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Notebook","funding_links":["https://github.com/sponsors/FlorianWilhelm"],"categories":[],"sub_categories":[],"readme":"[![Docs Status](https://readthedocs.org/projects/justcause/badge/?version=latest)](https://justcause.readthedocs.io/en/latest/?badge=latest)\n[![CI Status](https://api.cirrus-ci.com/github/inovex/justcause.svg?branch=master)](https://cirrus-ci.com/github/inovex/justcause)\n[![Coverage Status](https://coveralls.io/repos/github/inovex/justcause/badge.svg?branch=master)](https://coveralls.io/github/inovex/justcause?branch=master)\n[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://black.readthedocs.io/en/stable/)\n[![PyPI-Server](https://img.shields.io/pypi/v/justcause.svg)](https://pypi.org/project/justcause/)\n\n\u003cdiv style=\"text-align:center\"\u003e\n\u003cp align=\"center\"\u003e\n\u003cimg alt=\"JustCause logo\" src=\"https://justcause.readthedocs.io/en/latest/_static/logo.png\"\u003e\n\u003c/p\u003e\n\u003c/div\u003e\n\n\u003cbr/\u003e\n\n# Introduction\n\nEvaluating causal inference methods in a scientifically thorough way is a cumbersome and error-prone task.\nTo foster good scientific practice **JustCause** provides a framework to easily:\n\n1. evaluate your method using common data sets like IHDP, IBM ACIC, and others;\n2. create synthetic data sets with a generic but standardized approach;\n3. benchmark your method against several baseline and state-of-the-art methods.\n\nOur *cause* is to develop a framework that allows you to compare methods for causal inference\nin a fair and *just* way. JustCause is a work in progress and new contributors are always welcome.\n\n# Installation\n\nIf you just want to use the functionality of JustCause, install it with:\n```\npip install justcause\n```\nConsider using [conda] to create a virtual environment first.\n\nDevelopers that want to develop and contribute own algorithms and data sets to the JustCause framework, should:\n\n1. clone the repository and change into the directory\n   ```\n   git clone https://github.com/inovex/justcause.git\n   cd justcause\n   ```\n\n2. create an environment `justcause` with the help of [conda],\n   ```\n   conda env create -f environment.yaml\n   ```\n3. activate the new environment with\n   ```\n   conda activate justcause\n   ```\n4. install `justcause` with:\n   ```\n   python setup.py install # or `develop`\n   ```\n\nOptional and needed only once after `git clone`:\n\n5. install several [pre-commit] git hooks with:\n   ```\n   pre-commit install\n   ```\n   and checkout the configuration under `.pre-commit-config.yaml`.\n   The `-n, --no-verify` flag of `git commit` can be used to deactivate pre-commit hooks temporarily.\n\n\n# Related Projects \u0026 Resources\n\n 1. [causalml]: causal inference with machine learning algorithms in Python\n 2. [DoWhy]: causal inference using graphs for identification\n 3. [EconML]: Heterogeneous Effect Estimation in Python\n 4. [awesome-list]: A very extensive list of causal methods and respective code\n 5. [IBM-Causal-Inference-Benchmarking-Framework]: Causal Inference Benchmarking Framework by IBM\n 6. [CausalNex]: Bayesian Networks to combine machine learning and domain expertise for causal reasoning.\n\n## Note\n\nThis project has been set up using [PyScaffold] 3.2.2 and the [dsproject extension] 0.4.\nFor details and usage information on PyScaffold see https://pyscaffold.org/.\n\n\n[conda]: https://docs.conda.io/\n[pre-commit]: https://pre-commit.com/\n[Jupyter]: https://jupyter.org/\n[Google style]: http://google.github.io/styleguide/pyguide.html#38-comments-and-docstrings\n[PyScaffold]: https://pyscaffold.org/\n[dsproject extension]: https://github.com/pyscaffold/pyscaffoldext-dsproject\n[causalml]: https://github.com/uber/causalml\n[DoWhy]: https://github.com/Microsoft/dowhy\n[EconML]: https://github.com/microsoft/EconML\n[awesome-list]: https://github.com/rguo12/awesome-causality-algorithms\n[IBM-Causal-Inference-Benchmarking-Framework]: https://github.com/IBM-HRL-MLHLS/IBM-Causal-Inference-Benchmarking-Framework\n[CausalNex]: https://causalnex.readthedocs.io/\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Finovex%2Fjustcause","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Finovex%2Fjustcause","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Finovex%2Fjustcause/lists"}