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metadata 
license: cc-by-4.0
tags:
  - concept-bottleneck-models
  - cub-200-2011
  - user-study
dataset_info:
  - config_name: clean_long
    features:
      - name: ID
        dtype: int64
      - name: ExperimentalCondition
        dtype: large_string
      - name: PresentationOrder
        dtype: int64
      - name: StimID
        dtype: large_string
      - name: TestSampleIdx
        dtype: int64
      - name: CorrectAnswer
        dtype: int64
      - name: ModelAnswer
        dtype: int64
      - name: TimeTabWasLeft
        dtype: int64
      - name: TimeSpent
        dtype: float64
      - name: TimesAnswerChanged
        dtype: int64
      - name: ParticipantAnswer
        dtype: int64
      - name: Confidence
        dtype: int64
      - name: Feature1_GT
        dtype: int64
      - name: Feature2_GT
        dtype: int64
      - name: Feature3_GT
        dtype: int64
      - name: Feature4_GT
        dtype: int64
      - name: Feature5_GT
        dtype: int64
      - name: Feature6_GT
        dtype: int64
      - name: Feature1_Detected
        dtype: float64
      - name: Feature2_Detected
        dtype: float64
      - name: Feature3_Detected
        dtype: float64
      - name: Feature4_Detected
        dtype: float64
      - name: Feature5_Detected
        dtype: float64
      - name: Feature6_Detected
        dtype: float64
      - name: Feature1_Clicks
        dtype: float64
      - name: Feature2_Clicks
        dtype: float64
      - name: Feature3_Clicks
        dtype: float64
      - name: Feature4_Clicks
        dtype: float64
      - name: Feature5_Clicks
        dtype: float64
      - name: Feature6_Clicks
        dtype: float64
      - name: Interactions
        dtype: int64
      - name: ParticipantAnswerCorrect
        dtype: int64
      - name: ModelAnswerCorrect
        dtype: int64
      - name: Confidence_Adjusted
        dtype: int64
    splits:
      - name: test
        num_bytes: 1048348
        num_examples: 3420
    download_size: 79722
    dataset_size: 1048348
  - config_name: clean_wide
    features:
      - name: ID
        dtype: int64
      - name: ExperimentalCondition
        dtype: large_string
      - name: Stim1_StimID
        dtype: large_string
      - name: Stim1_TestSampleIdx
        dtype: int64
      - name: Stim1_CorrectAnswer
        dtype: int64
      - name: Stim1_ModelAnswer
        dtype: int64
      - name: Stim1_TimeTabWasLeft
        dtype: int64
      - name: Stim1_TimeSpent
        dtype: int64
      - name: Stim1_TimesAnswerChanged
        dtype: int64
      - name: Stim1_ParticipantAnswer
        dtype: int64
      - name: Stim1_Confidence
        dtype: int64
      - name: Stim1_Feature1_GT
        dtype: int64
      - name: Stim1_Feature2_GT
        dtype: int64
      - name: Stim1_Feature3_GT
        dtype: int64
      - name: Stim1_Feature4_GT
        dtype: int64
      - name: Stim1_Feature5_GT
        dtype: int64
      - name: Stim1_Feature6_GT
        dtype: int64
      - name: Stim1_Feature1_Detected
        dtype: float64
      - name: Stim1_Feature2_Detected
        dtype: float64
      - name: Stim1_Feature3_Detected
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      - name: Stim1_Feature4_Detected
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      - name: Stim1_Feature5_Detected
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      - name: Stim1_Feature6_Detected
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      - name: Stim1_Feature1_Clicks
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      - name: Stim1_Feature2_Clicks
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      - name: Stim1_Feature3_Clicks
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      - name: Stim1_Feature4_Clicks
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      - name: Stim1_Feature5_Clicks
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      - name: Stim1_Feature6_Clicks
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      - name: Stim2_StimID
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      - name: Stim2_TestSampleIdx
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      - name: Stim2_CorrectAnswer
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      - name: Stim2_ModelAnswer
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      - name: Stim2_TimeTabWasLeft
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      - name: Stim2_TimeSpent
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      - name: Stim2_TimesAnswerChanged
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      - name: Stim2_ParticipantAnswer
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      - name: Stim2_Confidence
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      - name: Stim2_Feature1_GT
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      - name: Stim2_Feature2_GT
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      - name: Stim2_Feature3_GT
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      - name: Stim2_Feature4_GT
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      - name: Stim2_Feature5_GT
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      - name: Stim2_Feature6_GT
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      - name: Stim2_Feature1_Detected
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      - name: Stim2_Feature5_Detected
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      - name: Stim2_Feature6_Detected
