Status of every capability

1558 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. 833 units.
• Fix pending graded and assessed, and a defect is still open. Do not rely on it in the beta. 67 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. 658 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 area

Area	Checked	Fix pending	Not checked	Total
Fairness metrics	152	0	92	244
Post-processing mitigation	126	11	52	189
In-processing mitigation	112	17	46	175
LLM fairness testing	81	4	60	145
Operations (other)	57	2	71	130
Preprocessing mitigation	51	15	35	101
Explainability (XAI)	36	0	45	81
CI/CD gates	34	1	42	77
Reporting	37	3	37	77
Monitoring	53	9	3	65
Bias detection	37	0	28	65
Agent fairness testing	29	0	32	61
Report rendering	1	0	56	57
Top level	9	0	30	39
MCP tools	7	5	11	23
Validity axis	4	0	7	11
Networking	3	0	6	9
Vision	4	0	2	6
Legal	0	0	3	3

Every unit

Code unit	Status	Area	Kind	What is established
vfairness._names.name_token_list	Not checked	Top level	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness._names.name_tokens	Not checked	Top level	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Top level	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
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	Not checked	Top level	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness._triage.is_measured	Not checked	Top level	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness._triage.measured_values	Not checked	Top level	function	executed, and on 2 world(s) where nothing was measurable (all_nan_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness._triage.unmeasurable_reason	Not checked	Top level	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Agent fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.agents.action_bias.ActionBiasAnalyzer.analyze_outcomes	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	Agent fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.agents.correspondence.CorrespondenceTester.create_paired_artifacts	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.agents.correspondence.CorrespondenceTester.four_fifths_rule	Not checked	Agent fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Agent fairness testing	method	executed, and on 7 world(s) where nothing was measurable (all_nan_scores, constant_scores, n_equals_2) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.agents.pipeline_tracker.PipelineTracker.identify_bias_source	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.agents.pipeline_tracker.PipelineTracker.record_stage	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Agent fairness testing	method	executed, and on 6 world(s) where nothing was measurable (constant_scores, n_equals_2, one_label_only) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.agents.rag_bias.RAGBiasAnalyzer.analyze_retrieval	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.agents.rag_bias.RAGBiasAnalyzer.full_analysis	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Agent fairness testing	method	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.agents.temporal.TemporalTracker.detect_drift	Checked	Agent fairness testing	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.agents.temporal.TemporalTracker.detect_drift_cusum	Not checked	Agent fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.agents.temporal.TemporalTracker.detect_drift_ewma	Not checked	Agent fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.agents.temporal.TemporalTracker.detect_feedback_loop	Not checked	Agent fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.agents.temporal.TemporalTracker.record_turn	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.agents.tool_bias.ToolBiasAuditor.compute_selection_disparity	Not checked	Agent fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Top level	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.branding.set_branding	Checked	Top level	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.create_calibration_dashboard	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.create_fairness_dashboard	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics._grouping.GroupManager	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
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.MetricDirection	Not checked	Fairness metrics	class	could not be constructed without a hand-built fixture
vfairness.evaluation.vfairness_metrics._metric_direction.ThresholdOutcome	Not checked	Fairness metrics	class	could not be constructed without a hand-built fixture
vfairness.evaluation.vfairness_metrics._metric_direction.check_threshold	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics._metric_direction.improvement_amount	Not checked	Fairness metrics	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.evaluation.vfairness_metrics._metric_direction.is_ratio_metric	Not checked	Fairness metrics	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.evaluation.vfairness_metrics._metric_direction.metric_direction	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics._metric_direction.relax_threshold	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics._statistics.IntervalType	Not checked	Fairness metrics	class	could not be constructed without a hand-built fixture
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	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics._statistics.StatisticalResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
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_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	Not checked	Fairness metrics	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.evaluation.vfairness_metrics._validation.coerce_to_array	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics._validation.validate_probabilities	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
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	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.compare_with_aequitas	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.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	refuses honestly when nothing is measurable, and a test fails if that regresses
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	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.enable_fair_explainer	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.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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.get_explanations	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.analyzer.FairnessAnalyzer.get_report	Not checked	Fairness metrics	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.analyzer.MetricResult	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.analyzer.MetricResult.to_dict	Not checked	Fairness metrics	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.attribution.AttributionResult.top	Not checked	Fairness metrics	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	could not be called without a hand-built fixture
vfairness.evaluation.vfairness_metrics.attribution.FeatureAttributionExplainer.global_importance	Not checked	Fairness metrics	method	could not be called without a hand-built fixture
vfairness.evaluation.vfairness_metrics.attribution.FeatureAttributionExplainer.shapley_matrix	Not checked	Fairness metrics	method	could not be called without a hand-built fixture
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	executed, and on 2 world(s) where nothing was measurable (all_nan_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.evaluation.vfairness_metrics.classification.get_group_metrics_with_ci	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.discovery.classify_column_roles	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.discovery.rank_fairness_issues	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.evaluation.vfairness_metrics.explainer.FairExplAIner.explain_effect_size	Not checked	Fairness metrics	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.evaluation.vfairness_metrics.explainer.FairExplAIner.explain_metric	Not checked	Fairness metrics	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.evaluation.vfairness_metrics.explainer.FairExplAIner.explain_report	Not checked	Fairness metrics	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.evaluation.vfairness_metrics.explainer.MetricExplanation	Checked	Fairness metrics	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.evaluation.vfairness_metrics.explainer.MetricExplanation.to_dict	Not checked	Fairness metrics	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.evaluation.vfairness_metrics.explainer.explain_fairness_report	Not checked	Fairness metrics	function	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.evaluation.vfairness_metrics.explainer.print_explanations	Checked	Fairness metrics	function	verified by running it; no test pins the behaviour, so a regression would be silent
