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Index
Title Page Copyright and Credits
Applied Data Visualization with R and ggplot2
About the Author
About the Author
Packt Upsell
Why Subscribe? PacktPub.com
Preface
Who This Book Is For What This Book Covers To Get the Most out of This Book
Download the Example Code Files Conventions Used
Get in Touch
Reviews
Basic Plotting in ggplot2
Introduction to ggplot2
Similar Packages The RStudio Workspace Loading and Exploring a Dataset Using R Functions The Main Concepts of ggplot2
Types of Variables
Exploring Datasets
Making Your First Plot
Plotting with qplot and R
Analysis
Geometric Objects
Analyzing Different Datasets Histograms Creating a Histogram Using qplot and ggplot Activity: Creating a Histogram and Explaining its Features Creating Bar Charts Creating a One-Dimensional Bar Chart Creating a Two-Dimensional Bar Chart Analyzing and Creating Boxplots Creating a Boxplot for a Given Dataset
Scatter Plots Line Charts
Creating a Line Chart Activity: Creating One- and Two-Dimensional Visualizations with a Given Dataset One-Dimensional Plots Two-Dimensional Plots Three-Dimensional Plots
The Grammar of Graphics
Rebinning Analyzing Various Histograms Changing Boxplot Defaults Using the Grammar of Graphics Activity: Improving the Default Visualization
Summary
Grammar of Graphics and Visual Components
More on the Grammar of Graphics
Layers Using More Layers to Customize a Histogram Scales Using Scales to Analyze a Dataset
Types of Coordinates
Understanding Polar Coordinates Activity: Applying the Grammar of Graphics to Create a Complex Visualization
Facets
Using Facets to Split Data Activity: Using Faceting to Understand Data
Changing Styles and Colors
Using Different Colors to Group Points by a Variable Activity: Using Color Differentiation in Plots
Themes and Changing the Appearance of Graphs
Using a Theme to Customize a Plot
Analysis
Using or Setting Your Own Theme Globally Changing the Color Scheme of the Given Theme Activity: Using Themes and Color Differentiation in a Plot
Geoms and Statistical Summaries
Using Grouping to Create a Summarized Plot
Summary
Advanced Geoms and Statistics
Advanced Plotting Techniques
Creating a Bubble Chart Density Plots Using Density Plots Superimposing Plots Using Density Plots to Compare Distributions Time Series Creating a Time Series Plot Explanation of the Code Activity: Plot the Monthly Closing Stock Prices and the Mean Values
Maps
Displaying Information with Maps Activity: Creating a Variable-Encoded Regional Map Trends, Correlations, and Statistical Summaries Creating a Time Series Plot with the Mean, Median, and Quantiles Trends, Correlations, and Scatter plots Creating a Scatter Plot and Fitting a Linear Regression Model Creating a Correlation Plot Activity: Studying Correlated Variables
Summary
Solutions
Chapter 1:  Basic Plotting in ggplot2
Activity: Creating a Histogram and Explaining its Features Activity: Creating One- and Two-Dimensional Visualizations with a Given Dataset Activity: Improving the Default Visualization
Chapter 2:  Grammar of Graphics and Visual Components
Activity: Applying Grammar of Graphics to Create a Complex Visualization Activity: Using Faceting to Understand Data Activity: Using Color Differentiation in Plots Activity: Using Themes and Color Differentiation in a Plot
Chapter 3:  Advanced Geoms and Statistics
Activity: Using Density Plots to Compare Distributions Activity: Plot the Monthly Closing Stock Prices and the Mean Values Activity: Creating a Variable-Encoded Regional Map Activity: Studying Correlated Variables
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