Data Visualization in R

  1. Specialized Visualizations
    1. Geospatial Visualization
      1. Spatial Data Fundamentals
        1. Spatial Data Types
          1. Coordinate Reference Systems
            1. sf Package Introduction
            2. Static Maps with ggplot2
              1. geom_sf() Function
                1. Point Data Mapping
                  1. Polygon Data Mapping
                    1. Line Data Mapping
                      1. Map Projections
                      2. Interactive Maps with leaflet
                        1. Basic Map Creation
                          1. Adding Markers
                            1. Layer Controls
                              1. Custom Basemaps
                              2. Choropleth Maps
                                1. Data Preparation
                                  1. Color Scaling
                                    1. Legend Configuration
                                  2. Network Visualization
                                    1. Graph Data Structures
                                      1. Nodes and Edges
                                        1. igraph Package
                                          1. tidygraph Package
                                          2. Network Plotting with ggraph
                                            1. Layout Algorithms
                                              1. Node Aesthetics
                                                1. Edge Aesthetics
                                                  1. Network Statistics
                                                  2. Interactive Networks
                                                    1. visNetwork Package
                                                      1. networkD3 Package
                                                    2. Time Series Visualization
                                                      1. Time Series Data Handling
                                                        1. Date-time Classes
                                                          1. zoo Objects
                                                            1. xts Objects
                                                              1. tsibble Objects
                                                              2. Time Series Plotting
                                                                1. Basic Time Series Plots
                                                                  1. Multiple Series
                                                                    1. Seasonal Decomposition
                                                                      1. Trend Analysis
                                                                      2. Specialized Time Series Packages
                                                                        1. ggfortify Package
                                                                          1. timetk Package
                                                                            1. forecast Package Plots
                                                                          2. Heatmaps and Matrix Visualization
                                                                            1. Simple Heatmaps with ggplot2
                                                                              1. geom_tile() Function
                                                                                1. Data Preparation
                                                                                  1. Color Scaling
                                                                                  2. Complex Heatmaps
                                                                                    1. pheatmap Package
                                                                                      1. ComplexHeatmap Package
                                                                                        1. Clustering Integration
                                                                                          1. Annotation Tracks
                                                                                          2. Correlation Matrices
                                                                                            1. corrplot Package
                                                                                              1. ggcorrplot Package
                                                                                            2. Text and Document Visualization
                                                                                              1. Word Clouds
                                                                                                1. wordcloud Package
                                                                                                  1. Text Preprocessing
                                                                                                    1. Frequency Analysis
                                                                                                    2. Text Networks
                                                                                                      1. Co-occurrence Networks
                                                                                                        1. Sentiment Networks
                                                                                                        2. Document Clustering Visualization
                                                                                                          1. Dendrogram Creation
                                                                                                            1. Cluster Visualization

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                                                                                                        7. Interactive and Dynamic Visualizations

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                                                                                                        9. Design Principles and Best Practices