sourcecode/scoring/mf_base_scorer.py [1248:1263]:
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      )

      noteScores = noteScores.rename(columns=self._get_note_col_mapping())
      userScores = userScores.rename(columns=self._get_user_col_mapping())

      # Process noteScores
      noteScores = noteScores.drop(columns=self._get_dropped_note_cols())
      assert set(noteScores.columns) == set(
        self.get_scored_notes_cols() + self.get_auxiliary_note_info_cols()
      ), f"""all columns must be either dropped or explicitly defined in an output. 
      Extra columns that were in noteScores: {set(noteScores.columns) - set(self.get_scored_notes_cols() + self.get_auxiliary_note_info_cols())}
      Missing expected columns that should've been in noteScores: {set(self.get_scored_notes_cols() + self.get_auxiliary_note_info_cols()) - set(noteScores.columns)}"""

      # Process userScores
      userScores = userScores.drop(columns=self._get_dropped_user_cols())
      assert set(userScores.columns) == set(self.get_helpfulness_scores_cols()), f"""all columns must be either dropped or explicitly defined in an output. 
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sourcecode/scoring/scorer.py [426:440]:
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      )
      noteScores = noteScores.rename(columns=self._get_note_col_mapping())
      userScores = userScores.rename(columns=self._get_user_col_mapping())

      # Process noteScores
      noteScores = noteScores.drop(columns=self._get_dropped_note_cols())
      assert set(noteScores.columns) == set(
        self.get_scored_notes_cols() + self.get_auxiliary_note_info_cols()
      ), f"""all columns must be either dropped or explicitly defined in an output. 
      Extra columns that were in noteScores: {set(noteScores.columns) - set(self.get_scored_notes_cols() + self.get_auxiliary_note_info_cols())}
      Missing expected columns that should've been in noteScores: {set(self.get_scored_notes_cols() + self.get_auxiliary_note_info_cols()) - set(noteScores.columns)}"""

      # Process userScores
      userScores = userScores.drop(columns=self._get_dropped_user_cols())
      assert set(userScores.columns) == set(self.get_helpfulness_scores_cols()), f"""all columns must be either dropped or explicitly defined in an output. 
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