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.explanation_diagnostics.removal_curve_auc	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.get_palettes	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.integrations.auto_log_fairness	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.integrations.create_fairness_callback	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.integrations.log_fairness_to_mlflow	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.integrations.log_fairness_to_wandb	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.intersectional.generate_structured_findings	Not checked	Fairness metrics	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.evaluation.vfairness_metrics.intersectional.get_group_rankings	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.plot_effect_sizes	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.plot_fairness_metrics	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.plot_fairness_report	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.plot_group_comparison	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.plot_group_disparity_heatmap	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.plot_metrics_radar	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.preview_palette	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	function	executed, and on 3 world(s) where nothing was measurable (all_nan_scores, empty, single_group) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.evaluation.vfairness_metrics.regression.get_group_metrics	Not checked	Fairness metrics	function	executed, and on 2 world(s) where nothing was measurable (all_nan_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.robustness.contingency_test	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.robustness.permutation_test_equal_opportunity	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.robustness.robust_fairness_comparison	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.save_fairness_plots	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.visualization.create_fairness_dashboard	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.visualization.get_available_styles	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.visualization.plot_confidence_intervals	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_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.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	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.visualization.plot_group_comparison	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_disparity_heatmap	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.visualization.plot_metrics_radar	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
vfairness.evaluation.vfairness_metrics.visualization.preview_palette	Not checked	Fairness metrics	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.evaluation.vfairness_metrics.visualization.save_fairness_plots	Not checked	Fairness metrics	function	called, but the call itself failed, so nothing was learned about it
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	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.explainer.ExplanationReport.to_dict	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.explainer.FairnessExplainer	Checked	Explainability (XAI)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.get_available_styles	Not checked	Top level	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.get_palettes	Not checked	Top level	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.compare_methods	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.evaluate_baseline	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.full_analysis	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.generate_recommendation	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.get_data_summary	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.analyzer.FairnessTrainingAnalyzer.get_explanation	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.analyzer.FairnessTrainingReport	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.analyzer.FairnessTrainingReport.summary	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.analyzer.FairnessTrainingReport.to_dict	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.analyzer.FairnessTrainingReport.to_json	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.analyzer.FairnessTrainingReport.to_svg	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.analyzer.MethodComparison	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.analyzer.MethodComparison.to_dict	Not checked	In-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	In-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.in_processing.analyzer.baseline_comparison_summary	Not checked	In-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
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	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.calibrators.group_calibrators.CalibrationAwareTrainer.fine_tune_calibration	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.in_processing.calibrators.group_calibrators.CalibrationAwareTrainer.train_step	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.in_processing.calibrators.group_calibrators.CalibrationMethodType	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
vfairness.in_processing.calibrators.group_calibrators.CalibrationState	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.in_processing.constraints.base.BoundedGroupLossConstraint.signed_constraint_value	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.in_processing.constraints.base.ConstraintViolation	Checked	In-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.constraints.reductions.EnsembleClassifier.predict	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.in_processing.constraints.reductions.EnsembleClassifier.predict_proba	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.in_processing.constraints.reductions.ExponentiatedGradient.predict_proba	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
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	Not checked	In-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.diagnostics.sklearn_adversarial_debiasing	Not checked	In-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.in_processing.loss_functions.adversarial.Adversary	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.in_processing.loss_functions.base.BaseFairnessLoss	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.end_epoch	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.forward	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.get_training_history	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.reset_history	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.loss_functions.base.BaseFairnessLoss.set_epoch	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
vfairness.in_processing.loss_functions.base.BaseLossType	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
vfairness.in_processing.loss_functions.base.FairnessMetricType	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
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	Not checked	In-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	In-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.in_processing.loss_functions.base.check_torch_available	Checked	In-processing mitigation	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.in_processing.loss_functions.base.compute_group_rates	Not checked	In-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.loss_functions.base.create_group_masks	Not checked	In-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.loss_functions.base.soft_rate_computation	Not checked	In-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
