Kabacoff R. Modern Data Visualization with R 2024
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Kabacoff R. Modern Data Visualization with R 2024
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Added: 2025-03-10 23:38:53
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Info Hash: A69533BAB011B5C1CCAE38417B658E1682326F9E
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Description:
Textbook in PDF format
Modern Data Visualization with R describes the many ways that raw and summary data can be turned into visualizations that convey meaningful insights. It starts with basic graphs such as bar charts, scatter plots, and line charts, but progresses to less well-known visualizations such as tree maps, alluvial plots, radar charts, mosaic plots, effects plots, correlation plots, biplots, and the mapping of geographic data. Both static and interactive graphics are described and the use of color, shape, shading, grouping, annotation, and animations are covered in detail. The book moves from a default look and feel for graphs, to graphs with customized colors, fonts, legends, annotations, and organizational themes.The book is written for those new to data analysis as well as the seasoned data scientist. It can be used for both teaching and research, and will particularly appeal to anyone who needs to describe data visually and wants to find and emulate the most appropriate method quickly. The reader should have some basic coding experience, but expertise in R is not required. Some of the later chapters (e.g., visualizing statistical models) assume exposure to statistical inference at the level of analysis of variance and regression.
Introduction
Data Preparation
Introduction to ggplot2
Univariate Graphs
Bivariate Graphs
Multivariate Graphs
Maps
Time-dependent graphs
Statistical Models
Other Graphs
Customizing Graphs
Saving Graphs
Interactive Graphs
Advice / Best Practices