Information Theory Python Packages

infomap

Multi-level network clustering based on the Map Equation

entropyhub

An open-source toolkit for entropic data analysis.

kxy

A Powerful Serverless Pre-Learning and Post-Learning Analysis Toolkit

komm

An open-source library for Python 3 providing tools for analysis and simulation of analog and digital communication systems.

corextopic

Hierarchical unsupervised and semi-supervised topic models for sparse count data with CorEx

rgclib

Python wrapper for the C implementation of Recursive Group Coding (RGC)

spkit

Signal Processing Toolkit, including ML models with visualization

driada

Population and element-level analysis of neuronal computations

conaction

A package for studying how things change together.

lempel-ziv-complexity

:package: Lempel-Ziv Complexity, fast implementations with :snake: Python (naive, Numba or Cython for speedup), Open-Source (MIT) :+1: →

infomeasure

Python package for calculating various information measures, including entropy, mutual information, transfer entropy, and more, with support for both discrete and continuous variables.

arithmetic-compressor

Arithmetic coding library with statistical models like PPM and Context mixing (demonstrating core principles of probabilistic inference, ensemble learning in AI)

ennemi

Non-linear correlation detection with mutual information

p4j

Periodic time series analysis tools based on information theory

thoi

THOI: An efficient library for higher order interactions analysis based on Gaussian copulas enhanced by batch-processing

copent

Estimating Copula Entropy (Mutual Information), Transfer Entropy (Conditional Mutual Information), and the statistics for multivariate normality test and two-sample test, and change point detection in Python

zpe-imc-kernel

Optional native Rust kernel for zpe-multimodal stream scan and validation paths

depynd

Evaluating dependencies among random variables.

frites

Framework for Information Theoretical analysis of Electrophysiological data and Statistics

infotopo

computes most of information functions (joint entropy, conditional, mutual information, total correlation information distance) and deep information networks

shifterator

Interpretable data visualizations for understanding how texts differ at the word level

infotheory-rs

Python bindings for the infotheory Rust library

dstz

A python package of evidence theory

psitip

Python Symbolic Information Theoretic Inequality Prover