Book Image

Pandas Cookbook

By : Theodore Petrou
Book Image

Pandas Cookbook

By: Theodore Petrou

Overview of this book

This book will provide you with unique, idiomatic, and fun recipes for both fundamental and advanced data manipulation tasks with pandas 0.20. Some recipes focus on achieving a deeper understanding of basic principles, or comparing and contrasting two similar operations. Other recipes will dive deep into a particular dataset, uncovering new and unexpected insights along the way. The pandas library is massive, and it's common for frequent users to be unaware of many of its more impressive features. The official pandas documentation, while thorough, does not contain many useful examples of how to piece together multiple commands like one would do during an actual analysis. This book guides you, as if you were looking over the shoulder of an expert, through practical situations that you are highly likely to encounter. Many advanced recipes combine several different features across the pandas 0.20 library to generate results.
Table of Contents (12 chapters)

Visualization with Matplotlib, Pandas, and Seaborn

In this chapter, we will cover the following topics:

  • Getting started with matplotlib
  • Visualizing data with matplotlib
  • Plotting basics with pandas
  • Visualizing the flights dataset
  • Stacking area charts to discover emerging trends
  • Understanding the differences between seaborn and pandas
  • Doing multivariate analysis with seaborn grids
  • Uncovering Simpson's paradox in the diamonds dataset with seaborn