option to change colors of waterfall plot

I understand shap plots use red for positive (up) and blue for negative (down).

From a lay person point of view they are probably use to seeing green for positive (up), red for negative (down) and blue for final.

It would be nice to have an option to ExplainerDashboard to do this. e.g. waterfall_plot_colors='rg'

[oegedijk]

E.g. for the Individual Predictions tab I probably want to hide the Orientation toggle in the Contributions to prediction plot. To the lay person this may be noise. No idea where but I could imagine something like ExplainerDashboard(..., orientation_toggle='vertical') (with default orientation_toggle=None). This sets the orientation of the plot to be vertical and there is no orientation toggle.

While fixing the red/green colors thing, I also made sure that **kwargs to ExplainerDashboard now get passed down to all the components. Which means that you can do:

ExplainerDashboard(explainer, orientation='horizontal', hide_orientation=True).run()

Do be mindful of unintented consequences as kwargs are passed down to all components.

[oegedijk]

Done!

Awesome! Although don’t see any commits. Maybe you still have to push?

I hadn’t pushed it yet as there was some other stuff I had to clean up first. But just released it now.

Also: added tooltips like pixie dust all over the dashboard, in order to explainer the explainerdashboard itself a bit better. Hopefully that should also help people working with it.