The Data Visualization Workshop

封面

版权信息

Preface

1. The Importance of Data Visualization and Data Exploration

Introduction

Overview of Statistics

NumPy

pandas

Summary

2. All You Need to Know about Plots

Introduction

Comparison Plots

Relation Plots

Composition Plots

Distribution Plots

Geoplots

What Makes a Good Visualization?

Summary

3. A Deep Dive into Matplotlib

Introduction

Overview of Plots in Matplotlib

Pyplot Basics

Basic Text and Legend Functions

Basic Plots

Layouts

Images

Writing Mathematical Expressions

Summary

4. Simplifying Visualizations Using Seaborn

Introduction

Controlling Figure Aesthetics

Color Palettes

Advanced Plots in Seaborn

Multi-Plots in Seaborn

Regression Plots

Squarify

Summary

5. Plotting Geospatial Data

Introduction

Geospatial Visualizations

Tile Providers

Custom Layers

Summary

6. Making Things Interactive with Bokeh

Introduction

Basic Plotting

Adding Widgets

Summary

7. Combining What We Have Learned

Introduction

Summary

Appendix

1. The Importance of Data Visualization and Data Exploration

2. All You Need to Know about Plots

3. A Deep Dive into Matplotlib

4. Simplifying Visualizations Using Seaborn

5. Plotting Geospatial Data

6. Making Things Interactive with Bokeh