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	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.in_processing.regularizers.fairness_regularizers.BaseRegularizer.forward	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.regularizers.fairness_regularizers.BaseRegularizer.get_history	Not checked	In-processing mitigation	method	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.in_processing.regularizers.fairness_regularizers.BaseRegularizer.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.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	Not checked	In-processing mitigation	method	could not be called without a hand-built fixture
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	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	In-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.in_processing.regularizers.fairness_regularizers.RegularizerType	Not checked	In-processing mitigation	class	could not be constructed without a hand-built fixture
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	Not checked	In-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.in_processing.regularizers.fairness_regularizers.check_torch_available	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.create_regularizer	Not checked	In-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	In-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Not checked	Legal	function	called, but the call itself failed, so nothing was learned about it
vfairness.legal.admissibility.map_domain_to_use_case	Not checked	Legal	function	called, but the call itself failed, so nothing was learned about it
vfairness.legal.admissibility.map_jurisdiction	Not checked	Legal	function	called, but the call itself failed, so nothing was learned about it
vfairness.llm._base.RunMetadata	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm._base.RunMetadata.to_dict	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm._base.SerializableMixin	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm._base.SerializableMixin.to_dict	Not checked	LLM fairness testing	method	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.llm._base.SerializableMixin.to_json	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.api_proxy.LLMApiProxy	Not checked	LLM fairness testing	class	could not be constructed without a hand-built fixture
vfairness.llm.api_proxy.LLMApiProxy.send_batch	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.api_proxy.LLMApiProxy.send_prompt	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.api_proxy.LLMApiProxy.test_connection	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
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	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.benchmarks.BenchmarkRunner.run_bold	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.benchmarks.BenchmarkRunner.run_holistic_bias	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.benchmarks.benchmark_provenance	Not checked	LLM fairness testing	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.cot_faithfulness.CoTFaithfulnessAnalyzer.analyze_pair	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.cot_faithfulness.CoTFaithfulnessAnalyzer.default_cue_terms	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.cot_faithfulness.CoTFaithfulnessResult	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.cot_faithfulness.FaithfulnessReport	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.counterfactual.CounterfactualTester.generate_swaps	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.counterfactual.CounterfactualTester.run_test	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.decodingtrust.DecodingTrustRunner.run_adversarial_robustness	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.decodingtrust.DecodingTrustRunner.run_all	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.decodingtrust.DecodingTrustRunner.run_fairness	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.decodingtrust.DecodingTrustRunner.run_machine_ethics	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.decodingtrust.DecodingTrustRunner.run_ood_robustness	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.decodingtrust.DecodingTrustRunner.run_privacy	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.decodingtrust.DecodingTrustRunner.run_stereotype_bias	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.decodingtrust.DecodingTrustRunner.run_toxicity	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.embedding_bias.EmbeddingBiasDetector.weat	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.embedding_bias.WEATResult	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.embedding_bias.WEATResult.to_dict	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.intersectional.IntersectionalGroup	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.intersectional.IntersectionalGroup.from_attributes	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.intersectional.IntersectionalResult	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.model_identity.IdentityComparison	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.model_identity.ModelIdentity	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.model_identity.clean_model_name	Checked	LLM fairness testing	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm.model_identity.compare_model_identity	Not checked	LLM fairness testing	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.model_identity.describe_model_identity	Not checked	LLM fairness testing	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.model_identity.identity_from_run	Not checked	LLM fairness testing	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.compute_noise_offset	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.equivalence_test	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.is_significant_after_offset	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.nondeterminism.NonDeterminismAnalyzer.required_runs	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.llm.output_analysis.OutputAnalyzer.analyze_framing	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_helpfulness	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_information_quality	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_length	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_llm_judge	Checked	LLM fairness testing	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm.output_analysis.OutputAnalyzer.analyze_refusal_rate	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_regard	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_representation	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_semantic_quality	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_sentiment	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_stereotype	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.output_analysis.OutputAnalyzer.analyze_toxicity	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.paired.mcnemar_paired_test	Not checked	LLM fairness testing	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.paired.sign_flip_paired_test	Not checked	LLM fairness testing	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.paired.usable_binary_pairs	Not checked	LLM fairness testing	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.paired.usable_numeric_pairs	Not checked	LLM fairness testing	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.llm.scorers.ContextualStereotypeScorer	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.ContextualStereotypeScorer.score	Fix pending	LLM fairness testing	method	proved to report, or to claim, something nobody measured
vfairness.llm.scorers.ContextualStereotypeScorer.score_batch	Checked	LLM fairness testing	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm.scorers.FramingScorer	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.scorers.FramingScorer.score	Fix pending	LLM fairness testing	method	proved to report, or to claim, something nobody measured
