Causal Discovery Python Packages

pgmpy

Python Toolkit for Causal and Probabilistic Reasoning

causal-learn

Causal Discovery in Python. Learning causality from data.

lingam

Python package for causal discovery based on LiNGAM.

dqtlib

A Data Quality Tool that tells you what and surfaces the why

cdt

Package for causal inference in graphs and in the pairwise settings. Tools for graph structure recovery and dependencies are included.

gcastle

Trustworthy AI related projects

dagma

A Python 3 package for learning Bayesian Networks (DAGs) from data. Official implementation of the paper "DAGMA: Learning DAGs via M-matrices and a Log-Determinant Acyclicity Characterization"

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

ylearn

YLearn, a pun of "learn why", is a python package for causal inference

dagsampler

Configurable causal DAG simulator for synthetic mixed-type data and CI test benchmarks

cits

CITS algorithm for inferring causality from time series data

pytrad

Causal Discovery in Python. Learning causality from data.

jax-pcmci

High-performance causal discovery using PCMCI algorithms with JAX acceleration

avici

Amortized Inference for Causal Structure Learning

esa-2scm

ESA-2SCM Python Package for Causal Discovery

pypcalg

A Python implementation of the PC algorithm.

cdans

Temporal Causal Discovery from Autocorrelated and Non-Stationary Time Series Data

scmopy

scmopy: Distribution-Agnostic Structural Causal Models Optimization in Python

culingam

CULiNGAM accelerates LiNGAM analysis on GPUs.

seq2cause

seq2cause: Turns any discrete sequence of events into a causal graph using autoregressive models (LLaMA, GPT, RNN, Mamba).

fpcmci

Filtered - PCMCI (F-PCMCI) causal discovery algorithm. Extension of the PCMCI causal discovery algorithm augmented with a feature selection method.

causationentropy

Implementation of Causation Entropy from Clarkson Center for Complex Systems Science (C3S2)

pyparcs

A simulation package for causal methods

pgmpy-rcr

A customized fork of pgmpy for RCR library compatibility