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        "description": "![](http://i.imgur.com/EOowdSD.png)\n\n[![PyPI version](https://badge.fury.io/py/lifelines.svg)](https://badge.fury.io/py/lifelines)\n[![Anaconda-Server Badge](https://anaconda.org/conda-forge/lifelines/badges/installer/conda.svg)](https://conda.anaconda.org/conda-forge)\n[![Build Status](https://travis-ci.org/CamDavidsonPilon/lifelines.svg?branch=master)](https://travis-ci.org/CamDavidsonPilon/lifelines)\n[![Coverage Status](https://coveralls.io/repos/github/CamDavidsonPilon/lifelines/badge.svg?branch=master)](https://coveralls.io/github/CamDavidsonPilon/lifelines?branch=master)\n[![DOI](https://zenodo.org/badge/12420595.svg)](https://zenodo.org/badge/latestdoi/12420595)\n\n\n[What is survival analysis and why should I learn it?](http://lifelines.readthedocs.org/en/latest/Survival%20Analysis%20intro.html)\n Survival analysis was originally developed and applied heavily by the actuarial and medical community. Its purpose was to answer *why do events occur now versus later* under uncertainty (where *events* might refer to deaths, disease remission, etc.). This is great for researchers who are interested in measuring lifetimes: they can answer questions like *what factors might influence deaths?*\n\nBut outside of medicine and actuarial science, there are many other interesting and exciting applications of survival analysis. For example:\n- SaaS providers are interested in measuring subscriber lifetimes, or time to some first action\n- inventory stock out is a censoring event for true \"demand\" of a good.\n- sociologists are interested in measuring political parties' lifetimes, or relationships, or marriages\n- A/B tests to determine how long it takes different groups to perform an action.\n\n*lifelines* is a pure Python implementation of the best parts of survival analysis.\n\n\n## Documentation and intro to survival analysis\n\nIf you are new to survival analysis, wondering why it is useful, or are interested in *lifelines* examples, API, and syntax, please read the [Documentation and Tutorials page](http://lifelines.readthedocs.org/en/latest/index.html)\n\n## Contact\n - Start a conversation in our [Discussions room](https://github.com/CamDavidsonPilon/lifelines/discussions).\n - Some users have posted common questions at [stats.stackexchange.com](https://stats.stackexchange.com/search?tab=votes&q=%22lifelines%22%20is%3aquestion)\n - creating an issue in the [Github repository](https://github.com/camdavidsonpilon/lifelines).\n\n## Roadmap\nYou can find the roadmap for lifelines [here](https://www.notion.so/camdp/6e2965207f564eb2a3e48b5937873c14?v=47edda47ab774ca2ac7532bb0c750559).\n\n## Development\n\nSee our [Contributing](https://github.com/CamDavidsonPilon/lifelines/blob/master/.github/CONTRIBUTING.md) guidelines.\n\n\n",
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