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Mastering pandas

You're reading from   Mastering pandas A complete guide to pandas, from installation to advanced data analysis techniques

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Product type Paperback
Published in Oct 2019
Publisher
ISBN-13 9781789343236
Length 674 pages
Edition 2nd Edition
Languages
Tools
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Author (1):
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Ashish Kumar Ashish Kumar
Author Profile Icon Ashish Kumar
Ashish Kumar
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Table of Contents (21) Chapters Close

Preface 1. Section 1: Overview of Data Analysis and pandas FREE CHAPTER
2. Introduction to pandas and Data Analysis 3. Installation of pandas and Supporting Software 4. Section 2: Data Structures and I/O in pandas
5. Using NumPy and Data Structures with pandas 6. I/Os of Different Data Formats with pandas 7. Section 3: Mastering Different Data Operations in pandas
8. Indexing and Selecting in pandas 9. Grouping, Merging, and Reshaping Data in pandas 10. Special Data Operations in pandas 11. Time Series and Plotting Using Matplotlib 12. Section 4: Going a Step Beyond with pandas
13. Making Powerful Reports In Jupyter Using pandas 14. A Tour of Statistics with pandas and NumPy 15. A Brief Tour of Bayesian Statistics and Maximum Likelihood Estimates 16. Data Case Studies Using pandas 17. The pandas Library Architecture 18. pandas Compared with Other Tools 19. A Brief Tour of Machine Learning 20. Other Books You May Enjoy

Installation of pandas and Supporting Software

Before we can start work on pandas for doing data analysis, we need to make sure that the software is installed and the environment is in proper working order. This chapter deals with the installation of Python (if necessary), the pandas library, and all necessary dependencies for the Windows, macOS/X, and Linux platforms. The topics we address include, among other things, selecting a version of Python, installing Python, and installing pandas.

The steps outlined in the following section should work for the most part, but your mileage may vary depending upon the setup. On different operating system versions, the scripts may not always work perfectly, and the third-party software packages already in the system may sometimes conflict with the instructions provided.

The following topics will be covered in this chapter:

  • Selecting a...
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