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harell avatar harell commented on July 16, 2024 1

Attached is the dataset
Attached is the code. Change line 7 to point at the dataset

Notice the inconsistency between the print output and plot information.

reproducible-bug.zip

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mstaniak avatar mstaniak commented on July 16, 2024 1

I fixed this problem in the refactoring branch. When I finish all the changes, I will merge to master.

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mstaniak avatar mstaniak commented on July 16, 2024

Thank you very much for pointing this out, I will look into this. Looks like a serious bug, but I need to check.

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mstaniak avatar mstaniak commented on July 16, 2024

I wasn't able to reproduce this error so far. Two questions:

  • are you using the titatnic dataset from DALEX package?
  • if not, are there any missing values in your data frame?

I encountered a different problem ('male' and 'female' were merged while they weren't supposed to be), but not this one.

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harell avatar harell commented on July 16, 2024

I'll create a reproducible example next week.

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mstaniak avatar mstaniak commented on July 16, 2024

Thanks, I located the source of the problem. Interpretable features were extracted from the decision rules using regular expressions and with the levels "female" and "male" the "male" pattern was found in two rules instead of one. Once I solve this problem, I will fix this issue.

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