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R Graphs Cookbook Second Edition
Jaynal Abedin, Hrishi V. Mittal
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eBook - ePub
R Graphs Cookbook Second Edition
Jaynal Abedin, Hrishi V. Mittal
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Data visualization is one of the most important tasks in the data science track. Through effective visualization, we can easily uncover underlying patterns among variables without doing any sophisticated statistical analysis.
Starting with a high-level overview of the R graphics system and then moving through this practical cookbook, you will leverage powerful default R graphics and utilize advanced graphics systems such as lattice and ggplot2, the grammar of graphics. Through inspecting large datasets using tableplot and stunning three-dimensional visualizations, you will know how to produce, customize, and publish advanced visualizations using this popular, and powerful, framework.
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Informazioni
R Graphs Cookbook Second Edition
Table of Contents
R Graphs Cookbook Second Edition
Credits
About the Authors
About the Reviewers
www.PacktPub.com
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Free access for Packt account holders
Preface
What this book covers
What you need for this book
Who this book is for
Conventions
Reader feedback
Customer support
Downloading the example code
Errata
Piracy
Questions
1. R Graphics
Base graphics using the default package
Trellis graphs using lattice
Graphs inspired by Grammar of Graphics
2. Basic Graph Functions
Introduction
Creating basic scatter plots
Getting ready
How to do it...
How it works...
There's more...
A note on R's built-in datasets
See also
Creating line graphs
Getting ready
How to do it...
How it works...
There's more...
See also
Creating bar charts
Getting ready
How to do it...
How it works...
There's more...
See also
Creating histograms and density plots
How to do it...
How it works...
There's more...
See also
Creating box plots
Getting ready
How to do it...
How it works...
There's more...
See also
Adjusting x and y axes' limits
How to do it...
How it works...
There's more...
See also
Creating heat maps
How to do it...
How it works...
There's more...
See also
Creating pairs plots
How to do it...
How it works...
There's more...
See also
Creating multiple plot matrix layouts
How to do it...
How it works...
There's more...
See also
Adding and formatting legends
Getting ready
How to do it...
How it works...
There's more...
See also
Creating graphs with maps
Getting ready
How to do it...
How it works...
There's more...
See also
Saving and exporting graphs
How to do it...
How it works...
There's more...
See also
3. Beyond the Basics – Adjusting Key Parameters
Introduction
Setting colors of points, lines, and bars
Getting ready
How to do it...
How it works...
There's more...
See also
Setting plot background colors
Getting ready
How to do it...
How it works...
There's more...
Setting colors for text elements – axis annotations, labels, plot titles, and legends
Getting ready
How to do it...
How it works...
There's more...
Choosing color combinations and palettes
Getting ready
How to do it...
How it works...
There's more...
See also
Setting fonts for annotations and titles
Getting ready
How to do it...
How it works...
There's more...
See also
Choosing plotting point symbol styles and sizes
Getting ready
How to do it...
How it works...
There's more...
See also
Choosing line styles and width
Getting ready
How to do it...
How it works...
See also
Choosing box styles
Getting ready
How to do it...
How it works...
There's more...
Adjusting axis annotations and tick marks
Getting ready
How to do it...
How it works...
There's more...
See also
Formatting log axes
Getting ready
How to do it...
How it works...
There's more...
Setting graph margins and dimensions
Getting ready
How to do it...
How it works...
See also
4. Creating Scatter Plots
Introduction
Grouping data points within a scatter plot
Getting ready
How to do it...
How it works...
There's more...
See also
Highlighting grouped data points by size and symbol type
Getting ready
How to do it...
How it works...
Labeling data points
Getting ready
How to do it...
How it works...
There's more...
Correlation matrix using pairs plots
Getting ready
How to do it...
How it works...
Adding error bars
Getting ready
How to do it...
How it works...
There's more...
Using jitter to distinguish closely packed data points
Getting ready
How to do it...
How it works...
Adding linear model lines
Getting ready
How to do it...
How it works...
Adding nonlinear model curves
Getting ready
How to do it...
How it works...
Adding nonparametric model curves with lowess
Getting ready
How to do it...
How it works...
Creating three-dimensional scatter plots
Getting ready
How to do it...
How it works...
There's more...
Creating Quantile-Quantile plots
Getting ready
How to do it...
How it works...
There's more...
Displaying the data density on axes
Getting ready
How to do it...
How it works...
There's mo...