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Provide more options for bar plot visualization #463

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zyteka opened this issue Aug 10, 2023 · 0 comments
Open

Provide more options for bar plot visualization #463

zyteka opened this issue Aug 10, 2023 · 0 comments
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@zyteka
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zyteka commented Aug 10, 2023

Currently, plot_top_contributors can only plot a single entities' features or contributions. We should offer a few more options when multiple entities are fed in, as chosen by a parameter argument:

  1. Sum together the absolute values of all contributions for a feature, to get an overall importance
  2. Sum together the positive and negative contributions separately, to get the overall positive and negative contributions
  3. [maybe] Have one bar per entity per feature

UPDATE:
A better alternative to this may be to introduce a global explainer that separates out positive and negative contributions (which would handle the functionality of 2). 1 is handled by global importance.

@zyteka zyteka self-assigned this Aug 10, 2023
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