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Interactive Visualization and Plotting with Julia

You're reading from   Interactive Visualization and Plotting with Julia Create impressive data visualizations through Julia packages such as Plots, Makie, Gadfly, and more

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Product type Paperback
Published in Aug 2022
Publisher Packt
ISBN-13 9781801810517
Length 392 pages
Edition 1st Edition
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Author (1):
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Diego Javier Zea Diego Javier Zea
Author Profile Icon Diego Javier Zea
Diego Javier Zea
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Table of Contents (19) Chapters Close

Preface 1. Section 1 – Getting Started
2. Chapter 1: An Introduction to Julia for Data Visualization and Analysis FREE CHAPTER 3. Chapter 2: The Julia Plotting Ecosystem 4. Chapter 3: Getting Interactive Plots with Julia 5. Chapter 4: Creating Animations 6. Section 2 – Advanced Plot Types
7. Chapter 5: Introducing the Grammar of Graphics 8. Chapter 6: Creating Statistical Plots 9. Chapter 7: Visualizing Graphs 10. Chapter 8: Visualizing Geographically Distributed Data 11. Chapter 9: Plotting Biological Data 12. Section 3 – Mastering Plot Customization
13. Chapter 10: The Anatomy of a Plot 14. Chapter 11: Defining Plot Layouts to Create Figure Panels 15. Chapter 12: Customizing Plot Attributes – Axes, Legends, and Colors 16. Chapter 13: Designing Plot Themes 17. Chapter 14: Designing Your Own Plots – Plot Recipes 18. Other Books You May Enjoy

Chapter 5: Introducing the Grammar of Graphics

This chapter will introduce the Grammar of Graphics, which enables us to describe complex graphics simply and quickly. It is advantageous for creating statistical plots and performing data analysis tasks, as it allows for fast data exploration. Learning the basics of the Grammar of Graphics will allow you to catch up quickly with the numerous packages that implement some version of it. In particular, this chapter will teach you about the most popular Julia packages that use some variation of the Grammar of Graphics: Gadfly, VegaLite, and AlgebraOfGraphics.

This chapter will also introduce a fundamental tool for data analysis – the DataFrames package. We will see that the Julia libraries that use the Grammar of Graphics are tightly tied to this tabular representation of data. We will also discuss the correct data layout by introducing the concept of tidy data tables. This will significantly help you perform basic data analysis...

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