Probatus
Overview
Probatus is a python package that helps validate regression & (multiclass) classification models and the data used to develop them. Main features:
- probatus.interpret provides shap-based model interpretation tools
- probatus.sample_similarity to compare two datasets using resemblance modelling, f.e.
trainwith out-of-timetest. - probatus.feature_elimination.ShapRFECV provides cross-validated Recursive Feature Elimination using shap feature importance.
Installation
Probatus supports Python 3.10 through 3.13.
pip install probatus
Documentation
Documentation at ing-bank.github.io/probatus/.
You can also check out blog posts about Probatus:
- Open-sourcing ShapRFECV — Improved feature selection powered by SHAP.
- Model Explainability — How to choose the right tool?
Contributing
To learn more about making a contribution to Probatus, please see CONTRIBUTING.md.
Release files for probatus 3.2.0
For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.
Source distribution (sdist)
| File | Size | Uploaded | Provenance | Actions |
|---|---|---|---|---|
| probatus-3.2.0.tar.gz | 57.7 kB | Without provenance | Details for probatus-3.2.0.tar.gz |
Built distribution (wheel)
| File | Interpreter | ABI | Platform | Actions Reset |
|---|---|---|---|---|
| probatus-3.2.0-py3-none-any.whl | Python 3 | none | any | Details for probatus-3.2.0-py3-none-any.whl |
Total release size: 129.2 kB
Release files / probatus-3.2.0.tar.gz
| Download URL | probatus-3.2.0.tar.gz |
|---|---|
| Size | 57.7 kB |
| Tags | Source |
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Release files / probatus-3.2.0-py3-none-any.whl
| Download URL | probatus-3.2.0-py3-none-any.whl |
|---|---|
| Size | 71.5 kB |
| Tags | Python 3 |
|
SHA-256 checksum How to use checksums |
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No |
| Uploaded via |
twine/7.0.0 CPython/3.10.21
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Security for probatus 3.2.0
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