Python for Data Analysis is available as
an "Open Access" HTML version on this site https://wesmckinney.com/
book in addition to the usual print and e-book formats. This is
currently an Early Release version and will undergo further technical
editing and copy-editing before going to print later in 2022. If you
encounter any errata, please report them here.

In general, the content from this website may not be copied or
reproduced. The code examples are MIT-licensed and can be found on
GitHub or Gitee along with the supporting datasets.

If you find the online edition of the book useful, please consider
pre-ordering a paper or e-book copy to support the author.

This web version of the book was created with the Quarto publishing
system.

What's New in the 3rd Edition?

The book has been updated for pandas 1.4.0 and Python 3.10. The
changes between the 2nd and 3rd editions are focused on bringing the
content up-to-date with changes in pandas since 2017.

Update History

This website will be updated periodically as new early release
content becomes available, and post-publication for errata fixes.

  * May 18, 2022: Update open access edition with all chapters.
    Include edits from technical review feedback (thank you!),
    acknowledgements for the third edition, and other preparation to
    make the book ready for production on its way to print later in
    2022.
  * February 13, 2022: Update open access edition with chapters 7
    through 10.
  * January 23, 2022: First open access edition with chapters 1
    through 6.

Preface
Copyright 2022, Wes McKinney. All Rights Reserved.

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