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      - name: Stim2_Feature1_Clicks
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      - name: Stim2_Feature4_Clicks
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      - name: Stim2_Feature5_Clicks
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      - name: Stim2_Feature6_Clicks
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      - name: Stim3_StimID
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      - name: Stim3_TestSampleIdx
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      - name: Stim3_CorrectAnswer
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      - name: Stim3_ModelAnswer
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      - name: Stim3_TimeTabWasLeft
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      - name: Stim3_TimeSpent
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      - name: Stim3_TimesAnswerChanged
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      - name: Stim3_ParticipantAnswer
        dtype: int64
      - name: Stim3_Confidence
        dtype: int64
      - name: Stim3_Feature1_GT
        dtype: int64
      - name: Stim3_Feature2_GT
        dtype: int64
      - name: Stim3_Feature3_GT
        dtype: int64
      - name: Stim3_Feature4_GT
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      - name: Stim3_Feature5_GT
        dtype: int64
      - name: Stim3_Feature6_GT
        dtype: int64
      - name: Stim3_Feature1_Detected
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      - name: Stim3_Feature2_Detected
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      - name: Stim3_Feature3_Detected
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      - name: Stim3_Feature5_Detected
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      - name: Stim3_Feature6_Detected
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      - name: Stim3_Feature1_Clicks
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      - name: Stim3_Feature2_Clicks
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      - name: Stim3_Feature3_Clicks
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        dtype: float64
      - name: Stim3_Feature6_Clicks
        dtype: float64
      - name: Stim4_StimID
        dtype: large_string
      - name: Stim4_TestSampleIdx
        dtype: int64
      - name: Stim4_CorrectAnswer
        dtype: int64
      - name: Stim4_ModelAnswer
        dtype: int64
      - name: Stim4_TimeTabWasLeft
        dtype: int64
      - name: Stim4_TimeSpent
        dtype: int64
      - name: Stim4_TimesAnswerChanged
        dtype: int64
      - name: Stim4_ParticipantAnswer
        dtype: int64
      - name: Stim4_Confidence
        dtype: int64
      - name: Stim4_Feature1_GT
        dtype: int64
      - name: Stim4_Feature2_GT
        dtype: int64
      - name: Stim4_Feature3_GT
        dtype: int64
      - name: Stim4_Feature4_GT
        dtype: int64
      - name: Stim4_Feature5_GT
        dtype: int64
      - name: Stim4_Feature6_GT
        dtype: int64
      - name: Stim4_Feature1_Detected
        dtype: float64
      - name: Stim4_Feature2_Detected
        dtype: float64
      - name: Stim4_Feature3_Detected
        dtype: float64
      - name: Stim4_Feature4_Detected
        dtype: float64
      - name: Stim4_Feature5_Detected
        dtype: float64
      - name: Stim4_Feature6_Detected
        dtype: float64
      - name: Stim4_Feature1_Clicks
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      - name: Stim4_Feature2_Clicks
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      - name: Stim4_Feature3_Clicks
        dtype: float64
      - name: Stim4_Feature4_Clicks
        dtype: float64
      - name: Stim4_Feature5_Clicks
        dtype: float64
      - name: Stim4_Feature6_Clicks
        dtype: float64
      - name: Stim5_StimID
        dtype: large_string
      - name: Stim5_TestSampleIdx
        dtype: int64
      - name: Stim5_CorrectAnswer
        dtype: int64
      - name: Stim5_ModelAnswer
        dtype: int64
      - name: Stim5_TimeTabWasLeft
        dtype: int64
      - name: Stim5_TimeSpent
        dtype: int64
      - name: Stim5_TimesAnswerChanged
        dtype: int64
      - name: Stim5_ParticipantAnswer
        dtype: int64
      - name: Stim5_Confidence
        dtype: int64
      - name: Stim5_Feature1_GT
        dtype: int64
      - name: Stim5_Feature2_GT
        dtype: int64
      - name: Stim5_Feature3_GT
        dtype: int64
      - name: Stim5_Feature4_GT
        dtype: int64
      - name: Stim5_Feature5_GT
        dtype: int64
      - name: Stim5_Feature6_GT
        dtype: int64
      - name: Stim5_Feature1_Detected
        dtype: float64
      - name: Stim5_Feature2_Detected
        dtype: float64
      - name: Stim5_Feature3_Detected
        dtype: float64
      - name: Stim5_Feature4_Detected
        dtype: float64
      - name: Stim5_Feature5_Detected
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      - name: Stim5_Feature6_Detected
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      - name: Stim5_Feature1_Clicks
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      - name: Stim5_Feature2_Clicks
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      - name: Stim5_Feature3_Clicks
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      - name: Stim5_Feature4_Clicks
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      - name: Stim5_Feature5_Clicks
        dtype: float64
      - name: Stim5_Feature6_Clicks
