Metadata-Version: 2.4
Name: bioage-tools
Version: 0.2.0
Summary: Bioage tools package
Project-URL: Homepage, https://github.com/mike-live/bioage-tools
Project-URL: Bug Tracker, https://github.com/mike-live/bioage-tools/issues
Author-email: Mikhail Krivonosov <krivonosov@itmm.unn.ru>
Classifier: Operating System :: OS Independent
Classifier: Programming Language :: Python :: 3
Requires-Python: >=3.7
Requires-Dist: matplotlib>=3.6.2
Requires-Dist: numpy>=1.15.0
Requires-Dist: pandas
Requires-Dist: regression-bias-corrector
Requires-Dist: scikit-learn
Requires-Dist: shap
Description-Content-Type: text/markdown

# Bioage tools

A bunch of handy tools for biological age analysis:
- bias regression correction;
- age acceleration based on bioage model;
- SHAP analysis of accelerations;
- smart regression loss function for bioage model learning [TODO].


### Install

```bash
pip install .
```

### How to use

See `examples/acc_explainer.ipynb`.

## Authors

&copy; 2024 Lobachevsky University

* **Mikhail Krivonosov** - *Implementation* - [mike_live](https://github.com/mike_live)
* **Tatiana Khabarova** - *Implementation* - [enot9910](https://github.com/enot9910)
* **Igor Yusipov** - *Project vision*
* **Mikhail Ivanchenko** - *Project vision*

## License

This project is licensed under the MIT License - see the [LICENSE.md](LICENSE.md) file for details.

## Acknowledgments

* We acknowledge the Lobachevsky State University.