vfairness.llm.scorers.FramingScorer.score_batch	Checked	LLM fairness testing	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm.scorers.HelpfulnessScorer	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.llm.scorers.KeywordSentimentScorer	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	LLM fairness testing	class	could not be constructed without a hand-built fixture
vfairness.llm.scorers.LLMJudgeScorer.score	Fix pending	LLM fairness testing	method	proved to report, or to claim, something nobody measured
vfairness.llm.scorers.LLMJudgeScorer.score_batch	Fix pending	LLM fairness testing	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	LLM fairness testing	class	could not be constructed without a hand-built fixture
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.mentions_any_term	Checked	LLM fairness testing	function	returns no fairness number and no verdict, so it cannot fabricate one
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.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	Not checked	LLM fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	LLM fairness testing	method	could not be called without a hand-built fixture
vfairness.llm.text_fairness.TextFairnessResult	Checked	LLM fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.llm.text_fairness.TextFairnessResult.to_dict	Not checked	LLM fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.mcp.server.analyze_intersectional	Not checked	MCP tools	function	called, but the call itself failed, so nothing was learned about it
vfairness.mcp.server.audit_agent	Not checked	MCP tools	function	called, but the call itself failed, so nothing was learned about it
vfairness.mcp.server.detect_proxies	Not checked	MCP tools	function	called, but the call itself failed, so nothing was learned about it
vfairness.mcp.server.explain_decision	Not checked	MCP tools	function	called, but the call itself failed, so nothing was learned about it
vfairness.mcp.server.explain_in_plain_language	Not checked	MCP tools	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.mcp.server.fairness_triage	Not checked	MCP tools	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.mcp.server.glossary	Not checked	MCP tools	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.mcp.server.legal_framing	Not checked	MCP tools	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.mcp.server.main	Checked	MCP tools	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.mcp.server.measure_fairness	Not checked	MCP tools	function	called, but the call itself failed, so nothing was learned about it
vfairness.mcp.server.suggest_mitigation	Not checked	MCP tools	function	called, but the call itself failed, so nothing was learned about it
vfairness.mcp.server.triage_dataset	Not checked	MCP tools	function	called, but the call itself failed, so nothing was learned about it
vfairness.mcp.tools.analyze_intersectional	Checked	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.audit_agent	Checked	MCP tools	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.mcp.tools.detect_proxies	Fix pending	MCP tools	function	proved to report, or to claim, something nobody measured
vfairness.mcp.tools.explain_decision	Fix pending	MCP tools	function	proved to report, or to claim, something nobody measured
vfairness.mcp.tools.glossary_markdown	Checked	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.tools.jsonify	Fix pending	MCP tools	function	proved to report, or to claim, something nobody measured
vfairness.mcp.tools.jurisdictions_markdown	Checked	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.tools.load_dataframe	Checked	MCP tools	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.mcp.tools.measure_fairness	Checked	MCP tools	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.mcp.tools.suggest_mitigation	Fix pending	MCP tools	function	proved to report, or to claim, something nobody measured
vfairness.mcp.tools.triage_dataset	Fix pending	MCP tools	function	proved to report, or to claim, something nobody measured
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	Not checked	Agent fairness testing	method	could not be called without a hand-built fixture
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	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Agent fairness testing	method	could not be called without a hand-built fixture
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	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.multi_agent.emergent.EmergentBiasResult	Checked	Agent fairness testing	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.multi_agent.groupthink.GroupthinkDetector.detect_coalitions	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.multi_agent.harness.MultiAgentRunHarness.as_compositionality_input	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.multi_agent.harness.MultiAgentRunHarness.as_delegation_inputs	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.multi_agent.harness.MultiAgentRunHarness.as_emergent_inputs	Not checked	Agent fairness testing	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.multi_agent.harness.MultiAgentRunHarness.as_negotiation_inputs	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
vfairness.multi_agent.harness.MultiAgentRunHarness.record_routing	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.record_sample	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Agent fairness testing	method	called, but the call itself failed, so nothing was learned about it
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	Networking	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.net.egress.GuardedSession.close	Checked	Networking	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.net.egress.GuardedSession.get_adapter	Not checked	Networking	method	called, but the call itself failed, so nothing was learned about it
vfairness.net.egress.PinnedIPAdapter	Not checked	Networking	class	could not be constructed without a hand-built fixture
vfairness.net.egress.PinnedIPAdapter.init_poolmanager	Not checked	Networking	method	could not be called without a hand-built fixture
vfairness.net.egress.PinnedIPAdapter.send	Not checked	Networking	method	could not be called without a hand-built fixture
vfairness.net.egress.SSRFError	Checked	Networking	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.net.egress.guarded_post	Not checked	Networking	function	called, but the call itself failed, so nothing was learned about it
vfairness.net.egress.validate_endpoint	Not checked	Networking	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.causal.attribute.AttributionResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.attribute.AttributionResult.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.causal.attribute.NodeContribution	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.attribute.attribute_distribution_change	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.counterfactual.CounterfactualResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.counterfactual.CounterfactualResult.to_dict	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.counterfactual.compute_counterfactual	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.graph.CausalFairnessGraph	Checked	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	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.causal.graph.CausalFairnessGraph.add_variable	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.graph.CausalFairnessGraph.discrimination_paths	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.graph.CausalFairnessGraph.has_direct_discrimination	Checked	Operations (other)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.causal.graph.CausalFairnessGraph.not_assessable	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.graph.CausalFairnessGraph.outcome_nodes	Not checked	Operations (other)	method	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.operations.causal.graph.CausalFairnessGraph.protected_nodes	Not checked	Operations (other)	method	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.operations.causal.graph.CausalFairnessGraph.summary	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.graph.CausalFairnessGraph.to_gml	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.graph.DiscriminationPath	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.graph.DiscriminationPath.to_dict	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.identify.IdentificationResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.identify.IdentificationResult.