R Programming for Data Science

  1. Data Visualization with ggplot2
    1. Grammar of Graphics Foundation
      1. Layered Grammar Concept
        1. Data Layer
          1. Data Requirements
            1. Data Preparation
            2. Aesthetic Mappings
              1. Position Aesthetics
                1. Color and Fill Aesthetics
                  1. Size and Shape Aesthetics
                    1. Alpha and Linetype Aesthetics
                    2. Geometric Objects
                      1. Point Geometries
                        1. Line Geometries
                          1. Area Geometries
                            1. Bar Geometries
                              1. Text Geometries
                              2. Statistical Transformations
                                1. Identity Transformation
                                  1. Count Transformations
                                    1. Summary Transformations
                                    2. Coordinate Systems
                                      1. Cartesian Coordinates
                                        1. Polar Coordinates
                                          1. Map Projections
                                          2. Faceting Systems
                                            1. Grid Faceting
                                              1. Wrap Faceting
                                              2. Theme System
                                                1. Complete Themes
                                                  1. Theme Elements
                                                    1. Theme Customization
                                                  2. Basic Plot Types
                                                    1. Scatter Plots
                                                      1. Simple Scatter Plots
                                                        1. Grouped Scatter Plots
                                                          1. Bubble Charts
                                                          2. Line Plots
                                                            1. Time Series Plots
                                                              1. Multiple Line Plots
                                                                1. Step Plots
                                                                2. Bar Charts
                                                                  1. Column Charts
                                                                    1. Stacked Bar Charts
                                                                      1. Grouped Bar Charts
                                                                        1. Horizontal Bar Charts
                                                                        2. Distribution Plots
                                                                          1. Histograms
                                                                            1. Density Plots
                                                                              1. Box Plots
                                                                                1. Violin Plots
                                                                                2. Statistical Plots
                                                                                  1. Regression Lines
                                                                                    1. Confidence Intervals
                                                                                      1. Error Bars
                                                                                    2. Advanced Visualization Techniques
                                                                                      1. Multi-panel Plots
                                                                                        1. Facet Grid Implementation
                                                                                          1. Facet Wrap Implementation
                                                                                            1. Free Scales
                                                                                            2. Color and Aesthetics
                                                                                              1. Color Palettes
                                                                                                1. Manual Color Specification
                                                                                                  1. Gradient Colors
                                                                                                    1. Color Accessibility
                                                                                                    2. Annotations and Labels
                                                                                                      1. Text Annotations
                                                                                                        1. Arrow Annotations
                                                                                                          1. Reference Lines
                                                                                                          2. Custom Themes
                                                                                                            1. Theme Element Modification
                                                                                                              1. Complete Theme Creation
                                                                                                                1. Theme Inheritance
                                                                                                              2. Plot Customization
                                                                                                                1. Axis Customization
                                                                                                                  1. Axis Labels and Titles
                                                                                                                    1. Axis Limits and Breaks
                                                                                                                      1. Axis Transformations
                                                                                                                      2. Legend Customization
                                                                                                                        1. Legend Position
                                                                                                                          1. Legend Appearance
                                                                                                                            1. Legend Content
                                                                                                                            2. Title and Caption Management
                                                                                                                              1. Plot Layout and Spacing
                                                                                                                              2. Saving and Exporting Plots
                                                                                                                                1. File Format Options
                                                                                                                                  1. Resolution and Size Control
                                                                                                                                    1. Device-specific Options
                                                                                                                                      1. Batch Plot Generation

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                                                                                                                                    6. Programming Fundamentals in R