sourcecode/scoring/mf_expansion_plus_scorer.py [75:100]:
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  def get_auxiliary_note_info_cols(self) -> List[str]:
    """Returns a list of columns which should be present in the auxiliaryNoteInfo output."""
    return []

  def _get_dropped_note_cols(self) -> List[str]:
    """Returns a list of columns which should be excluded from scoredNotes and auxiliaryNoteInfo."""
    return super()._get_dropped_note_cols() + (
      [
        c.activeFilterTagsKey,
        c.ratingWeightKey,
        c.noteInterceptMinKey,
        c.noteInterceptMaxKey,
      ]
      + c.notHelpfulTagsAdjustedColumns
      + c.notHelpfulTagsAdjustedRatioColumns
      + c.incorrectFilterColumns
      + c.noteParameterUncertaintyTSVAuxColumns
    )

  def _get_dropped_user_cols(self) -> List[str]:
    """Returns a list of columns which should be excluded from helpfulnessScores output."""
    return super()._get_dropped_user_cols() + [
      c.crhCrnhRatioDifferenceKey,
      c.meanNoteScoreKey,
      c.raterAgreeRatioKey,
      c.aboveHelpfulnessThresholdKey,
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sourcecode/scoring/mf_topic_scorer.py [148:173]:
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  def get_auxiliary_note_info_cols(self) -> List[str]:
    """Returns a list of columns which should be present in the auxiliaryNoteInfo output."""
    return []

  def _get_dropped_note_cols(self) -> List[str]:
    """Returns a list of columns which should be excluded from scoredNotes and auxiliaryNoteInfo."""
    return super()._get_dropped_note_cols() + (
      [
        c.activeFilterTagsKey,
        c.ratingWeightKey,
        c.noteInterceptMinKey,
        c.noteInterceptMaxKey,
      ]
      + c.notHelpfulTagsAdjustedColumns
      + c.notHelpfulTagsAdjustedRatioColumns
      + c.incorrectFilterColumns
      + c.noteParameterUncertaintyTSVAuxColumns
    )

  def _get_dropped_user_cols(self) -> List[str]:
    """Returns a list of columns which should be excluded from helpfulnessScores output."""
    return super()._get_dropped_user_cols() + [
      c.crhCrnhRatioDifferenceKey,
      c.meanNoteScoreKey,
      c.raterAgreeRatioKey,
      c.aboveHelpfulnessThresholdKey,
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