Data Visualization with Python

  1. Statistical Visualization with Seaborn
    1. Introduction to Seaborn
      1. Seaborn Philosophy
        1. Integration with Matplotlib
          1. Dataset Integration
            1. Function Categories
              1. Figure-Level Functions
                1. Axes-Level Functions
              2. Visualizing Statistical Relationships
                1. Relational Plots
                  1. Scatter Plot Relationships
                    1. Basic Scatter Plots
                      1. Categorical Grouping
                        1. Size and Style Mapping
                        2. Line Plot Relationships
                          1. Time Series Visualization
                            1. Confidence Intervals
                              1. Multiple Line Groups
                              2. Faceting with relplot
                                1. Column and Row Facets
                                  1. Wrap Parameters
                                    1. Aspect Ratios
                                2. Categorical Data Visualization
                                  1. Categorical Scatter Plots
                                    1. Strip Plots
                                      1. Jittering Techniques
                                        1. Grouping Categories
                                        2. Swarm Plots
                                          1. Avoiding Overlap
                                            1. Large Dataset Handling
                                          2. Categorical Distribution Plots
                                            1. Box Plots
                                              1. Quartile Representation
                                                1. Outlier Detection
                                                  1. Grouped Box Plots
                                                  2. Violin Plots
                                                    1. Kernel Density Estimation
                                                      1. Split Violins
                                                        1. Inner Plot Types
                                                        2. Box-and-Whisker Variations
                                                          1. Boxen Plots
                                                            1. Letter Value Plots
                                                          2. Categorical Estimate Plots
                                                            1. Bar Plots
                                                              1. Mean Estimation
                                                                1. Error Bar Representation
                                                                  1. Horizontal Orientation
                                                                  2. Point Plots
                                                                    1. Confidence Intervals
                                                                      1. Connection Lines
                                                                        1. Dodge Parameters
                                                                        2. Count Plots
                                                                          1. Frequency Visualization
                                                                            1. Order Parameters
                                                                        3. Distribution Visualization
                                                                          1. Univariate Distributions
                                                                            1. Histograms
                                                                              1. Bin Selection
                                                                                1. Density Normalization
                                                                                  1. Multiple Distributions
                                                                                  2. Kernel Density Estimation
                                                                                    1. Bandwidth Selection
                                                                                      1. Kernel Types
                                                                                        1. Shade and Fill Options
                                                                                        2. Empirical Cumulative Distribution
                                                                                          1. Complementary ECDF
                                                                                            1. Comparison Techniques
                                                                                            2. Rug Plots
                                                                                              1. Marginal Distributions
                                                                                                1. Height Parameters
                                                                                              2. Bivariate Distributions
                                                                                                1. Joint Plots
                                                                                                  1. Scatter with Marginals
                                                                                                    1. Hexbin Plots
                                                                                                      1. KDE Contours
                                                                                                        1. Regression Lines
                                                                                                        2. Pair Plots
                                                                                                          1. Multiple Variable Relationships
                                                                                                            1. Diagonal Plot Types
                                                                                                              1. Grouping Variables
                                                                                                          2. Matrix Visualization
                                                                                                            1. Heatmaps
                                                                                                              1. Correlation Matrices
                                                                                                                1. Pivot Table Visualization
                                                                                                                  1. Annotation Options
                                                                                                                    1. Color Map Selection
                                                                                                                      1. Masking Techniques
                                                                                                                      2. Cluster Maps
                                                                                                                        1. Hierarchical Clustering
                                                                                                                          1. Dendrogram Interpretation
                                                                                                                            1. Distance Metrics
                                                                                                                              1. Linkage Methods
                                                                                                                            2. Grid-Based Plotting
                                                                                                                              1. FacetGrid
                                                                                                                                1. Multi-Panel Layouts
                                                                                                                                  1. Mapping Functions
                                                                                                                                    1. Axis Sharing
                                                                                                                                      1. Legend Handling
                                                                                                                                      2. PairGrid
                                                                                                                                        1. Customizable Pair Plots
                                                                                                                                          1. Different Plot Types per Position
                                                                                                                                            1. Diagonal Customization
                                                                                                                                          2. Seaborn Styling and Themes
                                                                                                                                            1. Built-in Themes
                                                                                                                                              1. Darkgrid
                                                                                                                                                1. Whitegrid
                                                                                                                                                  1. Dark
                                                                                                                                                    1. White
                                                                                                                                                      1. Ticks
                                                                                                                                                      2. Context Scaling
                                                                                                                                                        1. Paper
                                                                                                                                                          1. Notebook
                                                                                                                                                            1. Talk
                                                                                                                                                              1. Poster
                                                                                                                                                              2. Color Palettes
                                                                                                                                                                1. Qualitative Palettes
                                                                                                                                                                  1. Sequential Palettes
                                                                                                                                                                    1. Diverging Palettes
                                                                                                                                                                      1. Custom Palette Creation

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                                                                                                                                                                  3. Foundational Plotting with Matplotlib

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                                                                                                                                                                  5. Interactive Visualization with Plotly