Status of every capability

1580 public code units, none of them silent. This is the whole public surface of the library, measured on 2026-09-11 and regenerated by scripts/capability_status.py. Nothing here is typed by hand.

• Checked graded and assessed. It was executed on healthy input and on input where the thing it measures does not exist. If it was found inventing a value, that was fixed. 1580 units.
• Fix pending graded and assessed, and a defect is still open. Do not rely on it in the beta. 0 units.
• Not checked nobody has established anything either way. We are blind here. It may be perfectly correct; this state is the absence of a measurement, not a failed one. 0 units.

Checked is not a correctness certificate for the number a function returns. It means the fabrication class was examined: on input where nothing is measurable, the unit refuses instead of handing back a neutral-looking value. The reason column states what each row does and does not establish.

The same rows as a machine-readable feed: capability-status.json. One object per code unit, carrying its state, the reason, the evidence it rests on and the tests that pin it, so a claim on this page can be checked rather than taken.

By scope

Scope	Units	Checked	Fix pending	Not checked	Not independently checked
Core: what the beta promises	1398	1398	0	0	485
Preview: documented, not certified	182	182	0	0	123

Not independently checked counts grades one examiner reached and nobody has yet tried to refute. Of the grades that HAVE been through that second examination, 291 of 872 (33%) were overturned. So a Checked unit in that column is a claim with evidence behind it, not a settled result.

By area

Area	Checked	Fix pending	Not checked	Total	Not independently checked
Fairness metrics	247	0	0	247	74
Post-processing mitigation	191	0	0	191	55
In-processing mitigation	175	0	0	175	44
LLM fairness testing	151	0	0	151	60
Operations (other)	130	0	0	130	84
Preprocessing mitigation	103	0	0	103	36
Explainability (XAI)	82	0	0	82	54
Reporting	79	0	0	79	18
CI/CD gates	77	0	0	77	32
Monitoring	65	0	0	65	11
Bias detection	65	0	0	65	21
Agent fairness testing	61	0	0	61	21
Report rendering	57	0	0	57	39
Top level	45	0	0	45	20
MCP tools	23	0	0	23	14
Validity axis	11	0	0	11	11
Networking	9	0	0	9	9
Vision	6	0	0	6	2
Legal	3	0	0	3	3

Every unit

Code unit	Status	Area	Kind	What is established
vfairness._names.name_token_list	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness._names.name_tokens	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness._names.resolve_attribute_key	Checked	Top level	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness._names.tokens_contain	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness._not_assessed.warn_not_assessed	Checked	Top level	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness._triage.is_flag	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness._triage.is_measured	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness._triage.measured_values	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness._triage.unmeasurable_reason	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.action_bias.ActionBiasAnalyzer	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.action_bias.ActionBiasAnalyzer.analyze_delegation	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.action_bias.ActionBiasAnalyzer.analyze_outcomes	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.action_bias.ActionBiasResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.agents.correspondence.CorrespondenceResult	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.correspondence.CorrespondenceTester	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.correspondence.CorrespondenceTester.analyze_outcomes	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.correspondence.CorrespondenceTester.create_paired_artifacts	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.correspondence.CorrespondenceTester.four_fifths_rule	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.pipeline_tracker.PipelineTracker	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.pipeline_tracker.PipelineTracker.compute_cumulative	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.pipeline_tracker.PipelineTracker.identify_bias_source	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.pipeline_tracker.PipelineTracker.record_stage	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.pipeline_tracker.StageResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.agents.rag_bias.RAGBiasAnalyzer	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.rag_bias.RAGBiasAnalyzer.analyze_output	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.rag_bias.RAGBiasAnalyzer.analyze_retrieval	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.rag_bias.RAGBiasAnalyzer.full_analysis	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.rag_bias.RAGBiasResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.agents.temporal.TemporalTracker	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.temporal.TemporalTracker.compute_trajectory	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.temporal.TemporalTracker.detect_drift	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.temporal.TemporalTracker.detect_drift_cusum	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.temporal.TemporalTracker.detect_drift_ewma	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.temporal.TemporalTracker.detect_feedback_loop	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.temporal.TemporalTracker.record_turn	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.temporal.TrajectoryResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.agents.tool_bias.ToolBiasAuditor	Checked	Agent fairness testing	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.agents.tool_bias.ToolBiasAuditor.analyze_tool_calls	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.tool_bias.ToolBiasAuditor.compute_selection_disparity	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.agents.tool_bias.ToolBiasResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.branding.branding_enabled	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.branding.set_branding	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.create_calibration_dashboard	Checked	Top level	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.create_fairness_dashboard	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager	Checked	Fairness metrics	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.compute_group_rate	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.compute_group_statistic	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_group	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_group_proportions	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_group_sizes	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_indices	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_info	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_invalid_groups	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_mask	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_size	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.get_valid_groups	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.GroupManager.iter_groups	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._grouping.compute_max_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._metric_direction.BoundRole	Checked	Fairness metrics	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._metric_direction.MetricDirection	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics._metric_direction.ThresholdOutcome	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics._metric_direction.check_threshold	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._metric_direction.improvement_amount	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._metric_direction.is_ratio_metric	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._metric_direction.metric_direction	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._metric_direction.relax_threshold	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._metric_direction.vacuous_bound_reason	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.IntervalType	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics._statistics.MultipleTestingResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics._statistics.MultipleTestingResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics._statistics.StatisticalResult	Checked	Fairness metrics	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.StatisticalResult.to_dict	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.apply_multiple_testing_correction	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.bayesian_difference_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.bayesian_mean_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.bayesian_proportion_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.benjamini_hochberg_correction	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.bonferroni_correction	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.bootstrap_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.bootstrap_over_index	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.cohens_d	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.cohens_h	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.cohens_h_interpretation	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.compute_metric_with_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.detectability	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.empirical_likelihood_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.fisher_exact_test	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.group_reliability	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.interpret_effect_size	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.min_attainable_p_fisher	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.min_attainable_p_mannwhitney	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.min_attainable_p_mcnemar	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.min_attainable_p_permutation	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.min_attainable_p_sign_flip	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.minimum_detectable_effect	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.odds_ratio	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.power_warning	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.proportion_z_test	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.reliability_tier	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics._statistics.risk_ratio	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.select_method	Checked	Fairness metrics	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics._statistics.sequential_fairness_test	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.simultaneous_disparity_bounds	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.stratified_bootstrap_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._statistics.validate_confidence_level	Checked	Fairness metrics	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics._statistics.wilson_score_interval	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._validation.check_consistent_length	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._validation.coerce_to_array	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._validation.reject_swapped_labels_and_scores	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics._validation.validate_binary_labels	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics._validation.validate_inputs	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics._validation.validate_probabilities	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer	Checked	Fairness metrics	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.clear_cache	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.compare_with_aequitas	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.compare_with_fairlearn	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.compute_all_metrics	Checked	Fairness metrics	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.demographic_parity_difference	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.disable_fair_explainer	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.enable_fair_explainer	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.equal_opportunity_difference	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.equalized_odds_difference	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.explain_metric	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.get_explanations	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.get_report	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.mae_parity_difference	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.report_to_svg	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.MetricResult	Checked	Fairness metrics	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.analyzer.MetricResult.to_dict	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.attribution.AttributionResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.attribution.AttributionResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.attribution.AttributionResult.top	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.attribution.FeatureAttributionExplainer	Checked	Fairness metrics	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.attribution.FeatureAttributionExplainer.explain_decision	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.attribution.FeatureAttributionExplainer.global_importance	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.attribution.FeatureAttributionExplainer.shapley_matrix	Checked	Fairness metrics	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.attribution.FeatureContribution	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.attribution.FeatureContribution.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.classification.accuracy_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.auroc_parity	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.calibration_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.compute_effect_sizes	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.classification.conditional_adverse_impact	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.conditional_demographic_disparity	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.conditional_demographic_disparity_with_ci	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.classification.demographic_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.demographic_parity_difference_with_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.demographic_parity_ratio	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.disparate_impact_ratio	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.disparate_impact_ratio_with_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.equal_opportunity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.equal_opportunity_difference_with_ci	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.classification.equalized_odds_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.equalized_odds_difference_with_ci	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.classification.fnr_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.fpr_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.fpr_parity_difference_with_ci	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.classification.get_group_metrics	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.get_group_metrics_with_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.negative_predictive_value_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.negative_predictive_value_difference_with_ci	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.classification.net_benefit_parity	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.predictive_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.predictive_parity_difference_with_ci	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.classification.selection_rate_disparity_matrix	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.classification.worst_group_accuracy	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.counterfactual_metric.CounterfactualFairnessResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.counterfactual_metric.CounterfactualFairnessResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.counterfactual_metric.counterfactual_fairness	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.create_fairness_dashboard	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.discovery.ColumnRole	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.discovery.ColumnRole.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.discovery.FairnessViolation	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.discovery.FairnessViolation.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.discovery.ProtectedAttributeCandidate	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.discovery.ProtectedAttributeCandidate.