Statistics with R

  1. Advanced Data Visualization with ggplot2
    1. ggplot2 Components
      1. Data Layer
        1. Aesthetic Mappings
          1. Geometric Objects
            1. Statistical Transformations
              1. Coordinate Systems
                1. Faceting
                  1. Themes
                  2. Building Plots
                    1. ggplot() Function
                      1. Adding Layers
                        1. Aesthetic Mappings
                          1. Position Aesthetics
                            1. Color Aesthetics
                              1. Shape Aesthetics
                                1. Size Aesthetics
                                  1. Alpha Aesthetics
                                2. Geometric Objects
                                  1. Points
                                    1. geom_point()
                                      1. Scatter Plots
                                        1. Bubble Charts
                                        2. Lines
                                          1. geom_line()
                                            1. geom_smooth()
                                              1. Time Series Plots
                                              2. Bars
                                                1. geom_bar()
                                                  1. geom_col()
                                                    1. Bar Charts
                                                      1. Stacked Bars
                                                      2. Distributions
                                                        1. geom_histogram()
                                                          1. geom_density()
                                                            1. geom_boxplot()
                                                              1. geom_violin()
                                                              2. Text and Labels
                                                                1. geom_text()
                                                                  1. geom_label()
                                                                2. Statistical Transformations
                                                                  1. stat_summary()
                                                                    1. stat_smooth()
                                                                      1. stat_bin()
                                                                        1. Custom Statistics
                                                                        2. Coordinate Systems
                                                                          1. Cartesian Coordinates
                                                                            1. Polar Coordinates
                                                                              1. Map Projections
                                                                                1. Coordinate Transformations
                                                                                2. Faceting
                                                                                  1. facet_wrap()
                                                                                    1. facet_grid()
                                                                                      1. Free Scales
                                                                                        1. Labeling Facets
                                                                                        2. Scales
                                                                                          1. Scale Types
                                                                                            1. Continuous Scales
                                                                                              1. Discrete Scales
                                                                                                1. Color Scales
                                                                                                  1. Position Scales
                                                                                                    1. Scale Transformations
                                                                                                    2. Themes and Customization
                                                                                                      1. Built-in Themes
                                                                                                        1. Theme Elements
                                                                                                          1. Custom Themes
                                                                                                            1. Plot Annotations
                                                                                                              1. Titles and Labels
                                                                                                                1. Legends
                                                                                                                2. Advanced Plot Types
                                                                                                                  1. Heatmaps
                                                                                                                    1. Network Plots
                                                                                                                      1. Geographic Maps
                                                                                                                        1. Interactive Plots
                                                                                                                        2. Saving and Exporting Plots
                                                                                                                          1. ggsave() Function
                                                                                                                            1. File Formats
                                                                                                                              1. Resolution Settings
                                                                                                                                1. Size Specifications

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                                                                                                                              9. Data Visualization Fundamentals

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                                                                                                                              11. Probability Theory