Data Visualization with Python

  1. Specialized Visualization Libraries
    1. Network Visualization with NetworkX
      1. Graph Theory Basics
        1. Nodes and Edges
          1. Directed vs Undirected Graphs
            1. Weighted Graphs
              1. Graph Properties
              2. Creating and Manipulating Graphs
                1. Graph Construction
                  1. Adding and Removing Elements
                    1. Graph Algorithms
                    2. Network Visualization
                      1. Layout Algorithms
                        1. Spring Layout
                          1. Circular Layout
                            1. Hierarchical Layout
                              1. Random Layout
                              2. Node and Edge Styling
                                1. Interactive Network Plots
                              3. High-Performance Visualization
                                1. Datashader for Large Datasets
                                  1. Data Aggregation Pipeline
                                    1. Canvas and Glyphs
                                      1. Color Mapping
                                        1. Interactive Integration
                                        2. Bokeh for Web-Based Visualization
                                          1. Bokeh Server Applications
                                            1. Widget Integration
                                              1. Streaming Data
                                              2. HoloViews for Declarative Visualization
                                                1. Element Types
                                                  1. Dimension Mapping
                                                    1. Backend Integration
                                                  2. Specialized Plot Types
                                                    1. Financial Data Visualization
                                                      1. Candlestick Charts
                                                        1. OHLC Charts
                                                          1. Volume Plots
                                                          2. Scientific Visualization
                                                            1. Contour Plots
                                                              1. Vector Field Plots
                                                                1. Phase Diagrams
                                                                2. Text and Document Visualization
                                                                  1. Word Clouds
                                                                    1. Text Networks
                                                                      1. Document Clustering Visualization

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                                                                  6. Geospatial Data Visualization

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                                                                  8. Data Storytelling and Design Principles