Shapash

What's Changed

- Fixed an issue in the `report` where the contributions plot was not displayed. Thanks to [MLecardonnel](https://github.com/MLecardonnel) in [PR #622](https://github.com/MAIF/shapash/pull/622).

**Full Changelog:** [v2.7.7...v2.7.8](https://github.com/MAIF/shapash/compare/v2.7.7...v2.7.8)

What's Changed
* Add Option to Display Interaction Plot by guillaume-vignal in https://github.com/MAIF/shapash/pull/621
* Restrict Plotly to versions below 6.0.0 due to unexpected bugs occurring randomly in certain Python environmentst by guillaume-vignal in https://github.com/MAIF/shapash/pull/621


**Full Changelog**: https://github.com/MAIF/shapash/compare/v2.7.6...v2.7.7

What's Changed
* Limit scikit-learn version to < 1.6.0 by MLecardonnel in https://github.com/MAIF/shapash/pull/614

**Full Changelog**: https://github.com/MAIF/shapash/compare/v2.7.5...v2.7.6

What's Changed
* Add Customizable Graph Size, Improve Title Alignment, and Fix Color Palette Selection in Shapash Explainability Quality Graphs by guillaume-vignal in https://github.com/MAIF/shapash/pull/609
* Enhance Plot Functionality and Consistency for Additional Visualizations by guillaume-vignal in https://github.com/MAIF/shapash/pull/612


**Full Changelog**: https://github.com/MAIF/shapash/compare/v2.7.4...v2.7.5

What's Changed
- **Fix for Feature Importance Local Plot Failure After Global Plot**
Resolved an issue where plotting the feature importance local plot after the global plot resulted in errors due to missing value computations. This fix ensures seamless transitions between global and local plots, improving plot stability and usability.
**Contributed by [guillaume-vignal](https://github.com/guillaume-vignal)** in [#605](https://github.com/MAIF/shapash/pull/605)

- **Dynamic Title Height Adjustment for Feature Importance Plot**
Introduced a new feature that dynamically adjusts the title position based on figure height to prevent overlap with plot content. This update provides improved readability and layout flexibility, especially for custom plot dimensions.
**Contributed by [guillaume-vignal](https://github.com/guillaume-vignal)** in [#607](https://github.com/MAIF/shapash/pull/607)

**Full Changelog**: [View the changes for v2.7.3...v2.7.4](https://github.com/MAIF/shapash/compare/v2.7.3...v2.7.4)

**What's Changed**

This release brings important fixes to enhance both the visualization capabilities and the stability of the Shapash package.

- **Plot Title Overlap Fix**: We have resolved an issue where the plot titles were incorrectly positioned, leading to overlaps with the graph when users specified different figure heights.

- **Fix for Shortened Label Duplication**: In cases where long feature names were programmatically shortened for better visualization, duplicate labels could lead to missing lines in the correlation matrix.

- **Restoration of Missing Files in Shapash Package**: Several important files such as `*.ipynb`, `*.html`, and `*.j2` were missing in previous package versions, causing issues and preventing the generation of reports. These files are now properly included, restoring full functionality to the package.

**Contributors**
- guillaume-vignal in [PR 603](https://github.com/MAIF/shapash/pull/603)

**Full Changelog**: [v2.7.2...v2.7.3](https://github.com/MAIF/shapash/compare/v2.7.2...v2.7.3)