        dtype: float64
      - name: Stim6_StimID
        dtype: large_string
      - name: Stim6_TestSampleIdx
        dtype: int64
      - name: Stim6_CorrectAnswer
        dtype: int64
      - name: Stim6_ModelAnswer
        dtype: int64
      - name: Stim6_TimeTabWasLeft
        dtype: int64
      - name: Stim6_TimeSpent
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      - name: Stim6_TimesAnswerChanged
        dtype: int64
      - name: Stim6_ParticipantAnswer
        dtype: int64
      - name: Stim6_Confidence
        dtype: int64
      - name: Stim6_Feature1_GT
        dtype: int64
      - name: Stim6_Feature2_GT
        dtype: int64
      - name: Stim6_Feature3_GT
        dtype: int64
      - name: Stim6_Feature4_GT
        dtype: int64
      - name: Stim6_Feature5_GT
        dtype: int64
      - name: Stim6_Feature6_GT
        dtype: int64
      - name: Stim6_Feature1_Detected
        dtype: float64
      - name: Stim6_Feature2_Detected
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      - name: Stim6_Feature3_Detected
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      - name: Stim6_Feature4_Detected
        dtype: float64
      - name: Stim6_Feature5_Detected
        dtype: float64
      - name: Stim6_Feature6_Detected
        dtype: float64
      - name: Stim6_Feature1_Clicks
        dtype: float64
      - name: Stim6_Feature2_Clicks
        dtype: float64
      - name: Stim6_Feature3_Clicks
        dtype: float64
      - name: Stim6_Feature4_Clicks
        dtype: float64
      - name: Stim6_Feature5_Clicks
        dtype: float64
      - name: Stim6_Feature6_Clicks
        dtype: float64
      - name: Stim7_StimID
        dtype: large_string
      - name: Stim7_TestSampleIdx
        dtype: int64
      - name: Stim7_CorrectAnswer
        dtype: int64
      - name: Stim7_ModelAnswer
        dtype: int64
      - name: Stim7_TimeTabWasLeft
        dtype: int64
      - name: Stim7_TimeSpent
        dtype: int64
      - name: Stim7_TimesAnswerChanged
        dtype: int64
      - name: Stim7_ParticipantAnswer
        dtype: int64
      - name: Stim7_Confidence
        dtype: int64
      - name: Stim7_Feature1_GT
        dtype: int64
      - name: Stim7_Feature2_GT
        dtype: int64
      - name: Stim7_Feature3_GT
        dtype: int64
      - name: Stim7_Feature4_GT
        dtype: int64
      - name: Stim7_Feature5_GT
        dtype: int64
      - name: Stim7_Feature6_GT
        dtype: int64
      - name: Stim7_Feature1_Detected
        dtype: float64
      - name: Stim7_Feature2_Detected
        dtype: float64
      - name: Stim7_Feature3_Detected
        dtype: float64
      - name: Stim7_Feature4_Detected
        dtype: float64
      - name: Stim7_Feature5_Detected
        dtype: float64
      - name: Stim7_Feature6_Detected
        dtype: float64
      - name: Stim7_Feature1_Clicks
        dtype: float64
      - name: Stim7_Feature2_Clicks
        dtype: float64
      - name: Stim7_Feature3_Clicks
        dtype: float64
      - name: Stim7_Feature4_Clicks
        dtype: float64
      - name: Stim7_Feature5_Clicks
        dtype: float64
      - name: Stim7_Feature6_Clicks
        dtype: float64
      - name: Stim8_StimID
        dtype: large_string
      - name: Stim8_TestSampleIdx
        dtype: int64
      - name: Stim8_CorrectAnswer
        dtype: int64
      - name: Stim8_ModelAnswer
        dtype: int64
      - name: Stim8_TimeTabWasLeft
        dtype: int64
      - name: Stim8_TimeSpent
        dtype: int64
      - name: Stim8_TimesAnswerChanged
        dtype: int64
      - name: Stim8_ParticipantAnswer
        dtype: int64
      - name: Stim8_Confidence
        dtype: int64
      - name: Stim8_Feature1_GT
        dtype: int64
      - name: Stim8_Feature2_GT
        dtype: int64
      - name: Stim8_Feature3_GT
        dtype: int64
      - name: Stim8_Feature4_GT
        dtype: int64
      - name: Stim8_Feature5_GT
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      - name: Stim8_Feature6_GT
        dtype: int64
      - name: Stim8_Feature1_Detected
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      - name: Stim8_Feature2_Detected
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      - name: Stim8_Feature3_Detected
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      - name: Stim8_Feature4_Detected
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      - name: Stim8_Feature6_Detected
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      - name: Stim8_Feature1_Clicks
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      - name: Stim8_Feature2_Clicks
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      - name: Stim8_Feature3_Clicks
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      - name: Stim8_Feature4_Clicks
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      - name: Stim8_Feature5_Clicks
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      - name: Stim8_Feature6_Clicks
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      - name: Stim9_StimID
        dtype: large_string
      - name: Stim9_TestSampleIdx
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      - name: Stim9_CorrectAnswer
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      - name: Stim9_ModelAnswer
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      - name: Stim9_TimeTabWasLeft
        dtype: int64
      - name: Stim9_TimeSpent
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      - name: Stim9_TimesAnswerChanged
        dtype: int64
      - name: Stim9_ParticipantAnswer
