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Mastering pandas. - Second Edition

You're reading from  Mastering pandas. - Second Edition

Product type Book
Published in Oct 2019
Publisher
ISBN-13 9781789343236
Pages 674 pages
Edition 2nd Edition
Languages
Author (1):
Ashish Kumar Ashish Kumar
Profile icon Ashish Kumar

Table of Contents (21) Chapters

Preface Section 1: Overview of Data Analysis and pandas
Introduction to pandas and Data Analysis Installation of pandas and Supporting Software Section 2: Data Structures and I/O in pandas
Using NumPy and Data Structures with pandas I/Os of Different Data Formats with pandas Section 3: Mastering Different Data Operations in pandas
Indexing and Selecting in pandas Grouping, Merging, and Reshaping Data in pandas Special Data Operations in pandas Time Series and Plotting Using Matplotlib Section 4: Going a Step Beyond with pandas
Making Powerful Reports In Jupyter Using pandas A Tour of Statistics with pandas and NumPy A Brief Tour of Bayesian Statistics and Maximum Likelihood Estimates Data Case Studies Using pandas The pandas Library Architecture pandas Compared with Other Tools A Brief Tour of Machine Learning Other Books You May Enjoy

Summary

In this chapter, we took a brief tour of the classical or frequentist approach to statistics and saw how to combine pandas with the numpy and stats packagesscipy.stats and statsmodelsto calculate, interpret, and make inferences from statistical data.

In the next chapter, we will examine an alternative approach to statistics called the Bayesian approach. For a deeper look at the statistics topics that we touched on, take a look at Understanding Statistics in the Behavioral Sciences, which can be found at http://www.amazon.com/Understanding-Statistics-Behavioral-Sciences-Robert/dp/0495596523.

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