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.causal.identify.PathIdentification	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.identify.identify_paths	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.causal.mediate.MediationDecomposition	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.mediate.MediationResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.mediate.MediationResult.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.causal.mediate.decompose_mediation	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.causal.refute.RefutationOutcome	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.refute.RefutationResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.causal.refute.RefutationResult.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.causal.refute.run_refutation_suite	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.task_handlers.handle_attribute	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.task_handlers.handle_counterfactual	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.task_handlers.handle_identify	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.task_handlers.handle_mediate	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.task_handlers.handle_refute	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.causal.task_handlers.load_dataset_from_payload	Checked	Operations (other)	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.causal.task_handlers.main	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.gate.FairnessReportCard.to_github_comment_payload	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.gate.FairnessReportCard.to_markdown	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	CI/CD gates	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.gate.GateDecision.to_markdown_report	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.gate.GateStatus	Not checked	CI/CD gates	class	could not be constructed without a hand-built fixture
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	Not checked	CI/CD gates	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.cicd.gate.IntersectionalGateDecision	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.cicd.gate.IntersectionalGateDecision.to_dict	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.gate.IntersectionalGateDecision.to_markdown_report	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	CI/CD gates	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.gate.ModelFairnessGate.evaluate	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.gate.ModelFairnessGate.evaluate_from_metrics	Not checked	CI/CD gates	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.cicd.gate.ModelFairnessGate.evaluate_hierarchical	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.gate.ModelFairnessGate.get_explanation	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	CI/CD gates	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.cicd.monitor.AlertSeverity	Not checked	CI/CD gates	class	could not be constructed without a hand-built fixture
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	Fix pending	CI/CD gates	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	CI/CD gates	class	could not be constructed without a hand-built fixture
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	CI/CD gates	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
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	Not checked	CI/CD gates	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.quality_report.build_quality_report	Not checked	CI/CD gates	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.cicd.task_handlers.handle_data_validation	Not checked	CI/CD gates	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.cicd.task_handlers.main	Not checked	CI/CD gates	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.testing.FairnessAssertionError	Checked	CI/CD gates	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	CI/CD gates	method	could not be called without a hand-built fixture
vfairness.operations.cicd.testing.FairnessTestSuite.test_model	Not checked	CI/CD gates	method	could not be called without a hand-built fixture
vfairness.operations.cicd.testing.FairnessTestSuite.test_predictions	Not checked	CI/CD gates	method	could not be called without a hand-built fixture
vfairness.operations.cicd.testing.FairnessTestSuite.to_junit_xml	Not checked	CI/CD gates	method	could not be called without a hand-built fixture
vfairness.operations.cicd.testing.TestStatus	Not checked	CI/CD gates	class	could not be constructed without a hand-built fixture
vfairness.operations.cicd.testing.assert_fairness	Not checked	CI/CD gates	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.testing.fairness_test	Not checked	CI/CD gates	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.cicd.testing.parametrize_fairness	Not checked	CI/CD gates	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.validator.DataBiasValidator.validate	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.validator.DataBiasValidator.validate_batch	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	CI/CD gates	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	CI/CD gates	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.cicd.validator.DataValidationResult.to_dict	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.validator.DataValidationResult.to_junit_xml	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	CI/CD gates	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.cicd.validator.ValidationSeverity	Not checked	CI/CD gates	class	could not be constructed without a hand-built fixture
vfairness.operations.experimentation.analysis.CausalDecomposition	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.CausalDecomposition.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ExperimentAnalysis	Checked	Operations (other)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.analysis.ExperimentAnalysis.compute_pareto_frontier	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ExperimentAnalysis.decision_recommendation	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ExperimentAnalysis.heterogeneous_treatment_effects	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ExperimentAnalysis.mediation_analysis	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ExperimentAnalysis.spillover_detection	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ExperimentAnalysis.temporal_stability_check	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ExperimentAnalysis.to_report_sections	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ExperimentRecommendation	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.ExperimentRecommendation.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.analysis.ParetoPoint	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.ParetoPoint.to_dict	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.experimentation.analysis.RecommendationDecision	Not checked	Operations (other)	class	could not be constructed without a hand-built fixture
vfairness.operations.experimentation.analysis.TemporalStabilityResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.analysis.TemporalStabilityResult.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.experiment.DesignType	Not checked	Operations (other)	class	could not be constructed without a hand-built fixture
vfairness.operations.experimentation.experiment.ExperimentConfig	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.ExperimentResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.ExperimentResult.save	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.experiment.ExperimentResult.to_dataframe	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.experiment.ExperimentResult.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.experiment.FairnessExperiment	Checked	Operations (other)	class	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.experiment.FairnessExperiment.calculate_intersectional_power	Not checked	Operations (other)	method	could not be called without a hand-built fixture
vfairness.operations.experimentation.experiment.FairnessExperiment.detect_heterogeneous_effects	Not checked	Operations (other)	method	could not be called without a hand-built fixture