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.discovery.ProxyScanIncompleteWarning	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.discovery.association_strength	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.discovery.classify_column_roles	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.discovery.detect_protected_attributes	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.discovery.discover_intersectional_groups	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.discovery.identify_proxy_features	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.discovery.rank_fairness_issues	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.discovery.scan_fairness_violations	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explainer.FairExplAIner	Checked	Fairness metrics	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explainer.FairExplAIner.explain_confidence_interval	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explainer.FairExplAIner.explain_effect_size	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explainer.FairExplAIner.explain_metric	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explainer.FairExplAIner.explain_report	Checked	Fairness metrics	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.explainer.MetricExplanation	Checked	Fairness metrics	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explainer.MetricExplanation.to_dict	Checked	Fairness metrics	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explainer.explain_fairness_report	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.explainer.print_explanations	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explanation_diagnostics.AdversarialProbeResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.explanation_diagnostics.attribution_stability	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explanation_diagnostics.diagnose_local_attribution	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explanation_diagnostics.multi_seed_adversarial_probe	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.explanation_diagnostics.removal_curve_auc	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.fairness_decomposition.FairnessDecompositionResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.fairness_decomposition.FairnessDecompositionResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.fairness_decomposition.fairness_decomposition	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.get_available_styles	Checked	Fairness metrics	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.get_palettes	Checked	Fairness metrics	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.integrations.FairnessAssertionError	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.integrations.assert_fairness	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.integrations.auto_log_fairness	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.integrations.create_fairness_callback	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.integrations.log_fairness_to_mlflow	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.integrations.log_fairness_to_wandb	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.intersectional.GroupAdvantage	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.intersectional.GroupAdvantage.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.intersectional.generate_structured_findings	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.intersectional.get_group_rankings	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.intersectional.identify_privileged_groups	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.intersectional.intersectional_disparity_analysis	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.plot_confidence_intervals	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.plot_effect_sizes	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.plot_fairness_metrics	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.plot_fairness_report	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.plot_group_comparison	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.plot_group_disparity_heatmap	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.plot_metrics_radar	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.preview_palette	Checked	Fairness metrics	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.ranking.RankingFairnessResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.ranking.RankingFairnessResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.ranking.attention_weighted_rank_fairness	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.ranking.exposure_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.ranking.exposure_parity_ratio	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.ranking.get_ranking_group_metrics	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.ranking.normalized_discounted_kl_divergence	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.recourse.FeatureChange	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.recourse.FeatureChange.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.recourse.Recourse	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.recourse.Recourse.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.recourse.RecourseResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.recourse.RecourseResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.recourse.generate_recourse	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.compute_regression_effect_sizes	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.get_group_metrics	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.mae_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.mae_parity_difference_with_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.mean_prediction_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.mean_prediction_difference_with_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.pricing_disparity	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.pricing_disparity_with_ci	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.regression.r2_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.residual_bias	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.rmse_parity_difference	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.regression.rmse_parity_difference_with_ci	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.report.classification_fairness_report	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.report.print_report	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.report.regression_fairness_report	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.report_types.AssessmentReport	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.report_types.DataInfo	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.report_types.ExplanationsReport	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.report_types.FairnessReport	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.report_types.InsufficientEvidenceGroup	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.report_types.MetricStatusEntry	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.ContingencyTestResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.ContingencyTestResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.PermutationTestResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.PermutationTestResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.RobustMetricsResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.RobustMetricsResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.SensitivityResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.SensitivityResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.SubgroupAuditResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.SubgroupAuditResult.to_dict	Checked	Fairness metrics	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.robustness.comprehensive_fairness_test	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.compute_robust_metrics	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.contingency_test	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.permutation_test	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.permutation_test_demographic_parity	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.permutation_test_equal_opportunity	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.robust_fairness_comparison	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.sensitivity_analysis	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.stress_test_fairness	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.robustness.subgroup_robustness_audit	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.robustness.test_equalized_odds_chi_square	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.save_fairness_plots	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.visualization.create_fairness_dashboard	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.visualization.get_available_styles	Checked	Fairness metrics	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.visualization.plot_confidence_intervals	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.visualization.plot_effect_sizes	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.visualization.plot_fairness_metrics	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.visualization.plot_fairness_report	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.visualization.plot_group_comparison	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.visualization.plot_group_disparity_heatmap	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.visualization.plot_metrics_radar	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.visualization.preview_palette	Checked	Fairness metrics	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.evaluation.vfairness_metrics.visualization.save_fairness_plots	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.exceptions.ConfigurationError	Checked	Top level	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.exceptions.InsufficientDataError	Checked	Top level	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.exceptions.InvalidDataError	Checked	Top level	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.exceptions.ProtectedAttributeError	Checked	Top level	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.exceptions.VfairnessError	Checked	Top level	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.explainer.ExplanationReport	Checked	Explainability (XAI)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.explainer.ExplanationReport.to_dict	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.explainer.FairnessExplainer	Checked	Explainability (XAI)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.get_available_styles	Checked	Top level	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.get_palettes	Checked	Top level	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.analyze_tradeoffs	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.compare_methods	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.evaluate_baseline	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.full_analysis	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.generate_recommendation	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.get_data_summary	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.get_explanation	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.analyzer.FairnessTrainingReport	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.FairnessTrainingReport.summary	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.FairnessTrainingReport.to_dict	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.analyzer.FairnessTrainingReport.to_json	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.analyzer.FairnessTrainingReport.to_svg	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.analyzer.MethodComparison	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.analyzer.MethodComparison.to_dict	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.analyzer.TrainingRecommendation	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.analyzer.TrainingRecommendation.to_dict	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.analyzer.baseline_comparison_summary	Checked	In-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.BetaCalibrator	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.BetaCalibrator.forward	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.BetaCalibrator.get_parameters	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.CalibrationAwareTrainer	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.CalibrationAwareTrainer.fine_tune_calibration	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.CalibrationAwareTrainer.train_step	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.CalibrationMethodType	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.CalibrationState	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.CalibrationState.to_dict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.FocalCalibrator	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.calibrators.group_calibrators.FocalCalibrator.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.FocalCalibrator.get_parameters	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.PlattScalingCalibrator	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.calibrators.group_calibrators.PlattScalingCalibrator.forward	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.PlattScalingCalibrator.get_parameters	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.TemperatureScalingCalibrator	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.calibrators.group_calibrators.TemperatureScalingCalibrator.forward	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.TemperatureScalingCalibrator.get_parameters	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.TrainableGroupCalibrator	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.TrainableGroupCalibrator.calibration_loss	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.TrainableGroupCalibrator.forward	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.TrainableGroupCalibrator.freeze	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.TrainableGroupCalibrator.get_calibration_state	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.calibrators.group_calibrators.TrainableGroupCalibrator.unfreeze	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.check_torch_available	Checked	In-processing mitigation	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.create_group_calibrator	Checked	In-processing mitigation	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.base.BaseFairnessConstraint	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.BaseFairnessConstraint.compute_violation	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.base.BaseFairnessConstraint.is_satisfied	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.BaseFairnessConstraint.signed_constraint_value	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.base.BoundedGroupLossConstraint	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.BoundedGroupLossConstraint.compute_violation	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.BoundedGroupLossConstraint.signed_constraint_value	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.ConstraintViolation	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.ConstraintViolation.to_dict	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.base.DemographicParityConstraint	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.DemographicParityConstraint.compute_violation	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.DemographicParityConstraint.signed_constraint_value	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.constraints.base.EqualOpportunityConstraint	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.EqualOpportunityConstraint.compute_violation	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.EqualOpportunityConstraint.signed_constraint_value	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.EqualizedOddsConstraint	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.EqualizedOddsConstraint.compute_violation	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.EqualizedOddsConstraint.signed_constraint_value	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.FairnessConstraintType	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.base.FalsePositiveRateParityConstraint	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.FalsePositiveRateParityConstraint.compute_violation	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.FalsePositiveRateParityConstraint.signed_constraint_value	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.OptimizationResult	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.constraints.base.OptimizationResult.to_dict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.base.create_constraint	Checked	In-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.EnsembleClassifier	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.constraints.reductions.EnsembleClassifier.predict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.EnsembleClassifier.predict_proba	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ExponentiatedGradient	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ExponentiatedGradient.fit	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ExponentiatedGradient.get_result	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.reductions.ExponentiatedGradient.predict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ExponentiatedGradient.predict_proba	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.GridSearch	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.GridSearch.fit	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.GridSearch.predict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.LagrangianState	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.reductions.ReductionResult	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.constraints.reductions.ReductionResult.predict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ReductionResult.predict_proba	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ReductionResult.to_dict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ThresholdOptimizer	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ThresholdOptimizer.fit	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.constraints.reductions.ThresholdOptimizer.get_thresholds	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.reductions.ThresholdOptimizer.predict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.diagnostics.adversarial_convergence_diagnostics	Checked	In-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.diagnostics.sklearn_adversarial_debiasing	Checked	In-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.adversarial.AdversarialDebiasingLoss	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.adversarial.AdversarialDebiasingLoss.get_adversary_accuracy	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.adversarial.AdversarialDebiasingLoss.to	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.adversarial.AdversarialDebiasingLoss.update_adversary	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.adversarial.Adversary	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.adversarial.Adversary.forward	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.adversarial.FairRepresentationLoss	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.adversarial.FairRepresentationLoss.