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v0.2.16: whatif improvements

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@oegedijk oegedijk released this 16 Dec 20:45
· 951 commits to master since this release

Version 0.2.16:

Breaking Changes

  • hide_whatifcontribution parameter now called hide_whatifcontributiongraph

New Features

  • added parameter n_input_cols to FeatureInputComponent to select in how many columns to split the inputs
  • Made PredictionSummaryComponent and ShapContributionTableComponent also work
    with InputFeatureComponent
  • added a PredictionSummaryComponent and ShapContributionTableComponent
    to the "what if" tab
    • hide with hide_whatifprediction=True and hide_whatifcontributiontable=True

Improvements

  • features of FeatureInputComponent are now ordered by mean shap importance
  • Added range indicator for numerical features in FeatureInputComponent
    • hide them hide_range=True
  • changed a number of dropdowns from dcc.Dropdown to dbc.Select
  • reordered the regression random index selector
    component a bit