vfairness.operations.experimentation.experiment.FairnessExperiment.get_summary	Not checked	Operations (other)	method	could not be called without a hand-built fixture
vfairness.operations.experimentation.experiment.FairnessExperiment.run_full_analysis	Not checked	Operations (other)	method	could not be called without a hand-built fixture
vfairness.operations.experimentation.experiment.FairnessExperiment.to_dataframe	Not checked	Operations (other)	method	could not be called without a hand-built fixture
vfairness.operations.experimentation.experiment.IntersectionEffect	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.experiment.IntersectionEffect.to_dict	Not checked	Operations (other)	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.experiment.assign_clusters	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.experiment.create_factorial_design	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.experimentation.power.FairnessPowerAnalyzer	Checked	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	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	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	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	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	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	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.FairnessPowerAnalyzer.sequential_test	Checked	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.PowerConfig	Not checked	Operations (other)	class	could not be constructed without a hand-built fixture
vfairness.operations.experimentation.power.PowerResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.power.PowerResult.to_dict	Checked	Operations (other)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.experimentation.power.SPRTDecision	Not checked	Operations (other)	class	could not be constructed without a hand-built fixture
vfairness.operations.experimentation.power.SamplingPlan	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.power.SamplingPlan.to_dataframe	Checked	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.SamplingPlan.to_dict	Checked	Operations (other)	method	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.experimentation.power.SequentialTestResult	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.experimentation.power.SequentialTestResult.to_dict	Checked	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	returns no fairness number and no verdict, so it cannot fabricate one
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	Fix pending	Monitoring	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
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	verified by running it; no test pins the behaviour, so a regression would be silent
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	Fix pending	Monitoring	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	Monitoring	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.monitoring.sequential.page_hinkley	Not checked	Monitoring	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.monitoring.sequential.sequential_fairness_drift	Not checked	Monitoring	function	called, but the call itself failed, so nothing was learned about it
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	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.monitoring.tracker.FairnessMonitor.compute_disparate_impact	Checked	Monitoring	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.operations.monitoring.tracker.FairnessMonitor.compute_equal_opportunity	Fix pending	Monitoring	method	proved to report, or to claim, something nobody measured
vfairness.operations.monitoring.tracker.FairnessMonitor.compute_equalized_odds	Fix pending	Monitoring	method	proved to report, or to claim, something nobody measured
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	Fix pending	Monitoring	method	proved to report, or to claim, something nobody measured
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	Fix pending	Monitoring	method	proved to report, or to claim, something nobody measured
vfairness.operations.monitoring.tracker.FairnessMonitorConfig	Checked	Monitoring	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Fix pending	Monitoring	method	proved to report, or to claim, something nobody measured
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	Fix pending	Monitoring	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.monitoring.tracker.WindowMetrics	Checked	Monitoring	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Fix pending	Monitoring	function	proved to report, or to claim, something nobody measured
vfairness.operations.pulse.agent_probe.agent_probe_pulse	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.causal_skeleton.CausalSkeleton	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.causal_skeleton.CausalSkeleton.to_dict	Not checked	Operations (other)	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.causal_skeleton.build_causal_skeleton	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.causal_skeleton.domain_dag_template	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.llm_probe.apply_bh	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.pulse.llm_probe.correct_families	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.pulse.llm_probe.llm_probe_pulse	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.orchestrator.build_legal_framework_block	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.pulse.orchestrator.build_scope_block	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.orchestrator.run_pulse	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.pipeline.PulsePipelineInputs	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.pipeline.run_pulse_pipeline	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.pulse.recommend.recommend_fairness_definition	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.pulse.recommend.recommend_interventions	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.regulatory.attach_lightweight_regulatory	Fix pending	Operations (other)	function	proved to report, or to claim, something nobody measured
vfairness.operations.pulse.regulatory.base_rates_differ	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_art10	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_ll144	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_recheck	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_reference_groups	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_regulatory_exports	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.build_targets	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.clamp_target_ratio	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.empty_exports	Fix pending	Operations (other)	function	proved to report, or to claim, something nobody measured
vfairness.operations.pulse.regulatory.historical_context	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.iso24027_crosswalk	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.regulatory.legal_admissibility	Checked	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	Operations (other)	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.regulatory.parse_pulse_options	Checked	Operations (other)	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.regulatory.sanitize_suite	Checked	Operations (other)	function	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.regulatory.uncovered_admissibility	Checked	Operations (other)	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.operations.pulse.scoring.score_model_over_frame	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.task_handlers.handle_pulse_run	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.task_handlers.main	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.pulse.traces.MalformedTraceExportWarning	Checked	Operations (other)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.pulse.traces.ingest_and_run_pulse	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.pulse.traces.maybe_flatten_spans	Checked	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	Not checked	Operations (other)	function	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.operations.pulse.vision_probe.vision_probe_pulse	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.compliance.AdverseActionReasons	Not checked	Reporting	class	constructed on healthy and degenerate input; it derives a number and that has not been judged yet