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      - name: Stim9_Confidence
        dtype: int64
      - name: Stim9_Feature1_GT
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      - name: Stim9_Feature2_GT
        dtype: int64
      - name: Stim9_Feature3_GT
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      - name: Stim9_Feature4_GT
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      - name: Stim9_Feature5_GT
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      - name: Stim9_Feature6_GT
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      - name: Stim9_Feature1_Detected
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      - name: Stim9_Feature4_Detected
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      - name: Stim9_Feature5_Detected
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      - name: Stim9_Feature6_Detected
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      - name: Stim9_Feature1_Clicks
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      - name: Stim10_StimID
        dtype: large_string
      - name: Stim10_TestSampleIdx
        dtype: int64
      - name: Stim10_CorrectAnswer
        dtype: int64
      - name: Stim10_ModelAnswer
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      - name: Stim10_TimeTabWasLeft
        dtype: int64
      - name: Stim10_TimeSpent
        dtype: int64
      - name: Stim10_TimesAnswerChanged
        dtype: int64
      - name: Stim10_ParticipantAnswer
        dtype: int64
      - name: Stim10_Confidence
        dtype: int64
      - name: Stim10_Feature1_GT
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      - name: Stim10_Feature2_GT
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      - name: Stim10_Feature3_GT
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      - name: Stim10_Feature4_GT
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      - name: Stim10_Feature5_GT
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      - name: Stim10_Feature6_GT
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      - name: Stim10_Feature1_Detected
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      - name: Stim10_Feature2_Detected
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      - name: Stim10_Feature6_Clicks
        dtype: float64
      - name: AttentionCheck1_StimID
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      - name: AttentionCheck1_CorrectAnswer
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      - name: AttentionCheck1_TimeTabWasLeft
        dtype: int64
      - name: AttentionCheck1_TimeSpent
        dtype: int64
      - name: AttentionCheck1_TimesAnswerChanged
        dtype: int64
      - name: AttentionCheck1_ParticipantAnswer
        dtype: large_string
      - name: AttentionCheck1_Confidence
        dtype: int64
      - name: AttentionCheck2_StimID
        dtype: large_string
      - name: AttentionCheck2_CorrectAnswer
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      - name: AttentionCheck2_TimeTabWasLeft
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      - name: AttentionCheck2_TimeSpent
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      - name: AttentionCheck2_TimesAnswerChanged
        dtype: int64
      - name: AttentionCheck2_ParticipantAnswer
        dtype: large_string
      - name: AttentionCheck2_Confidence
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      - name: TrustQuestionnaire_Q1
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      - name: TrustQuestionnaire_Q2
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      - name: TrustQuestionnaire_Q3
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      - name: TrustQuestionnaire_Q4
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      - name: TrustQuestionnaire_Q5
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      - name: TrustQuestionnaire_Q6
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      - name: TrustQuestionnaire_Q7
        dtype: float64
      - name: TrustQuestionnaire_Q8
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      - name: PastExperience
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      - name: Finished
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      - name: CheckAC1
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      - name: CheckAC2
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      - name: TotalTimesTabLeft
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      - name: TotalFraudulentAnswers
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      - name: AverageAccuracy
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      - name: TotalInteractions
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      - name: Stim1_Interactions
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      - name: Stim2_Interactions
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      - name: Stim3_Interactions
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      - name: Stim4_Interactions
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      - name: Stim5_Interactions
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      - name: Stim6_Interactions
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      - name: Stim7_Interactions
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      - name: Stim8_Interactions
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      - name: Stim9_Interactions
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      - name: Stim10_Interactions
