3. statsmodels: Traditional Statistics

Selections From The statsmodels Documentation

1. Linear Regression: Ordinary least Squares

2. Random Effects/Mixed Models: Linear Mixed Effects Models

3. Count Data And Link Functions: Generalized Linear Models

4. Simpler Model Notation: Generalized Linear Models (Formula)

5. Analysis of Variance: Interaction and ANOVA

6. Assessing Model Assumptions: Regression Diagnostics

7. Visualizing Fitted Models: Regression Plots

8. Visualizing Continuous Variables: Box Plots

9. Visualizing Distributions: Kernel Density Estimation