Just show feature subset in the input editor in What-if tab?

[tonydengpace]

Hi. For the feature input in the What-if tab, would it be possible to just show a subset of the features instead of the full feature set?

[oegedijk]

Euhm, this could be added as a keyword argument perhaps. So you could add a list of features to use in the whatif tab with e.g. ExplainerDashboard(explainer, what_if_features = ['Age', 'PassengerClass']).run().

Shouldn't be too hard to implement, but may require a bit of work. The input component is defined here:

explainerdashboard/explainerdashboard/dashboard_components/overview_components.py

Line 633 in bdd03da

class FeatureInputComponent(ExplainerComponent):

I think you would have to keep a seperate list of visible features and hidden features, and then slice only through the visible features for the display. May not be too hard.

Unfortunately I have extremely limited time to work on this right now. You want to have a stab at it?