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      - name: TrustQuestionnaire_Q2_Reversed
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      - name: TrustQuestionnaire_Q5_Reversed
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      - name: TrustQuestionnaire_Q6_Reversed
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      - name: TrustQuestionnaire_Q8_Reversed
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      - name: TrustIndex
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    splits:
      - name: test
        num_bytes: 978107
        num_examples: 342
    download_size: 230436
    dataset_size: 978107
  - config_name: full
    features:
      - name: ID
        dtype: int64
      - name: ExperimentalCondition
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      - name: Stim1_StimID
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      - name: Stim1_TestSampleIdx
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      - name: Stim1_CorrectAnswer
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      - name: Stim1_ModelAnswer
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      - name: Stim1_TimeTabWasLeft
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      - name: Stim1_TimeSpent
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      - name: Stim1_TimesAnswerChanged
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      - name: Stim1_ParticipantAnswer
        dtype: large_string
      - name: Stim1_Confidence
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      - name: Stim1_Feature1_GT
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      - name: Stim1_Feature2_GT
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      - name: Stim1_Feature3_GT
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      - name: Stim1_Feature4_GT
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      - name: Stim1_Feature5_GT
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      - name: Stim1_Feature6_GT
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      - name: Stim1_Feature1_Detected
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      - name: Stim1_Feature2_Detected
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      - name: Stim1_Feature3_Detected
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      - name: Stim1_Feature4_Detected
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      - name: Stim1_Feature5_Detected
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      - name: Stim1_Feature6_Detected
        dtype: float64
      - name: Stim1_Feature1_Clicks
        dtype: float64
      - name: Stim1_Feature2_Clicks
        dtype: float64
      - name: Stim1_Feature3_Clicks
        dtype: float64
      - name: Stim1_Feature4_Clicks
        dtype: float64
      - name: Stim1_Feature5_Clicks
        dtype: float64
      - name: Stim1_Feature6_Clicks
        dtype: float64
      - name: Stim2_StimID
        dtype: large_string
      - name: Stim2_TestSampleIdx
        dtype: int64
      - name: Stim2_CorrectAnswer
        dtype: large_string
      - name: Stim2_ModelAnswer
        dtype: large_string
      - name: Stim2_TimeTabWasLeft
        dtype: float64
      - name: Stim2_TimeSpent
        dtype: float64
      - name: Stim2_TimesAnswerChanged
        dtype: float64
      - name: Stim2_ParticipantAnswer
        dtype: large_string
      - name: Stim2_Confidence
        dtype: float64
      - name: Stim2_Feature1_GT
        dtype: float64
      - name: Stim2_Feature2_GT
        dtype: float64
      - name: Stim2_Feature3_GT
        dtype: float64
      - name: Stim2_Feature4_GT
        dtype: float64
      - name: Stim2_Feature5_GT
        dtype: float64
      - name: Stim2_Feature6_GT
        dtype: float64
      - name: Stim2_Feature1_Detected
        dtype: float64
      - name: Stim2_Feature2_Detected
        dtype: float64
      - name: Stim2_Feature3_Detected
        dtype: float64
      - name: Stim2_Feature4_Detected
        dtype: float64
      - name: Stim2_Feature5_Detected
        dtype: float64
      - name: Stim2_Feature6_Detected
        dtype: float64
      - name: Stim2_Feature1_Clicks
        dtype: float64
      - name: Stim2_Feature2_Clicks
        dtype: float64
      - name: Stim2_Feature3_Clicks
        dtype: float64
      - name: Stim2_Feature4_Clicks
        dtype: float64
      - name: Stim2_Feature5_Clicks
        dtype: float64
      - name: Stim2_Feature6_Clicks
        dtype: float64
      - name: Stim3_StimID
        dtype: large_string
      - name: Stim3_TestSampleIdx
        dtype: int64
      - name: Stim3_CorrectAnswer
        dtype: large_string
      - name: Stim3_ModelAnswer
        dtype: large_string
      - name: Stim3_TimeTabWasLeft
        dtype: float64
      - name: Stim3_TimeSpent
        dtype: float64
      - name: Stim3_TimesAnswerChanged
        dtype: float64
      - name: Stim3_ParticipantAnswer
        dtype: large_string
      - name: Stim3_Confidence
        dtype: float64
      - name: Stim3_Feature1_GT
        dtype: float64
      - name: Stim3_Feature2_GT
        dtype: float64
      - name: Stim3_Feature3_GT
        dtype: float64
      - name: Stim3_Feature4_GT
        dtype: float64
      - name: Stim3_Feature5_GT
        dtype: float64
      - name: Stim3_Feature6_GT
        dtype: float64
      - name: Stim3_Feature1_Detected
        dtype: float64
      - name: Stim3_Feature2_Detected
        dtype: float64
      - name: Stim3_Feature3_Detected
        dtype: float64
