Shapash

What's Changed

Breaking changes
* Dropped support for 3.8 in MLecardonnel in https://github.com/MAIF/shapash/pull/538
* Support only Scikit learn>=1.4.0 by MLecardonnel in https://github.com/MAIF/shapash/pull/543
* Support only pandas>=2.1.0 by guillaume-vignal in https://github.com/MAIF/shapash/pull/551
* Support only shap>=0.45.0 by guillaume-vignal in https://github.com/MAIF/shapash/pull/552

Added
* Feature python 3.12 support by MLecardonnel in https://github.com/MAIF/shapash/pull/538
* Optimization: compute predictions and probabilities directly in the compile step by guillaume-vignal in https://github.com/MAIF/shapash/pull/535, https://github.com/MAIF/shapash/pull/544

Fixed
* Fixed report demo by MLecardonnel in https://github.com/MAIF/shapash/pull/540, https://github.com/MAIF/shapash/pull/541, https://github.com/MAIF/shapash/pull/546, https://github.com/MAIF/shapash/pull/547, https://github.com/MAIF/shapash/pull/548, https://github.com/MAIF/shapash/pull/549

**Full Changelog**: https://github.com/MAIF/shapash/compare/v2.4.3...v2.5.0

What's Changed
* remove code for category_encoder<=2.2.2 by guillaume-vignal in https://github.com/MAIF/shapash/pull/530
* Hotfix shap 0.45.0 by guillaume-vignal in https://github.com/MAIF/shapash/pull/534
* last release for: python 3.8, shap<0.45.0, scikit-learn<1.4

**Full Changelog**: https://github.com/MAIF/shapash/compare/v2.4.2...v2.4.3

What's Changed
* Feature/code quality by guerinclement in https://github.com/MAIF/shapash/pull/521
* Bump dash from 1.9.1 to 2.15.0 by dependabot in https://github.com/MAIF/shapash/pull/526
* Feature/lint by guerinclement in https://github.com/MAIF/shapash/pull/522

New Contributors
* guerinclement made their first contribution in https://github.com/MAIF/shapash/pull/521

**Full Changelog**: https://github.com/MAIF/shapash/compare/v2.4.1...v2.4.2

Fix 514 BUG: with version 2.4.0 TreeExplainer is never used

<div id="release-thumbnail">
Major announcements in this release are :<br />
- Shapash support Python 3.11 <br />
- Shapash can compute Shapeley values through Shap for any model supported by Shap
</div>
<br />

**Features:**
- Support for Python 3.11 512
- Be able to use Shapash to compute Shapeley values through Shap for any model supported by Shap 506

**Breaking change:**
- Removes ACV from shapash and fixes dependencies 482

**Fixes:**
- 475
- 503
- 497

Hotfix for handle missing data for categorical columns 490

Fix this issues : https://github.com/MAIF/shapash/issues/489 https://github.com/MAIF/shapash/issues/478 https://github.com/MAIF/shapash/issues/472

Update extra require for report pip install shapash[report] 494