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I would like a testing algorithm for fairness that does not require the test dataset to contain sensitive features as my model was not trained with any sensitive features.
Is your feature request related to a problem/limitation?
This alternative fairness test could probably take in an extra dataset as a test argument.
This extra dataset will contain any indirect sensitive features that correspond with each row in the testing dataset.
Is there an existing issue for this?
Description
I would like a testing algorithm for fairness that does not require the test dataset to contain sensitive features as my model was not trained with any sensitive features.
Is your feature request related to a problem/limitation?
This is in relation to #226
Describe the solution you'd like
This alternative fairness test could probably take in an extra dataset as a test argument.
This extra dataset will contain any indirect sensitive features that correspond with each row in the testing dataset.
Alternatives
No response
Additional Context
No response
Related Issues/PRs
#226
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