Statistical Modeling Python Packages

bambi

BAyesian Model-Building Interface (Bambi) in Python.

conjugate-models

Fast Bayesian Inference in Python. 50+ conjugate models with vectorized updates, sufficient statistic helpers, built-in plotting, and SciPy integration.

logit-graph

Logistic Random Graph (LG) model: generation, leave-one-out estimation, and spectral GIC comparison

priorityx

Entity prioritization and escalation detection using GLMM statistical models

relationalstats

Practical and statistical social network analysis tools for Python.

chunked-ed

Chunked Energy Distance computation and permutation-based testing for 1D and 2D samples.

olspow

Python package for conducting power analysis given ratio metrics, clustered data, and covariate adjustment.

pydistcore

The interface library for probabilistic modeling in HEP