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Right now setting an estimator to "passthrough"
in FeatureUnion
is not supported (the validation errors).
I think that is a bit inconsistent as we have it in ColumnTransformer
and Pipeline
. It's actually quite natural in FeatureUnion
to keep the original features, so I think it's more a historical oversight that we don't allow this right now.