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Currently DataFrameMapper fit method doesn't take a y argument. I have a use case that needs this (I'm doing supervised dimensionality reduction) and made a small modification to enable this functionality. If there is interest, I can submit a pull request with these changes. Additionally, it seems that this would eliminate the need for a custom Pipeline class.