Book Image

Matplotlib for Python Developers - Second Edition

By : Aldrin Yim, Claire Chung, Allen Yu
Book Image

Matplotlib for Python Developers - Second Edition

By: Aldrin Yim, Claire Chung, Allen Yu

Overview of this book

Python is a general-purpose programming language increasingly being used for data analysis and visualization. Matplotlib is a popular data visualization package in Python used to design effective plots and graphs. This is a practical, hands-on resource to help you visualize data with Python using the Matplotlib library. Matplotlib for Python Developers, Second Edition shows you how to create attractive graphs, charts, and plots using Matplotlib. You will also get a quick introduction to third-party packages, Seaborn, Pandas, Basemap, and Geopandas, and learn how to use them with Matplotlib. After that, you’ll embed and customize your plots in third-party tools such as GTK+3, Qt 5, and wxWidgets. You’ll also be able to tweak the look and feel of your visualization with the help of practical examples provided in this book. Further on, you’ll explore Matplotlib 2.1.x on the web, from a cloud-based platform using third-party packages such as Django. Finally, you will integrate interactive, real-time visualization techniques into your current workflow with the help of practical real-world examples. By the end of this book, you’ll be thoroughly comfortable with using the popular Python data visualization library Matplotlib 2.1.x and leveraging its power to build attractive, insightful, and powerful visualizations.
Table of Contents (16 chapters)
Title Page
Dedication
Packt Upsell
Contributors
Preface
Index

Aesthetics and readability considerations in styling


As visualization is about delivering messages, the more we think from the reader's perspective, the more effective it will be. An attractive graphic catches more attention. The easier to read a plot is, the more likely are readers to understand the message. Here are several basic principles in designing data plots.

Suitable font styles

The hierarchy can use no more than three levels of font family, weight, and sizes. Use less fancy font families, Sans Serif font if possible. Make sure the font size is large enough to be legible

Note

Serif versus Sans Serif Serif means decorative edges on alphabets. And sans means without in French. As the names imply, Sans Serif fonts are plainer and more simplistic than Serif fonts in general. Let's take the most popular examples of default fonts in Microsoft Office. Times New Roman used in Office 2007 and before is a Serif font, whereas the newer Calibri is a Sans Serif font.

Effective use of colors

  • Use sharper...