v2.1.1 : Clustering of the correlation matrix

✨ Features
New feature #376
Clustering of the correlation matrix in order to visualize correlations between variables easily.

v2.1.0 : Support to Python3.10

New support in Python version
⬆️ Support to Python 3.10 #297
⬇️ Stop to support Python 3.6 #297

Upgrade dependencies
⬆️ scikit-learn>=0.24.0 #297
⬆️ acv-exp>=1.2.0 #297
⬆️ category_encoders>=2.2.2 #372

v2.0.2 : Pairwise comparison of Consistency

✨ Features
New feature #364
Pairwise comparison of Consistency : How are differences in contributions distributed across features ?

v2.0.1: Patch release: minor fixes

This patch release fix a bug on display webapp classification #357

v2.0.0: Shapash refactoring

Features
Refactoring attributes of compile methods and init.
#347
Refactoring implementation for new backends
#348, #346

Other Features
Upgrade Dash version : #343
Improve requirements in setup.py : #337

Bug fixes
Fix for Werkzeug compatibility : #342
Fix requirements for python 3.6 : #339

v1.7.1: Variabilize colors

Features
Give user possibility to change colour scheme of plots
#290, #295

Features

• Fix ACV version : #298
• Add ignore warnings to report : #303

v1.6.1: Patch release: minor fixes

This patch release prevent errors from matplotlib version 3.5.1

v1.6.0: Explainability Quality Metrics

Features
Evaluate the relevance of your explainability using 3 metrics: Stability, Consistency and Compacity

• Stability #234
• Compacity #242
• Consistency #252

New backend added to Shapash : LIME #255

Bug fixes

• Multiple lime fixe (#263, #265, #267)
• replace parameter for acv backend #262
• fix remove files when generate report fail #250

Internal

• Update data loader with urldowload #269

v1.5.0: A better estimation of Shapley values with ACV backend

Features

• New backend added to Shapash : ACV (#245)
  • New backend parameter on the compile method on which we can select 'acv'
  • New tutorial to illustrate how to work with Shapash and ACV
  • More info about ACV here : https://github.com/salimamoukou/acv00
• lightgbm added to Shapash accepted list of models (#232)

Bug fixes

• Fix Shapash Report bug when using multiclass (#223)
• Fix an attribute in SmartExplainer object (#247)

v1.4.4 : patch release

This release fixes bugs in the WebApp (#223)