      - name: Stim3_Feature4_Detected
        dtype: float64
      - name: Stim3_Feature5_Detected
        dtype: float64
      - name: Stim3_Feature6_Detected
        dtype: float64
      - name: Stim3_Feature1_Clicks
        dtype: float64
      - name: Stim3_Feature2_Clicks
        dtype: float64
      - name: Stim3_Feature3_Clicks
        dtype: float64
      - name: Stim3_Feature4_Clicks
        dtype: float64
      - name: Stim3_Feature5_Clicks
        dtype: float64
      - name: Stim3_Feature6_Clicks
        dtype: float64
      - name: Stim4_StimID
        dtype: large_string
      - name: Stim4_TestSampleIdx
        dtype: int64
      - name: Stim4_CorrectAnswer
        dtype: large_string
      - name: Stim4_ModelAnswer
        dtype: large_string
      - name: Stim4_TimeTabWasLeft
        dtype: float64
      - name: Stim4_TimeSpent
        dtype: float64
      - name: Stim4_TimesAnswerChanged
        dtype: float64
      - name: Stim4_ParticipantAnswer
        dtype: large_string
      - name: Stim4_Confidence
        dtype: float64
      - name: Stim4_Feature1_GT
        dtype: float64
      - name: Stim4_Feature2_GT
        dtype: float64
      - name: Stim4_Feature3_GT
        dtype: float64
      - name: Stim4_Feature4_GT
        dtype: float64
      - name: Stim4_Feature5_GT
        dtype: float64
      - name: Stim4_Feature6_GT
        dtype: float64
      - name: Stim4_Feature1_Detected
        dtype: float64
      - name: Stim4_Feature2_Detected
        dtype: float64
      - name: Stim4_Feature3_Detected
        dtype: float64
      - name: Stim4_Feature4_Detected
        dtype: float64
      - name: Stim4_Feature5_Detected
        dtype: float64
      - name: Stim4_Feature6_Detected
        dtype: float64
      - name: Stim4_Feature1_Clicks
        dtype: float64
      - name: Stim4_Feature2_Clicks
        dtype: float64
      - name: Stim4_Feature3_Clicks
        dtype: float64
      - name: Stim4_Feature4_Clicks
        dtype: float64
      - name: Stim4_Feature5_Clicks
        dtype: float64
      - name: Stim4_Feature6_Clicks
        dtype: float64
      - name: Stim5_StimID
        dtype: large_string
      - name: Stim5_TestSampleIdx
        dtype: int64
      - name: Stim5_CorrectAnswer
        dtype: large_string
      - name: Stim5_ModelAnswer
        dtype: large_string
      - name: Stim5_TimeTabWasLeft
        dtype: float64
      - name: Stim5_TimeSpent
        dtype: float64
      - name: Stim5_TimesAnswerChanged
        dtype: float64
      - name: Stim5_ParticipantAnswer
        dtype: large_string
      - name: Stim5_Confidence
        dtype: float64
      - name: Stim5_Feature1_GT
        dtype: float64
      - name: Stim5_Feature2_GT
        dtype: float64
      - name: Stim5_Feature3_GT
        dtype: float64
      - name: Stim5_Feature4_GT
        dtype: float64
      - name: Stim5_Feature5_GT
        dtype: float64
      - name: Stim5_Feature6_GT
        dtype: float64
      - name: Stim5_Feature1_Detected
        dtype: float64
      - name: Stim5_Feature2_Detected
        dtype: float64
      - name: Stim5_Feature3_Detected
        dtype: float64
      - name: Stim5_Feature4_Detected
        dtype: float64
      - name: Stim5_Feature5_Detected
        dtype: float64
      - name: Stim5_Feature6_Detected
        dtype: float64
      - name: Stim5_Feature1_Clicks
        dtype: float64
      - name: Stim5_Feature2_Clicks
        dtype: float64
      - name: Stim5_Feature3_Clicks
        dtype: float64
      - name: Stim5_Feature4_Clicks
        dtype: float64
      - name: Stim5_Feature5_Clicks
        dtype: float64
      - name: Stim5_Feature6_Clicks
        dtype: float64
      - name: Stim6_StimID
        dtype: large_string
      - name: Stim6_TestSampleIdx
        dtype: int64
      - name: Stim6_CorrectAnswer
        dtype: large_string
      - name: Stim6_ModelAnswer
        dtype: large_string
      - name: Stim6_TimeTabWasLeft
        dtype: float64
      - name: Stim6_TimeSpent
        dtype: float64
      - name: Stim6_TimesAnswerChanged
        dtype: float64
      - name: Stim6_ParticipantAnswer
        dtype: large_string
      - name: Stim6_Confidence
        dtype: float64
      - name: Stim6_Feature1_GT
        dtype: float64
      - name: Stim6_Feature2_GT
        dtype: float64
      - name: Stim6_Feature3_GT
        dtype: float64
      - name: Stim6_Feature4_GT
        dtype: float64
      - name: Stim6_Feature5_GT
        dtype: float64
      - name: Stim6_Feature6_GT
        dtype: float64
      - name: Stim6_Feature1_Detected
        dtype: float64
      - name: Stim6_Feature2_Detected
        dtype: float64
      - name: Stim6_Feature3_Detected
        dtype: float64
      - name: Stim6_Feature4_Detected
        dtype: float64
      - name: Stim6_Feature5_Detected
        dtype: float64
      - name: Stim6_Feature6_Detected
        dtype: float64
      - name: Stim6_Feature1_Clicks
        dtype: float64
      - name: Stim6_Feature2_Clicks
        dtype: float64
      - name: Stim6_Feature3_Clicks
        dtype: float64
      - name: Stim6_Feature4_Clicks
        dtype: float64
      - name: Stim6_Feature5_Clicks
        dtype: float64
      - name: Stim6_Feature6_Clicks
        dtype: float64
      - name: Stim7_StimID
        dtype: large_string
      - name: Stim7_TestSampleIdx
        dtype: int64
      - name: Stim7_CorrectAnswer
        dtype: large_string
      - name: Stim7_ModelAnswer
        dtype: large_string
      - name: Stim7_TimeTabWasLeft
        dtype: float64
