issue_manager#
Warning
Methods in this issue_manager module are bleeding edge and may have sharp edges. They are not guaranteed to be stable between different cleanlab versions.
Registered issue managers#
These are the issue managers that Datalab has registered.
- Base issue_manager module
- label
LabelIssueManagerLabelIssueManager.descriptionLabelIssueManager.issue_nameLabelIssueManager.verbosity_levelsLabelIssueManager.health_summary_parametersLabelIssueManager.find_issues()LabelIssueManager.get_health_summary()LabelIssueManager.collect_info()LabelIssueManager.issue_score_keyLabelIssueManager.make_summary()LabelIssueManager.report()LabelIssueManager.infoLabelIssueManager.issuesLabelIssueManager.summary
- outlier
OutlierIssueManagerOutlierIssueManager.descriptionOutlierIssueManager.issue_nameOutlierIssueManager.verbosity_levelsOutlierIssueManager.DEFAULT_THRESHOLDSOutlierIssueManager.oodOutlierIssueManager.find_issues()OutlierIssueManager.collect_info()OutlierIssueManager.issue_score_keyOutlierIssueManager.make_summary()OutlierIssueManager.report()OutlierIssueManager.infoOutlierIssueManager.issuesOutlierIssueManager.summary
- duplicate
NearDuplicateIssueManagerNearDuplicateIssueManager.descriptionNearDuplicateIssueManager.issue_nameNearDuplicateIssueManager.verbosity_levelsNearDuplicateIssueManager.near_duplicate_setsNearDuplicateIssueManager.find_issues()NearDuplicateIssueManager.collect_info()NearDuplicateIssueManager.issue_score_keyNearDuplicateIssueManager.make_summary()NearDuplicateIssueManager.report()NearDuplicateIssueManager.infoNearDuplicateIssueManager.issuesNearDuplicateIssueManager.summary
- noniid
simplified_kolmogorov_smirnov_test()NonIIDIssueManagerNonIIDIssueManager.descriptionNonIIDIssueManager.issue_nameNonIIDIssueManager.verbosity_levelsNonIIDIssueManager.find_issues()NonIIDIssueManager.collect_info()NonIIDIssueManager.issue_score_keyNonIIDIssueManager.make_summary()NonIIDIssueManager.report()NonIIDIssueManager.infoNonIIDIssueManager.issuesNonIIDIssueManager.summary
- imbalance
ClassImbalanceIssueManagerClassImbalanceIssueManager.descriptionClassImbalanceIssueManager.issue_nameClassImbalanceIssueManager.verbosity_levelsClassImbalanceIssueManager.find_issues()ClassImbalanceIssueManager.collect_info()ClassImbalanceIssueManager.issue_score_keyClassImbalanceIssueManager.make_summary()ClassImbalanceIssueManager.report()ClassImbalanceIssueManager.infoClassImbalanceIssueManager.issuesClassImbalanceIssueManager.summary
- underperforming_group
UnderperformingGroupIssueManagerUnderperformingGroupIssueManager.descriptionUnderperformingGroupIssueManager.issue_nameUnderperformingGroupIssueManager.verbosity_levelsUnderperformingGroupIssueManager.OUTLIER_CLUSTER_LABELSUnderperformingGroupIssueManager.NO_UNDERPERFORMING_CLUSTER_IDUnderperformingGroupIssueManager.find_issues()UnderperformingGroupIssueManager.set_knn_graph()UnderperformingGroupIssueManager.perform_clustering()UnderperformingGroupIssueManager.filter_cluster_ids()UnderperformingGroupIssueManager.get_worst_cluster()UnderperformingGroupIssueManager.collect_info()UnderperformingGroupIssueManager.issue_score_keyUnderperformingGroupIssueManager.make_summary()UnderperformingGroupIssueManager.report()UnderperformingGroupIssueManager.infoUnderperformingGroupIssueManager.issuesUnderperformingGroupIssueManager.summary
- null
NullIssueManagerNullIssueManager.descriptionNullIssueManager.issue_nameNullIssueManager.verbosity_levelsNullIssueManager.find_issues()NullIssueManager.collect_info()NullIssueManager.report()NullIssueManager.issue_score_keyNullIssueManager.make_summary()NullIssueManager.infoNullIssueManager.issuesNullIssueManager.summary
- data_valuation
DataValuationIssueManagerDataValuationIssueManager.descriptionDataValuationIssueManager.issue_nameDataValuationIssueManager.issue_score_keyDataValuationIssueManager.verbosity_levelsDataValuationIssueManager.DEFAULT_THRESHOLDDataValuationIssueManager.find_issues()DataValuationIssueManager.collect_info()DataValuationIssueManager.make_summary()DataValuationIssueManager.report()DataValuationIssueManager.infoDataValuationIssueManager.issuesDataValuationIssueManager.summary
ML task-specific issue managers#
- regression
- label
RegressionLabelIssueManagerRegressionLabelIssueManager.descriptionRegressionLabelIssueManager.issue_nameRegressionLabelIssueManager.verbosity_levelsRegressionLabelIssueManager.find_issues()RegressionLabelIssueManager.collect_info()RegressionLabelIssueManager.issue_score_keyRegressionLabelIssueManager.make_summary()RegressionLabelIssueManager.report()RegressionLabelIssueManager.infoRegressionLabelIssueManager.issuesRegressionLabelIssueManager.summary
find_issues_with_predictions()find_issues_with_features()
- label
- multilabel
- label
MultilabelIssueManagerMultilabelIssueManager.descriptionMultilabelIssueManager.issue_nameMultilabelIssueManager.verbosity_levelsMultilabelIssueManager.find_issues()MultilabelIssueManager.issue_score_keyMultilabelIssueManager.make_summary()MultilabelIssueManager.report()MultilabelIssueManager.infoMultilabelIssueManager.issuesMultilabelIssueManager.summaryMultilabelIssueManager.collect_info()
- label