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Causal Models Python Packages

Python packages with the GitHub topic causal-models. Sorted by relevance, with stars and monthly downloads.
BiomedSciAI
causallib

A Python package for modular causal inference analysis and model evaluations

2.5M 812 109
pgmpy
pgmpy

Python Toolkit for Causal and Probabilistic Reasoning

446K 3K 1K
py-why
dowhy

DoWhy is a Python library for causal inference that supports explicit modeling and testing of causal assumptions. DoWhy is based on a unified language for causal inference, combining causal graphical models and potential outcomes frameworks.

144K 8K 1K
cdt15
lingam

Python package for causal discovery based on LiNGAM.

30K 482 71
erdogant
bnlearn

Python package for Causal Discovery by learning the graphical structure of Bayesian networks. Structure Learning, Parameter Learning, Inferences, Sampling methods.

22K 625 58
paul-krug
pytorch-tcn

(Realtime) Temporal Convolutions in PyTorch

8K 196 17
FenTechSolutions
cdt

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

5K 1K 202
OscarEngelbrektson
syntheticcontrolmethods

A Python package for causal inference using Synthetic Controls

3K 193 57
pylift
pylift

Uplift modeling and evaluation library. Actively maintained pypi version.

1K 78 20
leo-ware
pqp

High-performance causal identification in Rust.

973 4 0
DataCanvasIO
ylearn

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

922 429 79
FedericoDiMarzo
torch-utilities

Simplifying audio and deep learning with PyTorch.

765 5 0
trislett
tfce-mediation

Fast regression and mediation analysis of vertex or voxel MRI data with TFCE

762 31 9
DSsoli
scmopy

scmopy: Distribution-Agnostic Structural Causal Models Optimization in Python

612 0 0
DSsoli
esa-2scm

ESA-2SCM Python Package for Causal Discovery

568 0 0
uio-bmi
dagsim

A framework and specification language for simulating data based on graphical models

525 19 3
SamuelReyd
actualcauses

A package for Actual Causes Identification

449 0 0
trislett
tmi-viewer

tmi_viewer

395 31 9
krassowski
jupyterlab-dagitty

JupyterLab renderer of dagitty causal diagrams

339 24 0
MLResearchAtOSRAM
cause2e

A package for end-to-end causal analysis

263 63 4
pgmpy
pgmpy-rcr

Python Toolkit for Causal and Probabilistic Reasoning

237 3K 1K
kevinsbello
iscan-dag

A Python 3 package for identifying distribution shifts (a.k.a feature-shifts) between datasets. Official implementation of the paper: "iSCAN: Identifying Causal Mechanism Shifts among Nonlinear Additive Noise Models".

220 5 2
Center-For-Complex-Systems-Science
causationentropy

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

175 23 2
adrianjav
causalflows

CausalFlows: A library for Causal Normalizing Flows in Pytorch

103 31 1
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