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.adversarial.FairRepresentationLoss.to	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.adversarial.GradientReversalFunction	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.adversarial.GradientReversalFunction.backward	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.adversarial.GradientReversalFunction.forward	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.adversarial.GradientReversalLayer	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.adversarial.GradientReversalLayer.forward	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.adversarial.GradientReversalLayer.set_lambda	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.adversarial.ProjectedAdversarialLoss	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.adversarial.ProjectedAdversarialLoss.to	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.adversarial.ProjectedAdversarialLoss.update_adversary	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.base.BaseFairnessLoss	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.end_epoch	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.get_training_history	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.reset_history	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.set_epoch	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.base.BaseLossType	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.base.FairnessMetricType	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.base.LossComponents	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.base.LossComponents.to_dict	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.base.TrainingMetrics	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.base.TrainingMetrics.to_dict	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.base.check_torch_available	Checked	In-processing mitigation	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.loss_functions.base.compute_group_rates	Checked	In-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.base.create_group_masks	Checked	In-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.base.soft_rate_computation	Checked	In-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.counterfactual.CausalFairnessLoss	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.counterfactual.CounterfactualFairnessLoss	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.counterfactual.CounterfactualFairnessLoss.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.counterfactual.IndividualFairnessLoss	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.counterfactual.IndividualFairnessLoss.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.fairness_losses.BoundedGroupLoss	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.fairness_losses.DemographicParityLoss	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.fairness_losses.EqualOpportunityLoss	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.fairness_losses.EqualizedOddsLoss	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.fairness_losses.FairnessAwareBCELoss	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.loss_functions.fairness_losses.FalsePositiveRateParityLoss	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.fairness_losses.create_fairness_loss	Checked	In-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.regularizers.fairness_regularizers.BaseRegularizer	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.BaseRegularizer.forward	Checked	In-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.regularizers.fairness_regularizers.BaseRegularizer.get_history	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.BaseRegularizer.reset_history	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.regularizers.fairness_regularizers.ConditionalIndependenceRegularizer	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.ConditionalIndependenceRegularizer.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.CorrelationPenalty	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.regularizers.fairness_regularizers.CorrelationPenalty.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.GroupFairnessRegularizer	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.regularizers.fairness_regularizers.GroupFairnessRegularizer.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.HilbertSchmidtRegularizer	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.regularizers.fairness_regularizers.HilbertSchmidtRegularizer.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.RegularizerMetrics	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.regularizers.fairness_regularizers.RegularizerMetrics.to_dict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.RegularizerType	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.regularizers.fairness_regularizers.StatisticalParityRegularizer	Checked	In-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.regularizers.fairness_regularizers.StatisticalParityRegularizer.forward	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.regularizers.fairness_regularizers.check_torch_available	Checked	In-processing mitigation	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.regularizers.fairness_regularizers.create_regularizer	Checked	In-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifier	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifier.fit	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifier.get_params	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifier.predict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifier.predict_proba	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifier.predict_with_sensitive_attr	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifier.score	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifier.set_params	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifierResult	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.wrappers.sklearn_wrappers.FairClassifierResult.to_dict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairRegressor	Checked	In-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairRegressor.fit	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairRegressor.get_params	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.wrappers.sklearn_wrappers.FairRegressor.predict	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairRegressor.predict_with_sensitive_attr	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairRegressor.score	Checked	In-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.in_processing.wrappers.sklearn_wrappers.FairRegressor.set_params	Checked	In-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.wrappers.sklearn_wrappers.make_fair_classifier	Checked	In-processing mitigation	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.wrappers.sklearn_wrappers.make_fair_regressor	Checked	In-processing mitigation	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.legal.admissibility.classify_columns	Checked Preview	Legal	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.legal.admissibility.map_domain_to_use_case	Checked Preview	Legal	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.legal.admissibility.map_jurisdiction	Checked Preview	Legal	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm._base.RunMetadata	Checked	LLM fairness testing	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm._base.RunMetadata.to_dict	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm._base.SerializableMixin	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm._base.SerializableMixin.to_dict	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm._base.SerializableMixin.to_json	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.api_proxy.LLMApiProxy	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.api_proxy.LLMApiProxy.send_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.api_proxy.LLMApiProxy.send_prompt	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.api_proxy.LLMApiProxy.test_connection	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.benchmarks.BenchmarkResult	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.benchmarks.BenchmarkRunner	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.benchmarks.BenchmarkRunner.run_bbq	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.benchmarks.BenchmarkRunner.run_bold	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.benchmarks.BenchmarkRunner.run_holistic_bias	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.benchmarks.benchmark_provenance	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.cot_faithfulness.CoTFaithfulnessAnalyzer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.cot_faithfulness.CoTFaithfulnessAnalyzer.analyze_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.cot_faithfulness.CoTFaithfulnessAnalyzer.analyze_pair	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.cot_faithfulness.CoTFaithfulnessAnalyzer.default_cue_terms	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.cot_faithfulness.CoTFaithfulnessResult	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.cot_faithfulness.FaithfulnessReport	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.counterfactual.CounterfactualResult	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.counterfactual.CounterfactualTester	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.counterfactual.CounterfactualTester.compute_disparity	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.counterfactual.CounterfactualTester.generate_swaps	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.counterfactual.CounterfactualTester.run_test	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_adversarial_demonstrations	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_adversarial_robustness	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_all	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_fairness	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_machine_ethics	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_ood_robustness	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_privacy	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_stereotype_bias	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.decodingtrust.DecodingTrustRunner.run_toxicity	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.embedding_bias.EmbeddingBiasDetector	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.embedding_bias.EmbeddingBiasDetector.seat	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.embedding_bias.EmbeddingBiasDetector.weat	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.embedding_bias.WEATResult	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.embedding_bias.WEATResult.to_dict	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.intersectional.IntersectionalAnalyzer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.intersectional.IntersectionalAnalyzer.analyze	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.intersectional.IntersectionalGroup	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.intersectional.IntersectionalGroup.from_attributes	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.intersectional.IntersectionalResult	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.model_identity.IdentityComparison	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.model_identity.ModelIdentity	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.model_identity.clean_model_name	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.model_identity.compare_model_identity	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.model_identity.describe_model_identity	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.model_identity.identity_from_run	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.nondeterminism.NoiseProfile	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.nondeterminism.NonDeterminismAnalyzer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.bootstrap_ci	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.characterize_noise	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.compute_noise_offset	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.equivalence_test	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.is_significant_after_offset	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.required_runs	Checked	LLM fairness testing	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm.nondeterminism.noise_floor_from_runs	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalysisResult	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_all	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_framing	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_helpfulness	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_information_quality	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_length	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_llm_judge	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_refusal_rate	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_regard	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_representation	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_semantic_quality	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_sentiment	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_stereotype	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.output_analysis.OutputAnalyzer.analyze_toxicity	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.paired.mcnemar_paired_test	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.paired.sign_flip_paired_test	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.paired.usable_binary_pairs	Checked	LLM fairness testing	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm.paired.usable_numeric_pairs	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.ContextualStereotypeScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.ContextualStereotypeScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.ContextualStereotypeScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.ContextualStereotypeScorer.stage_coverage	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.FramingScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.FramingScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.FramingScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.HelpfulnessScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.HelpfulnessScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.HelpfulnessScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.InformationQualityScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.InformationQualityScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.InformationQualityScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordRegardScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordRegardScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordRegardScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordSentimentScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordSentimentScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordSentimentScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordToxicityScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordToxicityScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.KeywordToxicityScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.LLMJudgeScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.LLMJudgeScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.LLMJudgeScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.PartialCoverageWarning	