      - name: Stim7_TimeSpent
        dtype: float64
      - name: Stim7_TimesAnswerChanged
        dtype: float64
      - name: Stim7_ParticipantAnswer
        dtype: large_string
      - name: Stim7_Confidence
        dtype: float64
      - name: Stim7_Feature1_GT
        dtype: float64
      - name: Stim7_Feature2_GT
        dtype: float64
      - name: Stim7_Feature3_GT
        dtype: float64
      - name: Stim7_Feature4_GT
        dtype: float64
      - name: Stim7_Feature5_GT
        dtype: float64
      - name: Stim7_Feature6_GT
        dtype: float64
      - name: Stim7_Feature1_Detected
        dtype: float64
      - name: Stim7_Feature2_Detected
        dtype: float64
      - name: Stim7_Feature3_Detected
        dtype: float64
      - name: Stim7_Feature4_Detected
        dtype: float64
      - name: Stim7_Feature5_Detected
        dtype: float64
      - name: Stim7_Feature6_Detected
        dtype: float64
      - name: Stim7_Feature1_Clicks
        dtype: float64
      - name: Stim7_Feature2_Clicks
        dtype: float64
      - name: Stim7_Feature3_Clicks
        dtype: float64
      - name: Stim7_Feature4_Clicks
        dtype: float64
      - name: Stim7_Feature5_Clicks
        dtype: float64
      - name: Stim7_Feature6_Clicks
        dtype: float64
      - name: Stim8_StimID
        dtype: large_string
      - name: Stim8_TestSampleIdx
        dtype: int64
      - name: Stim8_CorrectAnswer
        dtype: large_string
      - name: Stim8_ModelAnswer
        dtype: large_string
      - name: Stim8_TimeTabWasLeft
        dtype: float64
      - name: Stim8_TimeSpent
        dtype: float64
      - name: Stim8_TimesAnswerChanged
        dtype: float64
      - name: Stim8_ParticipantAnswer
        dtype: large_string
      - name: Stim8_Confidence
        dtype: float64
      - name: Stim8_Feature1_GT
        dtype: float64
      - name: Stim8_Feature2_GT
        dtype: float64
      - name: Stim8_Feature3_GT
        dtype: float64
      - name: Stim8_Feature4_GT
        dtype: float64
      - name: Stim8_Feature5_GT
        dtype: float64
      - name: Stim8_Feature6_GT
        dtype: float64
      - name: Stim8_Feature1_Detected
        dtype: float64
      - name: Stim8_Feature2_Detected
        dtype: float64
      - name: Stim8_Feature3_Detected
        dtype: float64
      - name: Stim8_Feature4_Detected
        dtype: float64
      - name: Stim8_Feature5_Detected
        dtype: float64
      - name: Stim8_Feature6_Detected
        dtype: float64
      - name: Stim8_Feature1_Clicks
        dtype: float64
      - name: Stim8_Feature2_Clicks
        dtype: float64
      - name: Stim8_Feature3_Clicks
        dtype: float64
      - name: Stim8_Feature4_Clicks
        dtype: float64
      - name: Stim8_Feature5_Clicks
        dtype: float64
      - name: Stim8_Feature6_Clicks
        dtype: float64
      - name: Stim9_StimID
        dtype: large_string
      - name: Stim9_TestSampleIdx
        dtype: int64
      - name: Stim9_CorrectAnswer
        dtype: large_string
      - name: Stim9_ModelAnswer
        dtype: large_string
      - name: Stim9_TimeTabWasLeft
        dtype: float64
      - name: Stim9_TimeSpent
        dtype: float64
      - name: Stim9_TimesAnswerChanged
        dtype: float64
      - name: Stim9_ParticipantAnswer
        dtype: large_string
      - name: Stim9_Confidence
        dtype: float64
      - name: Stim9_Feature1_GT
        dtype: float64
      - name: Stim9_Feature2_GT
        dtype: float64
      - name: Stim9_Feature3_GT
        dtype: float64
      - name: Stim9_Feature4_GT
        dtype: float64
      - name: Stim9_Feature5_GT
        dtype: float64
      - name: Stim9_Feature6_GT
        dtype: float64
      - name: Stim9_Feature1_Detected
        dtype: float64
      - name: Stim9_Feature2_Detected
        dtype: float64
      - name: Stim9_Feature3_Detected
        dtype: float64
      - name: Stim9_Feature4_Detected
        dtype: float64
      - name: Stim9_Feature5_Detected
        dtype: float64
      - name: Stim9_Feature6_Detected
        dtype: float64
      - name: Stim9_Feature1_Clicks
        dtype: float64
      - name: Stim9_Feature2_Clicks
        dtype: float64
      - name: Stim9_Feature3_Clicks
        dtype: float64
      - name: Stim9_Feature4_Clicks
        dtype: float64
      - name: Stim9_Feature5_Clicks
        dtype: float64
      - name: Stim9_Feature6_Clicks
        dtype: float64
      - name: Stim10_StimID
        dtype: large_string
      - name: Stim10_TestSampleIdx
        dtype: int64
      - name: Stim10_CorrectAnswer
        dtype: large_string
      - name: Stim10_ModelAnswer
        dtype: large_string
      - name: Stim10_TimeTabWasLeft
        dtype: float64
      - name: Stim10_TimeSpent
        dtype: float64
      - name: Stim10_TimesAnswerChanged
        dtype: float64
      - name: Stim10_ParticipantAnswer
        dtype: large_string
      - name: Stim10_Confidence
        dtype: float64
      - name: Stim10_Feature1_GT
        dtype: float64
      - name: Stim10_Feature2_GT
        dtype: float64
      - name: Stim10_Feature3_GT
        dtype: float64
      - name: Stim10_Feature4_GT
        dtype: float64
      - name: Stim10_Feature5_GT
        dtype: float64
      - name: Stim10_Feature6_GT
        dtype: float64
      - name: Stim10_Feature1_Detected
        dtype: float64
      - name: Stim10_Feature2_Detected
        dtype: float64
      - name: Stim10_Feature3_Detected
        dtype: float64
      - name: Stim10_Feature4_Detected
        dtype: float64
      - name: Stim10_Feature5_Detected
