Python causal-inference

Open-source Python projects categorized as causal-inference
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Topics: Causality Python Machine Learning Data Science bayesian-networks
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Top 14 Python causal-inference Projects

  • 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.

    • Project mention: Causality for Machine Learning | news.ycombinator.com | 2023-09-26

    I'm a fan of the Do Why library out of Microsoft. Even as a novice in the field of causal modeling it can get you up and running by estimating the causal graph based on your data. https://github.com/py-why/dowhy

  • causalml

    Uplift modeling and causal inference with machine learning algorithms

  • WorkOS

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  • pgmpy

    Python Library for learning (Structure and Parameter), inference (Probabilistic and Causal), and simulations in Bayesian Networks.

  • causalnex

    A Python library that helps data scientists to infer causation rather than observing correlation.

  • causal-learn

    Causal Discovery in Python. It also includes (conditional) independence tests and score functions.

  • CausalPy

    A Python package for causal inference in quasi-experimental settings

    • Project mention: CausalPy: A Python package for causal inference in quasi-experimental settings | news.ycombinator.com | 2023-11-07

  • tfcausalimpact

    Python Causal Impact Implementation Based on Google's R Package. Built using TensorFlow Probability.

    • Project mention: Slight issue with using this causal impact library | /r/learnpython | 2023-09-14

    i found this library https://github.com/WillianFuks/tfcausalimpact which seems to be a python port of the R library

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  • causallift

    CausalLift: Python package for causality-based Uplift Modeling in real-world business

  • auton-survival

    Auton Survival - an open source package for Regression, Counterfactual Estimation, Evaluation and Phenotyping with Censored Time-to-Events

  • dodiscover

    [Experimental] Global causal discovery algorithms

  • trimmed_match

    This Python library implements Trimmed Match for analyzing randomized paired geo experiments and also implements Trimmed Match Design for designing randomized paired geo experiments.

  • pysyncon

    A python module for the synthetic control method

    • Project mention: Python package for the synthetic control method | /r/CausalInference | 2023-05-16

    The worked example 'Prison construction and Black male incarceration' from the last chapter of 'Causal Inference: The Mixtape' by Scott Cunningham, (notebook here).

  • genome_integration

    MR-link and genome integration. genome_integration is a repository for the analysis of genomic data. Specifically, the repository implements the causal inference method MR-link, as well as other Mendelian randomization methods.

  • cdci-causality

    Python implementation of CDCI, a method to identify causal direction between two variables

  • SaaSHub

    SaaSHub - Software Alternatives and Reviews. SaaSHub helps you find the best software and product alternatives

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Python causal-inference related posts

Index

What are some of the best open-source causal-inference projects in Python? This list will help you:

Project Stars
1 dowhy 6,722
2 causalml 4,747
3 pgmpy 2,617
4 causalnex 2,140
5 causal-learn 978
6 CausalPy 767
7 tfcausalimpact 573
8 causallift 333
9 auton-survival 292
10 dodiscover 57
11 trimmed_match 55
12 pysyncon 29
13 genome_integration 11
14 cdci-causality 3

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