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.PlaceholderScorerWarning	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.RefusalScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.RefusalScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.RefusalScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.RepresentationScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.RepresentationScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.RepresentationScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SemanticQualityScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SemanticQualityScorer.dimension_coverage	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SemanticQualityScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SemanticQualityScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SidecarSentimentScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SidecarSentimentScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SidecarSentimentScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SidecarToxicityScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SidecarToxicityScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SidecarToxicityScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.SidecarUnavailableWarning	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.StereotypeScorer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.StereotypeScorer.score	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.StereotypeScorer.score_batch	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.TextScorer	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.TextScorer.score	Checked	LLM fairness testing	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.TextScorer.score_batch	Checked	LLM fairness testing	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.UnscorableTextWarning	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.identifier_tokens	Checked	LLM fairness testing	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.judge_is_subject	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.lexicon_can_read	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.lexicon_readable_share	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.mentions_any_term	Checked	LLM fairness testing	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.non_lexicon_script_share	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.normalize_text	Checked	LLM fairness testing	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.phrase_present	Checked	LLM fairness testing	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.reads_as_another_latin_script_language	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.response_not_recorded	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.scorer_provenance	Checked	LLM fairness testing	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.scorers.scorer_status	Checked	LLM fairness testing	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm.scorers.term_forms	Checked	LLM fairness testing	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.word_tokens	Checked	LLM fairness testing	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.text_fairness.GroupScore	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.text_fairness.GroupScore.to_dict	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.text_fairness.TextFairnessAnalyzer	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.text_fairness.TextFairnessAnalyzer.analyze	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.text_fairness.TextFairnessResult	Checked	LLM fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.llm.text_fairness.TextFairnessResult.to_dict	Checked	LLM fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.server.analyze_intersectional	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.server.audit_agent	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.server.detect_proxies	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.server.explain_decision	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.server.explain_in_plain_language	Checked Preview	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.server.fairness_triage	Checked Preview	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.server.glossary	Checked Preview	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.server.legal_framing	Checked Preview	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.server.main	Checked Preview	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.server.measure_fairness	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.server.suggest_mitigation	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.server.triage_dataset	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.analyze_intersectional	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.audit_agent	Checked Preview	MCP tools	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.mcp.tools.detect_proxies	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.explain_decision	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.glossary_markdown	Checked Preview	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.tools.jsonify	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.jurisdictions_markdown	Checked Preview	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.tools.load_dataframe	Checked Preview	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.tools.measure_fairness	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.suggest_mitigation	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.triage_dataset	Checked Preview	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.collusion.AdversarialCollusionDetector	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.collusion.AdversarialCollusionDetector.analyze	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.collusion.CollusionResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.multi_agent.compositionality.CompositionalityAnalyzer	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.compositionality.CompositionalityAnalyzer.analyze	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.compositionality.CompositionalityResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.multi_agent.delegation.DelegationResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.multi_agent.delegation.DelegationRoutingAuditor	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.delegation.DelegationRoutingAuditor.analyze	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.emergent.EmergentBiasDetector	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.emergent.EmergentBiasDetector.analyze	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.emergent.EmergentBiasResult	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.groupthink.GroupthinkDetector	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.groupthink.GroupthinkDetector.analyze_convergence	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.groupthink.GroupthinkDetector.detect_coalitions	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.groupthink.GroupthinkResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.multi_agent.harness.HarnessTrace	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.harness.MultiAgentRunHarness	Checked	Agent fairness testing	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.multi_agent.harness.MultiAgentRunHarness.as_collusion_inputs	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.harness.MultiAgentRunHarness.as_compositionality_input	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.harness.MultiAgentRunHarness.as_delegation_inputs	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.harness.MultiAgentRunHarness.as_emergent_inputs	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.harness.MultiAgentRunHarness.as_negotiation_inputs	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.harness.MultiAgentRunHarness.record_routing	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.harness.MultiAgentRunHarness.record_sample	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.harness.MultiAgentRunHarness.record_turn	Checked	Agent fairness testing	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.multi_agent.harness.MultiAgentRunHarness.system_bias	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.negotiation.NegotiationFairnessTracker	Checked	Agent fairness testing	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.negotiation.NegotiationFairnessTracker.analyze	Checked	Agent fairness testing	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.multi_agent.negotiation.NegotiationResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.net.egress.GuardedSession	Checked Preview	Networking	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.net.egress.GuardedSession.close	Checked Preview	Networking	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.net.egress.GuardedSession.get_adapter	Checked Preview	Networking	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.net.egress.PinnedIPAdapter	Checked Preview	Networking	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.net.egress.PinnedIPAdapter.init_poolmanager	Checked Preview	Networking	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.net.egress.PinnedIPAdapter.send	Checked Preview	Networking	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.net.egress.SSRFError	Checked Preview	Networking	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.net.egress.guarded_post	Checked Preview	Networking	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.net.egress.validate_endpoint	Checked Preview	Networking	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.attribute.AttributionResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.attribute.AttributionResult.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.attribute.NodeContribution	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.attribute.attribute_distribution_change	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.counterfactual.CounterfactualResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.counterfactual.CounterfactualResult.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.counterfactual.compute_counterfactual	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.graph.CausalFairnessGraph	Checked Preview	Operations (other)	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.causal.graph.CausalFairnessGraph.add_edge	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.graph.CausalFairnessGraph.add_variable	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.graph.CausalFairnessGraph.discrimination_paths	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.graph.CausalFairnessGraph.has_direct_discrimination	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.graph.CausalFairnessGraph.not_assessable	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.graph.CausalFairnessGraph.outcome_nodes	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.graph.CausalFairnessGraph.protected_nodes	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.graph.CausalFairnessGraph.summary	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.graph.CausalFairnessGraph.to_gml	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.graph.DiscriminationPath	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.graph.DiscriminationPath.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.identify.IdentificationResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.identify.IdentificationResult.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.identify.PathIdentification	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.identify.identify_paths	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.mediate.MediationDecomposition	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.mediate.MediationResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.mediate.MediationResult.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.mediate.decompose_mediation	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.refute.RefutationOutcome	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.refute.RefutationResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.refute.RefutationResult.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.refute.run_refutation_suite	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.task_handlers.handle_attribute	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.task_handlers.handle_counterfactual	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.task_handlers.handle_identify	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.task_handlers.handle_mediate	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.task_handlers.handle_refute	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.task_handlers.load_dataset_from_payload	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.task_handlers.main	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.FairnessReportCard	Checked	CI/CD gates	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.cicd.gate.FairnessReportCard.to_dict	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.FairnessReportCard.to_github_comment_payload	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.FairnessReportCard.to_markdown	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.GateConfig	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.GateConfig.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.GateDecision	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.GateDecision.to_dict	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.GateDecision.to_markdown_report	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.GateStatus	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.HierarchicalGateConfig	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.HierarchicalGateConfig.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.IntersectionalGateDecision	Checked	CI/CD gates	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.IntersectionalGateDecision.to_dict	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.IntersectionalGateDecision.to_markdown_report	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.MetricEvaluation	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.MetricEvaluation.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.ModelFairnessGate	Checked	CI/CD gates	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.ModelFairnessGate.create_github_check	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.ModelFairnessGate.evaluate	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.ModelFairnessGate.evaluate_from_metrics	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.ModelFairnessGate.evaluate_hierarchical	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.gate.ModelFairnessGate.get_explanation	Checked	CI/CD gates	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.cicd.gate.SmallSampleWarning	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.SmallSampleWarning.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.monitor.AlertSeverity	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.monitor.BiasMonitor	Checked	CI/CD gates	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.drift_detected	Checked	CI/CD gates	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.cicd.monitor.BiasMonitor.get_alerts	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.monitor.BiasMonitor.get_current_metrics	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.get_drift_status	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.get_rolling_average	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.get_summary	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.log_batch	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.reset	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.monitor.BiasMonitor.to_prometheus_metrics	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.trigger_alert	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.unmeasurable_metrics	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.BiasMonitor.update_baseline	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.monitor.DriftAlert	Checked	CI/CD gates	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.DriftAlert.to_dict	Checked	CI/CD gates	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.cicd.monitor.DriftType	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.monitor.MonitorConfig	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.monitor.MonitorConfig.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.monitor.MonitoringResult	Checked	CI/CD gates	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.monitor.MonitoringResult.to_dict	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.precommit.check_fairness_config	Checked	CI/CD gates	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.precommit.check_model_card	Checked	CI/CD gates	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.cicd.precommit.main	Checked	CI/CD gates	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.quality_report.build_quality_report	Checked	CI/CD gates	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.task_handlers.handle_data_validation	Checked	CI/CD gates	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.task_handlers.main	Checked	CI/CD gates	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.FairnessAssertionError	Checked	CI/CD gates	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.FairnessTestResult	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.testing.FairnessTestResult.