vfairness.operations.reporting.compliance.build_assurance_verdict	Not checked	Reporting	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.compliance.compute_adverse_action_reasons	Not checked	Reporting	function	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.compliance.compute_signed_test_log	Not checked	Reporting	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Reporting	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_disparity_comparison	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_drift_timeline	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_executive_view	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_health_score_gauge	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_intersectional_heatmap	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_operational_view	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_subgroup_sunburst	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_technical_view	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.create_trend_analysis	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.get_explanation	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.FairnessDashboard.to_html	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.dashboard.TimeWindow	Not checked	Reporting	class	could not be constructed without a hand-built fixture
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	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.interactive.InteractiveDashboard.get_capabilities	Not checked	Reporting	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.reporting.interactive.InteractiveDashboard.run	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.interactive.InteractiveDashboard.save_html	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.interactive.InteractiveDashboard.simulate_threshold_change	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.interactive.InteractiveDashboard.to_standalone_html	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.interactive.simulate_threshold_change	Not checked	Reporting	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.GeneratedReport.to_dict	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.OutputFormat	Not checked	Reporting	class	could not be constructed without a hand-built fixture
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	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.ReportGenerator.generate_alert_report	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.ReportGenerator.generate_drift_report	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.ReportGenerator.generate_executive_report	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.ReportGenerator.generate_operational_report	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.ReportGenerator.generate_technical_report	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.ReportGenerator.generate_threshold_breach_report	Not checked	Reporting	method	called, but the call itself failed, so nothing was learned about it
vfairness.operations.reporting.reports.ReportTier	Not checked	Reporting	class	could not be constructed without a hand-built fixture
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	Fix pending	Reporting	method	proved to report, or to claim, something nobody measured
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	Fix pending	Reporting	method	proved to report, or to claim, something nobody measured
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	Fix pending	Reporting	method	proved to report, or to claim, something nobody measured
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.MetricsStoreConfig	Checked	Reporting	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.operations.reporting.store.PrivacyLevel	Not checked	Reporting	class	could not be constructed without a hand-built fixture
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	Not checked	Operations (other)	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.operations.validity.task_handlers.main	Not checked	Operations (other)	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_calibration_comparison	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_calibration_disparity	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_confidence_intervals	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_effect_sizes	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_fairness_metrics	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_fairness_report	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_group_calibration	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_group_comparison	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_group_disparity_heatmap	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_metrics_radar	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_reliability_diagram	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.plot_tradeoff_curve	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.post_processing.calibration.analyzer.CalibrationAnalyzer.get_impossibility_diagnosis	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	Post-processing mitigation	class	could not be constructed without a hand-built fixture
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	Not checked	Post-processing mitigation	class	could not be constructed without a hand-built fixture
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.metrics.BrierDecomposition.to_dict	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.metrics.CalibrationDisparityResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.metrics.CalibrationDisparityResult.to_dict	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.metrics.CalibrationMetricResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.metrics.CalibrationMetricResult.to_dict	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.metrics.IntegratedCalibrationResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.metrics.IntegratedCalibrationResult.to_dict	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.metrics.MulticalibrationResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.metrics.MulticalibrationResult.to_dict	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Post-processing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.metrics.ece_confidence_intervals	Not checked	Post-processing mitigation	function	executed, and on 1 world(s) where nothing was measurable (empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
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	Not checked	Post-processing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.metrics.sufficiency_test	Not checked	Post-processing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.tradeoffs.ParetoPoint	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.tradeoffs.ParetoPoint.dominates	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.tradeoffs.TradeoffAnalysisResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.calibration.tradeoffs.TradeoffAnalysisResult.to_dict	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.tradeoffs.analyze_calibration_fairness_tradeoff	Not checked	Post-processing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.tradeoffs.calibration_vs_error_parity	Not checked	Post-processing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.tradeoffs.compute_pareto_frontier	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.tradeoffs.impossibility_diagnostics	Not checked	Post-processing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.tradeoffs.mitigation_pareto	Not checked	Post-processing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.tradeoffs.recommend_calibration_strategy	Not checked	Post-processing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.calibration.visualization.create_calibration_dashboard	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.visualization.plot_calibration_comparison	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.visualization.plot_calibration_disparity	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.visualization.plot_group_calibration	