======================== Formula-Based Regression ======================== Module for regression statistics based on ``patsy``-/``R``-style formulae. This module provides an abstract base class and concrete implementations for performing regression analyses using `statsmodels `_. It supports linear regression, logistic regression, and log-binomial regression, with features like variance inflation factor (VIF) calculation, standardized regressions, odds/risk ratios, and formatted output. Assumes input data are pandas ``Series``/``DataFrames``. Handles boolean columns specially in standardization. .. automodule:: unistat.formula_regression :members: :undoc-members: :show-inheritance: :exclude-members: FormulaSides, reg, std_reg, X, y, X_std