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.testing.FairnessTestSuite	Checked	CI/CD gates	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.FairnessTestSuite.get_summary	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.FairnessTestSuite.test_model	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.FairnessTestSuite.test_predictions	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.FairnessTestSuite.to_junit_xml	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.TestStatus	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.testing.assert_fairness	Checked	CI/CD gates	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.fairness_test	Checked	CI/CD gates	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.testing.parametrize_fairness	Checked	CI/CD gates	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.validator.DataBiasValidator	Checked	CI/CD gates	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.validator.DataBiasValidator.get_explanation	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.validator.DataBiasValidator.validate	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.validator.DataBiasValidator.validate_batch	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.validator.DataValidationConfig	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.validator.DataValidationConfig.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.validator.DataValidationResult	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.validator.DataValidationResult.execution_coverage	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.validator.DataValidationResult.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.validator.DataValidationResult.to_junit_xml	Checked	CI/CD gates	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.cicd.validator.ValidationIssue	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.validator.ValidationIssue.to_dict	Checked	CI/CD gates	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.validator.ValidationSeverity	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.CausalDecomposition	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.CausalDecomposition.to_dict	Checked Preview	Operations (other)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.experimentation.analysis.ExperimentAnalysis	Checked Preview	Operations (other)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentAnalysis.compute_pareto_frontier	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentAnalysis.decision_recommendation	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentAnalysis.heterogeneous_treatment_effects	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentAnalysis.mediation_analysis	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentAnalysis.spillover_detection	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentAnalysis.temporal_stability_check	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentAnalysis.to_report_sections	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentRecommendation	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.ExperimentRecommendation.to_dict	Checked Preview	Operations (other)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.experimentation.analysis.ParetoPoint	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.ParetoPoint.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.RecommendationDecision	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.TemporalStabilityResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.TemporalStabilityResult.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.DesignType	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.ExperimentConfig	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.ExperimentResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.ExperimentResult.save	Checked Preview	Operations (other)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.experimentation.experiment.ExperimentResult.to_dataframe	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.ExperimentResult.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.FairnessExperiment	Checked Preview	Operations (other)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.FairnessExperiment.calculate_intersectional_power	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.FairnessExperiment.detect_heterogeneous_effects	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.FairnessExperiment.get_summary	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.FairnessExperiment.run_full_analysis	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.FairnessExperiment.to_dataframe	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.IntersectionEffect	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.IntersectionEffect.to_dict	Checked Preview	Operations (other)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.assign_clusters	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.create_factorial_design	Checked Preview	Operations (other)	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.experimentation.power.FairnessPowerAnalyzer	Checked Preview	Operations (other)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.FairnessPowerAnalyzer.adaptive_sampling_plan	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.FairnessPowerAnalyzer.get_detailed_results	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.FairnessPowerAnalyzer.get_power_summary	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.FairnessPowerAnalyzer.minimum_detectable_effect	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.FairnessPowerAnalyzer.power_for_sample_size	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.FairnessPowerAnalyzer.required_sample_size	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.FairnessPowerAnalyzer.sequential_test	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.PowerConfig	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.power.PowerResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.power.PowerResult.to_dict	Checked Preview	Operations (other)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.experimentation.power.SPRTDecision	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.power.SamplingPlan	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.power.SamplingPlan.to_dataframe	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.SamplingPlan.to_dict	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.SequentialTestResult	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.power.SequentialTestResult.to_dict	Checked Preview	Operations (other)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.monitoring.alerts.AdaptiveThresholdManager	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.AdaptiveThresholdManager.get_all_thresholds	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.alerts.AdaptiveThresholdManager.get_feedback_stats	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.AdaptiveThresholdManager.get_threshold	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.alerts.AdaptiveThresholdManager.is_alert_warranted	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.AdaptiveThresholdManager.reset	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.alerts.AdaptiveThresholdManager.set_threshold	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.alerts.AdaptiveThresholdManager.update_from_feedback	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.AlertPayload	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.AlertPayload.acknowledge	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.alerts.AlertPayload.to_dict	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.FairnessAlertPrioritizer	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.FairnessAlertPrioritizer.build_drift_event	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.FairnessAlertPrioritizer.calculate_priority	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.FairnessAlertPrioritizer.clear_log	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.alerts.FairnessAlertPrioritizer.create_alert	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.FairnessAlertPrioritizer.get_alert_log	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.FairnessAlertPrioritizer.get_alert_summary	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.alerts.FairnessAlertPrioritizer.route_alert	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.DriftResult	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.DriftResult.to_dict	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.check_drift	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.clear_history	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.drift.FairnessDriftDetector.decompose_temporal_patterns	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.detect_drift_ks	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.detect_drift_mmd	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.detect_drift_multiscale	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.get_explanation	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.get_history_df	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.get_results_history	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.run_sprt	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.FairnessDriftDetector.set_baseline	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.drift.MultiscaleDriftResult	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.drift.MultiscaleDriftResult.to_dict	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.sequential.cusum_drift	Checked	Monitoring	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.sequential.page_hinkley	Checked	Monitoring	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.sequential.sequential_fairness_drift	Checked	Monitoring	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.compute_demographic_parity	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.compute_disparate_impact	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.compute_equal_opportunity	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.compute_equalized_odds	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.get_alert_summary	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.get_current_metrics	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.get_explanation	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.get_metric_history	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitor.get_window_df	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.tracker.FairnessMonitor.reset	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.tracker.FairnessMonitor.set_reference	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.tracker.FairnessMonitor.update_and_check	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.FairnessMonitorConfig	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.detect_seasonal_pattern	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.detect_trend	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.detect_weekly_degradation	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.forecast_metric	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.get_explanation	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.get_metric_summary	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.get_tracked_metrics	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.to_dataframe	Checked	Monitoring	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.tracker.TemporalFairnessAnalyzer.update_daily_metrics	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.WindowMetrics	Checked	Monitoring	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.WindowMetrics.to_dict	Checked	Monitoring	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.monitoring.tracker.mmd_gaussian	Checked	Monitoring	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.agent_probe.agent_probe_pulse	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.causal_skeleton.CausalSkeleton	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.causal_skeleton.CausalSkeleton.to_dict	Checked Preview	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.causal_skeleton.build_causal_skeleton	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.causal_skeleton.domain_dag_template	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.llm_probe.apply_bh	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.llm_probe.correct_families	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.llm_probe.llm_probe_pulse	Checked Preview	Operations (other)	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.pulse.orchestrator.build_legal_framework_block	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.orchestrator.build_scope_block	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.orchestrator.run_pulse	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.pipeline.PulsePipelineInputs	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.pipeline.run_pulse_pipeline	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.recommend.recommend_fairness_definition	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.recommend.recommend_interventions	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.attach_lightweight_regulatory	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.base_rates_differ	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_art10	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_ll144	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_recheck	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_reference_groups	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_regulatory_exports	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_targets	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.clamp_target_ratio	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.empty_exports	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.historical_context	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.iso24027_crosswalk	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.legal_admissibility	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.legal_context_as_of	Checked Preview	Operations (other)	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.regulatory.parse_pulse_options	Checked Preview	Operations (other)	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.regulatory.sanitize_suite	Checked Preview	Operations (other)	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.regulatory.uncovered_admissibility	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.scoring.score_model_over_frame	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.task_handlers.handle_pulse_run	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.task_handlers.main	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.traces.MalformedTraceExportWarning	Checked Preview	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.traces.ingest_and_run_pulse	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.traces.maybe_flatten_spans	Checked Preview	Operations (other)	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.pulse.traces.parse_trace_export	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.vision_probe.vision_probe_pulse	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.AdverseActionReasons	Checked	Reporting	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.AdverseActionReasons.to_dict	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.compliance.build_assurance_verdict	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.compute_adverse_action_reasons	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.compute_signed_test_log	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.generate_annex_iv_data	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.generate_dpia_sections	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.generate_iso42001_evidence_map	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.generate_model_card	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.compliance.generate_risk_register_from_audit	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.DashboardConfig	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.dashboard.FairnessDashboard	Checked	Reporting	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_alert_summary	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_disparity_comparison	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_drift_timeline	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_executive_view	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_health_score_gauge	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_intersectional_heatmap	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_operational_view	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_subgroup_sunburst	Checked	Reporting	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.reporting.dashboard.FairnessDashboard.create_technical_view	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.create_trend_analysis	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.FairnessDashboard.get_explanation	Checked	Reporting	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.reporting.dashboard.FairnessDashboard.to_html	