        dtype: float64
      - name: Stim10_Feature6_Detected
        dtype: float64
      - name: Stim10_Feature1_Clicks
        dtype: float64
      - name: Stim10_Feature2_Clicks
        dtype: float64
      - name: Stim10_Feature3_Clicks
        dtype: float64
      - name: Stim10_Feature4_Clicks
        dtype: float64
      - name: Stim10_Feature5_Clicks
        dtype: float64
      - name: Stim10_Feature6_Clicks
        dtype: float64
      - name: AttentionCheck1_StimID
        dtype: large_string
      - name: AttentionCheck1_CorrectAnswer
        dtype: large_string
      - name: AttentionCheck1_TimeTabWasLeft
        dtype: float64
      - name: AttentionCheck1_TimeSpent
        dtype: float64
      - name: AttentionCheck1_TimesAnswerChanged
        dtype: float64
      - name: AttentionCheck1_ParticipantAnswer
        dtype: large_string
      - name: AttentionCheck1_Confidence
        dtype: float64
      - name: AttentionCheck2_StimID
        dtype: large_string
      - name: AttentionCheck2_CorrectAnswer
        dtype: large_string
      - name: AttentionCheck2_TimeTabWasLeft
        dtype: float64
      - name: AttentionCheck2_TimeSpent
        dtype: float64
      - name: AttentionCheck2_TimesAnswerChanged
        dtype: float64
      - name: AttentionCheck2_ParticipantAnswer
        dtype: large_string
      - name: AttentionCheck2_Confidence
        dtype: float64
      - name: TrustQuestionnaire_Q1
        dtype: float64
      - name: TrustQuestionnaire_Q2
        dtype: float64
      - name: TrustQuestionnaire_Q3
        dtype: float64
      - name: TrustQuestionnaire_Q4
        dtype: float64
      - name: TrustQuestionnaire_Q5
        dtype: float64
      - name: TrustQuestionnaire_Q6
        dtype: float64
      - name: TrustQuestionnaire_Q7
        dtype: float64
      - name: TrustQuestionnaire_Q8
        dtype: float64
      - name: PastExperience
        dtype: float64
      - name: Finished
        dtype: large_string
    splits:
      - name: test
        num_bytes: 1649229
        num_examples: 568
    download_size: 264744
    dataset_size: 1649229
configs:
  - config_name: clean_long
    data_files:
      - split: test
        path: clean_long/test-*
  - config_name: clean_wide
    data_files:
      - split: test
        path: clean_wide/test-*
  - config_name: full
    data_files:
      - split: test
        path: full/test-*

NWeak/CBM-user-study-cub

Participant responses from the CUB concept-bottleneck user study (Le Conte's Sparrow vs. Savannah Sparrow), 10 stimuli each plus attention checks and a trust questionnaire. Three configs:

  • full (568 participants, one row each): every participant who started the study, as recorded.
  • clean_wide (342 participants, one row each): full filtered to remove participants who were (a) blank/incomplete, (b) failed AttentionCheck1/AttentionCheck2, or (c) switched away from the browser tab more than 3 times total across the 10 stimuli (a tab-switching risk heuristic, e.g. possible use of an external tool to answer).
  • clean_long (3420 rows, one row per participant-stimulus): the same 342 participants as clean_wide, melted to long format. TimeSpent is in minutes; Confidence_Adjusted = abs(Confidence - 7) folds the 1-13 confidence scale into a direction-independent 0-6 measure.

The paper analyses the clean configs. Together with NWeak/CBM-user-study-emails's clean_wide/clean_long they give the reported totals of 705 participants and 6,959 observations.

Columns

  • ExperimentalCondition: NoSupport, LabelOnly, NonInteractiveConcepts, or InteractiveConcepts (the same four arms, under the same names, as the emails study).
  • StimID / StimX_StimID (X = 1..10): the stimulus filename shown.
  • TestSampleIdx / StimX_TestSampleIdx: the sample_idx into the CUB test split. Join against NWeak/cub-mirror's test split to recover the image, concepts, and label behind any stimulus. -1 means no stimulus was shown at that position.
  • FeatureN_GT / FeatureN_Detected / FeatureN_Clicks: per-concept ground truth, model activation, and how many times the participant clicked it.
from datasets import load_dataset

full  = load_dataset("NWeak/CBM-user-study-cub", "full",       split="test")
wide  = load_dataset("NWeak/CBM-user-study-cub", "clean_wide", split="test")
long_ = load_dataset("NWeak/CBM-user-study-cub", "clean_long", split="test")

Participant IDs are sequential integers; no identifying information is present.

Ownership and licence

This dataset is our own work, (c) 2026 the authors, released under CC-BY-4.0. That covers every participant response, our model's outputs, the experimental design, and the concept ground truth.

The six concepts are not CUB's official attributes. We defined them for this study (warm-coloured eyebrow, warm-coloured chest, plain sides, crested head, white throat, striped chest) and annotated the stimuli ourselves; FeatureN_GT reproduces CUB's own 112 attributes in 0 of 3420 rows, because it is not derived from them.

CUB-200-2011 contributes only two things here: the stimulus images, which are referenced by StimID/TestSampleIdx but not included, and the species label in CorrectAnswer. For the images and CUB's official annotations see NWeak/cub-mirror, which stays under CUB's non-commercial research-use terms (Wah et al., 2011) because we do not own them.

Citation

Produced for Are Concept Bottleneck Models Effective as Decision-Support Systems? (arXiv:2608.25581) -- Bogani, Debole, Marconato, Pugnana, Tentori, Passerini. Code: github.com/debryu/user-study-CBMs.