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Add optional group_by_columns and optional metadata_columns to functions. #5

@VitorInserra

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@VitorInserra

Add group_by_columns parameter to every featurization function and bandpass_filter so developer can choose to apply vectorized row filtering. Also, add optional metadata_columns so developer can describe columns to not process in data.

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