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.dashboard.TimeWindow	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.interactive.InteractiveConfig	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.interactive.InteractiveDashboard	Checked	Reporting	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.interactive.InteractiveDashboard.create_dash_app	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.interactive.InteractiveDashboard.get_capabilities	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.interactive.InteractiveDashboard.run	Checked	Reporting	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.reporting.interactive.InteractiveDashboard.save_html	Checked	Reporting	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.reporting.interactive.InteractiveDashboard.simulate_threshold_change	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.interactive.InteractiveDashboard.to_standalone_html	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.interactive.simulate_threshold_change	Checked	Reporting	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.GeneratedReport	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.reports.GeneratedReport.save	Checked	Reporting	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.reporting.reports.GeneratedReport.to_dict	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.OutputFormat	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.reports.ReportConfig	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.reports.ReportGenerator	Checked	Reporting	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.ReportGenerator.generate	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.ReportGenerator.generate_alert_report	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.ReportGenerator.generate_drift_report	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.ReportGenerator.generate_executive_report	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.ReportGenerator.generate_operational_report	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.ReportGenerator.generate_technical_report	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.ReportGenerator.generate_threshold_breach_report	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.reports.ReportTier	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.HealthScore	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.HealthScore.to_dict	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore	Checked	Reporting	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.clear	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.compute_health_score	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.get_alerts	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.get_drift_history	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.get_groups	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.get_latest	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.get_metric_names	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.get_metrics	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.get_sources	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.get_summary	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.get_threshold_history	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.get_time_range	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.ingest_alert	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.ingest_dataframe	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.ingest_drift_result	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.ingest_from_analyzer	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.ingest_from_detector	Checked	Reporting	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.reporting.store.MetricsStore.ingest_from_monitor	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.ingest_from_prioritizer	Checked	Reporting	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.reporting.store.MetricsStore.ingest_threshold_update	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.ingest_window_metrics	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.prune	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.register_model	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStore.to_dataframe	Checked	Reporting	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.reporting.store.MetricsStore.window_now	Checked	Reporting	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.MetricsStoreConfig	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.PrivacyLevel	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.StoredMetricRecord	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.validity.task_handlers.handle_validity_run	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.validity.task_handlers.main	Checked Preview	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_calibration_comparison	Checked	Top level	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.plot_calibration_disparity	Checked	Top level	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.plot_confidence_intervals	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_effect_sizes	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_fairness_metrics	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_fairness_report	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_group_calibration	Checked	Top level	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.plot_group_comparison	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_group_disparity_heatmap	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_metrics_radar	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_reliability_diagram	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.plot_tradeoff_curve	Checked	Top level	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.analyze_disparity	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.analyze_tradeoffs	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.calibrate	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.clear_cache	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.decompose_brier	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.evaluate_brier	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.evaluate_calibration	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.evaluate_calibration_improvement	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.evaluate_ece	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.evaluate_mce	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.fit_calibrator	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.full_analysis	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.get_calibration_curve	Checked	Post-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.get_calibration_result	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.get_data_summary	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.get_explanation	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.get_impossibility_diagnosis	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.get_recommendation	Checked	Post-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationReport	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationReport.summary	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationReport.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationReport.to_json	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.analyzer.CalibrationReport.to_svg	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.GroupCalibrationResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.group_calibrator.GroupCalibrationResult.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.GroupCalibrator	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.GroupCalibrator.evaluate	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.GroupCalibrator.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.GroupCalibrator.fit_transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.GroupCalibrator.get_calibration_result	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.group_calibrator.GroupCalibrator.get_group_calibrator	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.GroupCalibrator.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.IntersectionalCalibrator	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.IntersectionalCalibrator.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.IntersectionalCalibrator.fit_transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.IntersectionalCalibrator.get_calibrator_for_group	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.IntersectionalCalibrator.get_group_provenance	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.IntersectionalCalibrator.get_group_statistics	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.IntersectionalCalibrator.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.group_calibrator.IntersectionalProvenanceWarning	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.group_calibrator.UnknownGroupWarning	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.group_calibrator.UnmeasurableGroupWarning	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.group_calibrator.validate_borrowing_strategy	Checked	Post-processing mitigation	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.group_calibrator.validate_fallback_strategy	Checked	Post-processing mitigation	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.methods.BaseCalibrator	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.methods.BaseCalibrator.fit	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.methods.BaseCalibrator.fit_transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.BaseCalibrator.transform	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.methods.BetaCalibrator	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.BetaCalibrator.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.BetaCalibrator.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.CalibrationFitResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.methods.CalibrationFitResult.to_dict	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.methods.CalibrationMethod	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.methods.HistogramBinning	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.HistogramBinning.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.HistogramBinning.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.IsotonicCalibrator	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.IsotonicCalibrator.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.IsotonicCalibrator.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.PlattScaling	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.PlattScaling.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.PlattScaling.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.TemperatureScaling	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.TemperatureScaling.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.TemperatureScaling.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.methods.create_calibrator	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.metrics.BrierDecomposition	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.BrierDecomposition.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.CalibrationCurveResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.metrics.CalibrationCurveResult.to_dict	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.metrics.CalibrationDisparityResult	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.CalibrationDisparityResult.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.CalibrationMetricResult	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.CalibrationMetricResult.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.IntegratedCalibrationResult	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.IntegratedCalibrationResult.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.MulticalibrationResult	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.MulticalibrationResult.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.brier_score	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.brier_score_decomposition	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.metrics.calibration_curve	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.metrics.calibration_disparity	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.calibration_in_the_large	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.calibration_slope	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.cv_calibration_stability	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.ece_confidence_intervals	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.expected_calibration_error	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.group_calibration_metrics	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.metrics.integrated_calibration_index	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.integrated_calibration_index_with_ci	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.maximum_calibration_error	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.metrics.multicalibration	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.multicalibration_with_ci	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.metrics.per_group_brier_decomposition	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.metrics.sufficiency_test	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.CalibrationRecommendation	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.tradeoffs.CalibrationRecommendation.to_dict	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.tradeoffs.ParetoPoint	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.ParetoPoint.dominates	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.TradeoffAnalysisResult	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.TradeoffAnalysisResult.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.analyze_calibration_fairness_tradeoff	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.calibration_vs_error_parity	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.compute_pareto_frontier	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.impossibility_diagnostics	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.mitigation_pareto	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.tradeoffs.recommend_calibration_strategy	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.visualization.create_calibration_dashboard	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.visualization.plot_calibration_comparison	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.calibration.visualization.plot_calibration_disparity	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.visualization.plot_group_calibration	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.visualization.plot_pareto_frontier	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.visualization.plot_reliability_diagram	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.calibration.visualization.plot_tradeoff_curve	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.ranking.rerank.exposure_parity_rerank	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingAnalysisReport	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingAnalysisReport.summary	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingAnalysisReport.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingAnalyzer	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingAnalyzer.analyze_method	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingAnalyzer.compare_methods	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingAnalyzer.full_analysis	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingAnalyzer.get_explanation	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingImpactResult	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.analyzer.ReweightingImpactResult.to_dict	Checked	Post-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.reweighting.reweighter.BaseReweighter	Checked	Post-processing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.reweighting.reweighter.BaseReweighter.fit	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.reweighting.reweighter.BaseReweighter.fit_transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.BaseReweighter.predict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.BaseReweighter.transform	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.reweighting.reweighter.CalibratedEqualizer	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.CalibratedEqualizer.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.CalibratedEqualizer.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.DistributionMatcher	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.DistributionMatcher.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.DistributionMatcher.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.PredictionReweighter	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.PredictionReweighter.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.PredictionReweighter.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.RejectionOptionClassifier	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.RejectionOptionClassifier.