• Data Visualization with R Book Club
  • Welcome
    • Book club meetings
    • Pace
  • 1 Data Preparation
    • 1.1 Importing data
    • 1.2 Text files
    • 1.3 Excel spreadsheets
    • 1.4 Stastistical packages
    • 1.5 Databases
    • 1.6 Cleaning data
    • 1.7 Selecting variables
    • 1.8 Selecting observations
    • 1.9 Creating/Recoding variables
    • 1.10
    • 1.11 Summarizing data
    • 1.12
    • 1.13 Using pipes
    • 1.14 Reshaping data
    • 1.15 pivot_wider()
    • 1.16 pivot_longer()
    • 1.17 Missing Data
    • 1.18 Resources
    • Meeting Videos
      • Cohort 1
  • 2 Introduction to ggplot2
    • 2.1 Introduction
    • 2.2 Data layer
    • 2.3 Aesthetic Layer
    • 2.4 Geometries Layer
    • 2.5 Statistics Layer
    • 2.6 Coordinates Layer
    • 2.7 grouping
    • 2.8 scales
    • 2.9 Facets Layer
    • 2.10 labels
    • 2.11 themes
    • 2.12 Placing the data and mapping options
    • 2.13 Graphs as objects
    • 2.14 Resources
    • Meeting Videos
      • Cohort 1
  • 3 Univariate Graphs
    • 3.1 Categorical vs. Quantitive Variables
    • 3.2 Categorical vs. Quantitive Variables cont.
    • 3.3 Marriage Dataset
    • 3.4 Bar Chart
    • 3.5 Pie Chart
    • 3.6 Caveat: Pie charts
    • 3.7 Tree map
    • 3.8 Tree map cont.
    • 3.9 Histogram
    • 3.10 Kernel Density Plot
    • 3.11 Dot Chart
    • 3.12 Geom options
    • 3.13 Resources
    • Meeting Videos
      • Cohort 1
  • 4 Bivariate Graphs
    • 4.1 Introduction
    • 4.2 Stacked bar chart
    • 4.3 Grouped bar chart
    • 4.4 Segmented bar chart
    • 4.5 Improving the color and labeling
    • 4.6 Scatterplot
    • 4.7 Adding best fit lines
    • 4.8 Line plot
    • 4.9 Bar chart (on summary statistics)
    • 4.10 Grouped kernel density plots
    • 4.11 Box plots
    • 4.12 Violin plots
    • 4.13 Ridgeline plots
    • 4.14 Mean/SEM plots
    • 4.15 Strip plots
    • 4.16 Beeswarm Plots
    • 4.17 Cleveland Dot Charts
    • Meeting Videos
      • Cohort 1
  • 5 Multivariate Graphs
    • Introduction
    • 5.1 Grouping
    • 5.2 Faceting
    • Meeting Videos
      • Cohort 1
  • 6 Maps
    • 6.1 Introduction
    • 6.2 Dot density maps
    • 6.3 Choropleth maps
    • 6.4 Data by country
    • 6.5 Data by US County
    • Meeting Videos
      • Cohort 1
  • 7 Time-dependent graphs
    • 7.1 Time Series
    • 7.2 Economics Dataset
    • 7.3 Simple Line Plot
    • 7.4 Simple Line Plot +
    • 7.5 Modified Simple Line Plot
    • 7.6 scale_*_date Function
    • 7.7 Dumbbell Charts
    • 7.8 Long and Wide Format
    • 7.9 Gapminder Dataset
    • 7.10 Dumbbell Charts
    • 7.11 Dumbbell Charts +
    • 7.12 Modified Dumbbell Charts
    • 7.13 Slope Graphs
    • 7.14 newggslopegraph Function
    • 7.15 Slope Graphs
    • 7.16 Area Charts
    • 7.17 Stacked Area Chart
    • 7.18 Uspopage Dataset
    • 7.19 Stacked Area Chart
    • 7.20 Scientific Notation
    • 7.21 Stacked Area Chart +
    • 7.22 Modified Stacked Area Chart
    • Meeting Videos
      • Cohort 1
  • 8 Statistical Models
    • 8.1 Correlation plots
    • 8.2 Saratoga Houses Dataset
    • 8.3 ggcorrplot package
    • 8.4 ggcorrplot function
    • 8.5 Linear Regression
    • 8.6 visreg package
    • 8.7 Another linear regression example
    • 8.8 Logistic Regression
    • 8.9 CPS85 dataset and linear regression
    • 8.10 Visualizing logistic regression
    • 8.11 Visualizing multiple conditional logistic regression plots
    • 8.12 Survival Analysis
    • 8.13 Survival Plots using ggsurvplot
    • 8.14 Comparing survival probabilities
    • 8.15 Mosaic Plots
    • 8.16 Mosaic plots and the vcd package
    • 8.17 Adding color to mosaic plot
    • 8.18 Resources
    • Meeting Videos
      • Cohort 1
  • 9 Other Graphs
    • 9.1 3-D Scatterplot
    • 9.2 Modified 3-D Scatterplot
    • 9.3 Modified 3-D Scatterplot (cont.)
    • 9.4 Modified 3-D Scatterplot (cont.)
    • 9.5 Biplots
    • 9.6 Bubble Charts
    • 9.7 Modified Bubble Chart
    • 9.8 Flow Diagrams
    • 9.9 Sankey Diagrams
    • 9.10 Sankey Diagrams (cont.)
    • 9.11 Alluvial Diagrams
    • 9.12 Alternative Alluvial Diagram
    • 9.13 Modified Alluvial Diagram
    • 9.14 Heatmaps
    • 9.15 Sorted Heatmap
    • 9.16 Heatmap for Time Series
    • 9.17 Radar Charts
    • 9.18 Basic Radar Chart
    • 9.19 Scaterplot Matrix
    • 9.20 Customized Scaterplot Matrix
    • 9.21 Waterfall Charts
    • 9.22 Modified Waterfall Chart
    • 9.23 Word Clouds
    • 9.24 Resources
    • Meeting Videos
      • Cohort 1
  • 10 Customizing Graphs
    • SLIDE 1
    • Meeting Videos
      • Cohort 1
  • 11 Saving Graphs
    • SLIDE 1
    • Meeting Videos
      • Cohort 1
  • 12 Interactive Graphs
    • SLIDE 1
    • Meeting Videos
      • Cohort 1
  • 13 Advice / Best Practices
    • SLIDE 1
    • Meeting Videos
      • Cohort 1
  • Published with bookdown

Data Visualization with R Book Club

2.14 Resources

  • ggplot2 Book

  • ggplot2 Cheatsheet

  • R Graph Gallery

  • R Graphics Cookbook

  • ggplot2 Extensions Gallery

  • Introduction to the Grammar of Graphics