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Pandas Cookbook

You're reading from   Pandas Cookbook Practical recipes for scientific computing, time series, and exploratory data analysis using Python

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Product type Paperback
Published in Oct 2024
Publisher Packt
ISBN-13 9781836205876
Length 404 pages
Edition 3rd Edition
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Authors (2):
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William Ayd William Ayd
Author Profile Icon William Ayd
William Ayd
Matthew Harrison Matthew Harrison
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Matthew Harrison
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Table of Contents (13) Chapters Close

Preface 1. pandas Foundations FREE CHAPTER 2. Selection and Assignment 3. Data Types 4. The pandas I/O System 5. Algorithms and How to Apply Them 6. Visualization 7. Reshaping DataFrames 8. Group By 9. Temporal Data Types and Algorithms 10. General Usage and Performance Tips 11. The pandas Ecosystem 12. Index

Further plot customization with Matplotlib

For very simple plots, the default layouts may suffice, but you will inevitably run into cases where you need to further tweak the generated visualization. To go beyond the out-of-the-box features in pandas, it is helpful to understand some Matplotlib terminology. In Matplotlib, the figure refers to the drawing area, and an axes or subplot is the region on that figure that you can draw upon. Be careful not to confuse an axes, which is an area for plotting data, with an axis, which refers to the X- or Y-axis.

How to do it

Let’s start with a pd.Series of our book sales data and try to plot it three different ways on the same figure – once as a line chart, once as a bar chart, and once as a pie chart. To set up our drawing area, we will make a call to plt.subplots(nrows=1, ncols=3), essentially telling matplotlib how many rows and columns of visualizations we want in our drawing area. This will return a two-tuple containing...

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