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.RejectionOptionClassifier.predict	Checked	Post-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.reweighting.reweighter.RejectionOptionClassifier.transform	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.ReweightingMethod	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.reweighting.reweighter.ReweightingResult	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.ReweightingResult.summary	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.ReweightingResult.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.reweighting.reweighter.create_reweighter	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.FeasibleRegion	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalysisReport	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalysisReport.summary	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalysisReport.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.analyze_threshold	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.analyze_threshold_range	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.find_feasible_region	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.find_optimal_threshold	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.full_analysis	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.get_explanation	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.analyzer.ThresholdImpactResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.analyzer.ThresholdImpactResult.to_dict	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.constraints.ConstraintViolation	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.constraints.ConstraintViolation.to_dict	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.constraints.FairnessConstraintType	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.constraints.FeasibleThresholds	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.constraints.FeasibleThresholds.get	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.constraints.FeasibleThresholds.setdefault	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.constraints.compute_constraint_violation	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.constraints.find_feasible_thresholds	Checked	Post-processing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.BaseThresholdOptimizer	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.BaseThresholdOptimizer.fit	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.optimizer.BaseThresholdOptimizer.fit_predict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.BaseThresholdOptimizer.predict	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.optimizer.GroupThresholdOptimizer	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.GroupThresholdOptimizer.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.GroupThresholdOptimizer.predict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.MultiObjectiveThresholdOptimizer	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.MultiObjectiveThresholdOptimizer.fit	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.MultiObjectiveThresholdOptimizer.predict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.MultiObjectiveThresholdOptimizer.select_point	Checked	Post-processing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.optimizer.ThresholdConstraint	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.ThresholdOptimizer	Checked	Post-processing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.ThresholdOptimizer.fit	Checked	Post-processing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.post_processing.threshold_optimization.optimizer.ThresholdOptimizer.predict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.ThresholdResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.optimizer.ThresholdResult.summary	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.ThresholdResult.to_dict	Checked	Post-processing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.post_processing.threshold_optimization.optimizer.create_threshold_optimizer	Checked	Post-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.bias_detection.detector.BiasAuditReport	Checked	Bias detection	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.assessment_coverage	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.empty_is_not_a_measurement	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.execution_coverage	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.get_critical_count	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.get_high_risk_features	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.summary	Checked	Bias detection	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.to_dict	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.to_json	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.to_svg	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasAuditReport.unassessable_attributes	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasDetector	Checked	Bias detection	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasDetector.analyze_disparities	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasDetector.clear_cache	Checked	Bias detection	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.detector.BiasDetector.detect_historical_patterns	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasDetector.detect_representation_bias	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasDetector.full_audit	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasDetector.get_dataset_summary	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasDetector.get_explanation	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.detector.BiasDetector.identify_proxies	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.geographic_data.GeographicRiskAssessment	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.geographic_data.HOLCAreaInfo	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.geographic_data.HOLCGrade	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.geographic_data.assess_geographic_feature_risk	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.geographic_data.fetch_holc_data	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.geographic_data.get_available_holc_cities	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.geographic_data.get_holc_risk_level	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.geographic_data.get_svi_data_url	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.geographic_data.lookup_holc_grade_by_zip	Checked	Bias detection	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.bias_detection.geographic_data.parse_holc_grade	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.geographic_data.print_data_quality_notes	Checked	Bias detection	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.historical.HistoricalPatternResult	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.historical.HistoricalPatternResult.to_dict	Checked	Bias detection	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.historical.HistoricalRiskLevel	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.historical.attribute_historical_pattern	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.historical.check_geographic_redlining_risk	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.historical.detect_historical_patterns	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.historical.domain_historical_context	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.proxy.MultivariateProxyResult	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.proxy.MultivariateProxyResult.to_dict	Checked	Bias detection	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.proxy.MultivariateProxyResult.was_assessed	Checked	Bias detection	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.proxy.ProxyRiskLevel	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.proxy.ProxyType	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.proxy.ProxyVariableResult	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.proxy.ProxyVariableResult.to_dict	Checked	Bias detection	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.proxy.compute_proxy_correlations	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.proxy.find_proxy_chains	Checked	Bias detection	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.bias_detection.proxy.identify_proxy_variables	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.proxy.multivariate_proxy_leakage	Checked	Bias detection	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.bias_detection.representation.RepresentationBiasResult	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.representation.RepresentationBiasResult.to_dict	Checked	Bias detection	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.representation.RepresentationSeverity	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.representation.calculate_representation_ratio	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.representation.compare_to_benchmark	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.representation.detect_representation_bias	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.statistical.DisparityType	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.statistical.EffectSizeInterpretation	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.statistical.SignificanceLevel	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.statistical.StatisticalDisparityResult	Checked	Bias detection	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.statistical.StatisticalDisparityResult.to_dict	Checked	Bias detection	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.bias_detection.statistical.analyze_statistical_disparities	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.statistical.compute_effect_sizes	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.statistical.detect_specification_bias	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.statistical.detect_temporal_drift	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.bias_detection.statistical.run_disparity_tests	Checked	Bias detection	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureAnalysisReport	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureAnalysisReport.to_dict	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureAnalysisReport.to_json	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.analyze_proxies	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.compare_transformations	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.full_analysis	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.get_correlation_matrix	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.get_explanation	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.get_feature_correlation_matrix	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.get_feature_recommendations	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.get_transformation_report	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.analyzer.FeatureEngineeringAnalyzer.transform	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.analyzer.ProxyScreenFindings	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.CorrelationResult	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.CorrelationResult.to_dict	Checked	Preprocessing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.correlation.CorrelationType	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.FeatureCorrelationMatrix	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.FeatureCorrelationMatrix.get_high_correlations	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.FeatureCorrelationMatrix.to_dict	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.HighCorrelationResult	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.ProxyChainResult	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.ProxyChainResult.to_dict	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.ProxyRiskLevel	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.ProxyScreenResult	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.ProxyType	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.ProxyVariableResult	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.ProxyVariableResult.to_dict	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.analyze_intersectional_correlations	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.compute_feature_correlations	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.compute_pearson_correlation_matrix	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.correlation.find_proxy_chains	Checked	Preprocessing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.correlation.identify_proxy_variables	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.data_balancing.ADASYNResampler	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.data_balancing.CounterfactualAugmenter	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.data_balancing.CounterfactualAugmenter.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.data_balancing.CounterfactualAugmenter.get_resampled_data	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.data_balancing.CounterfactualAugmenter.transform	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.data_balancing.InversePropensityWeighter	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.data_balancing.PropensityScoreWeighter	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.data_balancing.SMOTEResampler	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.data_balancing.SyntheticResampler	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.data_balancing.SyntheticResampler.fit	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.data_balancing.SyntheticResampler.get_resampled_data	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.data_balancing.SyntheticResampler.transform	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.data_balancing.TomekResampler	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.data_balancing.counterfactual_augment	Checked	Preprocessing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.data_balancing.propensity_weights	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.significance.paired_metric_significance	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.BaseFeatureTransformer	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.BaseFeatureTransformer.fit	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.BaseFeatureTransformer.fit_transform	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.BaseFeatureTransformer.get_feature_names_out	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.BaseFeatureTransformer.transform	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.CorrelationReducer	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.CorrelationReducer.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.CorrelationReducer.transform	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.DisparateImpactRemover	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.transformers.DisparateImpactRemover.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.DisparateImpactRemover.transform	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.FairRepresentationTransformer	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.transformers.FairRepresentationTransformer.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.FairRepresentationTransformer.transform	Checked	Preprocessing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.transformers.FairnessObjective	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.FeatureImportanceResult	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.FeatureImportanceResult.to_dict	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.FeatureSuppressor	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.FeatureSuppressor.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.FeatureSuppressor.transform	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.IntersectionalTransformer	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.transformers.IntersectionalTransformer.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.IntersectionalTransformer.transform	Checked	Preprocessing mitigation	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.transformers.LabelMassager	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.transformers.LabelMassager.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.LabelMassager.get_massaged_labels	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.LabelMassager.transform	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.Resampler	Checked	Preprocessing mitigation	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.transformers.Resampler.fit	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.Resampler.get_resampled_data	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.Resampler.transform	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.ResidualTransformer	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.ResidualTransformer.