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v0.2.12: add tooltips to all the things

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@oegedijk oegedijk released this 22 Nov 21:11
· 1052 commits to master since this release

Version 0.2.12:

Breaking Changes

  • removed metrics_markdown() method. Added metrics_descriptions() that
    describes the metric in words.
  • removed PredsVsColComponent, ResidualsVsColComponent and ActualVsColComponent,
    these three are now subsumed in RegressionVsColComponent.

New Features

  • Added tooltips everywhere throughout the dashboard to explainer
    components, plots, dropdowns and toggles of the dashboard itself.

Improvements

  • changed colors on contributions graph and xgboost trees graph: up=green, down=red
    • added higher_is_better parameter. Set to False to switch green and red colors.
  • Clarified wording on index selector components
  • hiding group cats toggle everywhere when no cats are passed
  • passing **kwargs of ExplainerDashbaord down to all all tabs and (sub) components
    so that you can configure components from an ExplainerDashboard param.
    e.g. ExplainerDashboard(explainer, higher_is_better=False).run() will
    pass the higher_is_better param down to all components. In the case of the
    ShapContributionsGraphComponent and the XGBoostDecisionTrees component
    this will cause the red and green colors to flip (normally green is up
    and red is down.)