sourcecode/scoring/pflip_model.py [589:603]:
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    userHelpfulTags = self._get_user_tag_ratings(
      notes[[c.noteIdKey]], ratings, _USER_HELPFUL_TAGS, c.helpfulTagsTSVOrder
    )
    notes = notes.merge(userHelpfulTags, how="inner")
    userNotHelpfulTags = self._get_user_tag_ratings(
      notes[[c.noteIdKey]], ratings, _USER_NOT_HELPFUL_TAGS, c.notHelpfulTagsTSVOrder
    )
    notes = notes.merge(userNotHelpfulTags, how="inner")
    bucketCounts = self._get_bucket_count_totals(notes[[c.noteIdKey]], ratings)
    notes = notes.merge(bucketCounts, how="inner")
    helpfulStats = self._get_helpful_rating_stats(notes[[c.noteIdKey]], ratings)
    notes = notes.merge(helpfulStats, how="inner")
    tagRatios = self._get_tag_ratios(notes[[c.noteIdKey]], ratings)
    notes = notes.merge(tagRatios, how="inner")
    return notes
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sourcecode/scoring/pflip_plus_model.py [869:883]:
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    userHelpfulTags = self._get_user_tag_ratings(
      notes[[c.noteIdKey]], ratings, _USER_HELPFUL_TAGS, c.helpfulTagsTSVOrder
    )
    notes = notes.merge(userHelpfulTags, how="inner")
    userNotHelpfulTags = self._get_user_tag_ratings(
      notes[[c.noteIdKey]], ratings, _USER_NOT_HELPFUL_TAGS, c.notHelpfulTagsTSVOrder
    )
    notes = notes.merge(userNotHelpfulTags, how="inner")
    bucketCounts = self._get_bucket_count_totals(notes[[c.noteIdKey]], ratings)
    notes = notes.merge(bucketCounts, how="inner")
    helpfulStats = self._get_helpful_rating_stats(notes[[c.noteIdKey]], ratings)
    notes = notes.merge(helpfulStats, how="inner")
    tagRatios = self._get_tag_ratios(notes[[c.noteIdKey]], ratings)
    notes = notes.merge(tagRatios, how="inner")
    return notes
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