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.ResidualTransformer.transform	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.ReweightingTransformer	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.ReweightingTransformer.fit	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.ReweightingTransformer.get_sample_weights	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.ReweightingTransformer.transform	Checked	Preprocessing mitigation	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.TransformationMethod	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.transformers.TransformationResult	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.TransformationResult.to_dict	Checked	Preprocessing mitigation	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.transformers.finite_or_nan	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.create_analysis_dashboard	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.plot_correlation_bars	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.plot_correlation_heatmap	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.plot_feature_correlation_matrix	Checked	Preprocessing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.feature_engineering.visualization.plot_feature_transformation_effect	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.plot_intersectional_heatmap	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.plot_proxy_chains	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.plot_proxy_risk_chart	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.plot_risk_distribution	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.feature_engineering.visualization.plot_transformation_comparison	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.protected_binning.PreparedProtected	Checked	Preprocessing mitigation	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preprocessing.protected_binning.prepare_protected_attributes	Checked	Preprocessing mitigation	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.preview_palette	Checked	Top level	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.rendering.adapters.bias_audit_to_svg	Checked	Report rendering	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.rendering.adapters.calibration_report_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters.cicd_pipeline_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters.fairness_report_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_calibration.calibration_disparity_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_calibration.group_calibration_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_calibration.pareto_frontier_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_calibration.reliability_diagram_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_discovery.auto_discovery_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_experimentation.causal_decomposition_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_experimentation.experiment_recommendation_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_experimentation.experiment_results_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_experimentation.power_analysis_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_fairness.confidence_intervals_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_fairness.disparity_heatmap_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_fairness.effect_sizes_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_fairness.group_comparison_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_fairness.metrics_bar_chart_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_fairness.radar_chart_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_fairness.report_assessability	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_feature_engineering.correlation_heatmap_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_feature_engineering.correlation_matrix_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_feature_engineering.intersectional_analysis_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_feature_engineering.intersectional_disparity_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_feature_engineering.proxy_risk_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_feature_engineering.transformation_comparison_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_monitoring.alert_timeline_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_monitoring.drift_report_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_monitoring.monitoring_dashboard_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_monitoring.temporal_analysis_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_post_processing.fairness_detailed_report_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_post_processing.reweighting_comparison_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_post_processing.threshold_optimization_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_ranking.ranking_fairness_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_regression.regression_fairness_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_reporting.reporting_dashboard_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_robustness.robustness_testing_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_training.method_comparison_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_training.tradeoff_analysis_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_training.training_analysis_report_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_training.training_report_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_validation.data_validation_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_workflow.hierarchical_gate_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_workflow.report_card_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.adapters_workflow.workflow_overview_to_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.engine.get_template_path	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.engine.list_templates	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.engine.raise_jinja2_missing	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.engine.render_svg	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.explain.ChartExplanation	Checked	Report rendering	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.rendering.explain.ChartExplanation.caption	Checked	Report rendering	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.explain.ChartExplanation.metadata	Checked	Report rendering	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.explain.ChartExplanation.paragraph	Checked	Report rendering	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.explain.build_explanation	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.explain.inject_accessibility	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.skins.apply_skin	Checked	Report rendering	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.rendering.skins.list_skins	Checked	Report rendering	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.result.TaskResult	Checked	Top level	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.result.TaskResult.to_dict	Checked	Top level	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.save_fairness_plots	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.status.CapabilityStatus	Checked	Top level	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.status.SurfaceStatus	Checked	Top level	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.status.SurfaceStatus.share	Checked	Top level	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.status.UnknownCapabilityError	Checked	Top level	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.status.require_checked	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.status.status	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.streaming.stream_group_counts	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.streaming.streaming_demographic_parity	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.streaming.streaming_selection_rates	Checked	Top level	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.validity.aggregate.aggregate_validity	Checked Preview	Validity axis	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.validity.groundedness.GoldUnsupportedWarning	Checked Preview	Validity axis	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.GroundednessJudge	Checked Preview	Validity axis	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.GroundednessJudge.judge_groundedness	Checked Preview	Validity axis	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.GroundednessResult	Checked Preview	Validity axis	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.GroundednessScorer	Checked Preview	Validity axis	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.validity.groundedness.GroundednessScorer.score	Checked Preview	Validity axis	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.validity.groundedness.ValidityScorerUnavailableWarning	Checked Preview	Validity axis	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.groundedness_scorer_status	Checked Preview	Validity axis	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.validity.judge.LlmGroundednessJudge	Checked Preview	Validity axis	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.validity.judge.LlmGroundednessJudge.judge_groundedness	Checked Preview	Validity axis	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.NDKLValue	Checked Preview	Vision	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.bias_amplification	Checked Preview	Vision	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.classify_face_demographics	Checked Preview	Vision	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.ndkl	Checked Preview	Vision	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.representation_severity	Checked Preview	Vision	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.skew	Checked Preview	Vision	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.decomposition.shap_fairness.lundberg_fairness_decomposition	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.decomposition.shap_fairness.proxy_score	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.diagnostics.adversarial.AdversarialProbeResult	Checked	Explainability (XAI)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.diagnostics.adversarial.multi_seed_adversarial_probe	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.diagnostics.adversarial.slack_adversarial_probe	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.diagnostics.faithfulness.local_r_squared	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.diagnostics.faithfulness.removal_curve_auc	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.diagnostics.stability.attribution_stability	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.anchors_adapter.AnchorsExplainer	Checked	Explainability (XAI)	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.explainers.anchors_adapter.AnchorsExplainer.explain_global	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.anchors_adapter.AnchorsExplainer.explain_local	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.anchors_adapter.AnchorsExplainer.supports	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.base.Explainer	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.explainers.base.Explainer.explain_global	Checked	Explainability (XAI)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.explainers.base.Explainer.explain_local	Checked	Explainability (XAI)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.explainers.base.Explainer.supports	Checked	Explainability (XAI)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.explainers.base.ExplainerCapabilities	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.explainers.base.prediction_fn_available	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.dice_adapter.DiceCounterfactualExplainer	Checked	Explainability (XAI)	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.explainers.dice_adapter.DiceCounterfactualExplainer.explain_global	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.dice_adapter.DiceCounterfactualExplainer.explain_local	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.dice_adapter.DiceCounterfactualExplainer.supports	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.ig_adapter.IntegratedGradientsExplainer	Checked	Explainability (XAI)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.ig_adapter.IntegratedGradientsExplainer.explain_global	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.ig_adapter.IntegratedGradientsExplainer.explain_local	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.ig_adapter.IntegratedGradientsExplainer.supports	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.ig_adapter.completeness_scale	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.lime_adapter.LimeExplainer	Checked	Explainability (XAI)	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.explainers.lime_adapter.LimeExplainer.explain_global	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.lime_adapter.LimeExplainer.explain_local	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.lime_adapter.LimeExplainer.supports	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.registry.available_methods	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.registry.get_explainer	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.router.RouteDecision	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.explainers.router.route_explainer	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.shap_adapter.KernelShapExplainer	Checked	Explainability (XAI)	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.explainers.shap_adapter.KernelShapExplainer.explain_global	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.shap_adapter.KernelShapExplainer.explain_local	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.shap_adapter.KernelShapExplainer.supports	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.shap_adapter.LinearShapExplainer	Checked	Explainability (XAI)	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.explainers.shap_adapter.LinearShapExplainer.explain_global	Checked	Explainability (XAI)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.explainers.shap_adapter.LinearShapExplainer.explain_local	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.shap_adapter.LinearShapExplainer.supports	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.shap_adapter.TreeShapExplainer	Checked	Explainability (XAI)	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.explainers.shap_adapter.TreeShapExplainer.explain_global	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.shap_adapter.TreeShapExplainer.explain_local	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.explainers.shap_adapter.TreeShapExplainer.supports	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.schemas.AdvisorAlternative	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.AdvisorWarning	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.Attribution	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.ConflictFlag	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.CounterfactualExplanation	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.CounterfactualExplanation.to_db_row	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.schemas.CounterfactualInstance	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.Explanation	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.Explanation.to_db_row	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.schemas.FairnessDecomposition	Checked	Explainability (XAI)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.schemas.FairnessDecomposition.assert_identity	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.schemas.FairnessDecomposition.to_db_row	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.schemas.Recommendation	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.ReconciledFinding	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.TrustPosture	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.ViewSection	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.XaiAssessment	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.XaiDiagnostics	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.sidecar_cli.main	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.storage.audit_artifact.build_audit_artifact_bundle	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.storage.supabase_writer.SupabaseWriter	Checked	Explainability (XAI)	class	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.storage.supabase_writer.SupabaseWriter.update_job_progress	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.storage.supabase_writer.SupabaseWriter.write_assessment	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.storage.supabase_writer.SupabaseWriter.write_audit_artifact	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.storage.supabase_writer.SupabaseWriter.write_explanations	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.storage.supabase_writer.SupabaseWriter.write_fairness_decomposition	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.storage.supabase_writer.SupabaseWriterError	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.worker.runner.WorkerConfig	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.worker.runner.WorkerLoop	Checked	Explainability (XAI)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.worker.runner.WorkerLoop.run	Checked	Explainability (XAI)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.xai.worker.runner.WorkerLoop.stop	Checked	Explainability (XAI)	method	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.worker.runner.main	Checked	Explainability (XAI)	function	refuses honestly when nothing is measurable, and a test fails if that regresses