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.visualization.plot_pareto_frontier	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.visualization.plot_reliability_diagram	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.calibration.visualization.plot_tradeoff_curve	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.ranking.rerank.exposure_parity_rerank	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.reweighting.analyzer.ReweightingAnalysisReport	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.reweighting.analyzer.ReweightingAnalysisReport.summary	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.reweighting.analyzer.ReweightingAnalysisReport.to_dict	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.reweighting.analyzer.ReweightingAnalyzer.compare_methods	Not checked	Post-processing mitigation	method	executed, and on 1 world(s) where nothing was measurable (empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.post_processing.reweighting.analyzer.ReweightingAnalyzer.full_analysis	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.reweighting.analyzer.ReweightingAnalyzer.get_explanation	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.reweighting.analyzer.ReweightingImpactResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.reweighting.analyzer.ReweightingImpactResult.to_dict	Not checked	Post-processing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.post_processing.reweighting.reweighter.BaseReweighter	Not checked	Post-processing mitigation	class	could not be constructed without a hand-built fixture
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.post_processing.reweighting.reweighter.CalibratedEqualizer.transform	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.post_processing.reweighting.reweighter.ReweightingMethod	Not checked	Post-processing mitigation	class	could not be constructed without a hand-built fixture
vfairness.post_processing.reweighting.reweighter.ReweightingResult	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	Post-processing mitigation	class	could not be constructed without a hand-built fixture
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	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalysisReport.to_dict	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.analyze_threshold_range	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.find_feasible_region	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.find_optimal_threshold	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.full_analysis	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.threshold_optimization.analyzer.ThresholdAnalyzer.get_explanation	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Post-processing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.post_processing.threshold_optimization.constraints.FairnessConstraintType	Not checked	Post-processing mitigation	class	could not be constructed without a hand-built fixture
vfairness.post_processing.threshold_optimization.constraints.FeasibleThresholds	Checked	Post-processing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.post_processing.threshold_optimization.constraints.compute_constraint_violation	Not checked	Post-processing mitigation	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Post-processing mitigation	class	could not be constructed without a hand-built fixture
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Post-processing mitigation	method	proved to report, or to claim, something nobody measured
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	returns no fairness number and no verdict, so it cannot fabricate one
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	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	Bias detection	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Bias detection	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.bias_detection.geographic_data.assess_geographic_feature_risk	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.geographic_data.fetch_holc_data	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.get_available_holc_cities	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.geographic_data.get_holc_risk_level	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.geographic_data.get_svi_data_url	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.geographic_data.print_data_quality_notes	Checked	Bias detection	function	verified by running it; no test pins the behaviour, so a regression would be silent
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	Not checked	Bias detection	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.bias_detection.historical.HistoricalRiskLevel	Not checked	Bias detection	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.bias_detection.historical.attribute_historical_pattern	Checked	Bias detection	function	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.preprocessing.bias_detection.historical.check_geographic_redlining_risk	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	verified by running it; no test pins the behaviour, so a regression would be silent
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	Not checked	Bias detection	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.proxy.MultivariateProxyResult.was_assessed	Not checked	Bias detection	method	executed, and on 8 world(s) where nothing was measurable (all_nan_scores, constant_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.preprocessing.bias_detection.proxy.ProxyRiskLevel	Not checked	Bias detection	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.bias_detection.proxy.ProxyType	Not checked	Bias detection	class	could not be constructed without a hand-built fixture
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	Not checked	Bias detection	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.bias_detection.proxy.compute_proxy_correlations	Not checked	Bias detection	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Bias detection	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.bias_detection.representation.RepresentationSeverity	Not checked	Bias detection	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.bias_detection.representation.calculate_representation_ratio	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.representation.compare_to_benchmark	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
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	Not checked	Bias detection	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.bias_detection.statistical.EffectSizeInterpretation	Not checked	Bias detection	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.bias_detection.statistical.SignificanceLevel	Not checked	Bias detection	class	could not be constructed without a hand-built fixture
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	Not checked	Bias detection	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.statistical.detect_specification_bias	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.statistical.detect_temporal_drift	Not checked	Bias detection	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.bias_detection.statistical.run_disparity_tests	Not checked	Bias detection	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.analyzer.FeatureAnalysisReport	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
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	Not checked	Preprocessing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.correlation.CorrelationType	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
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	Not checked	Preprocessing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.correlation.FeatureCorrelationMatrix.to_dict	Not checked	Preprocessing mitigation	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.feature_engineering.correlation.ProxyChainResult	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.feature_engineering.correlation.ProxyChainResult.to_dict	Not checked	Preprocessing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.correlation.ProxyRiskLevel	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.feature_engineering.correlation.ProxyScreenResult	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.feature_engineering.correlation.ProxyType	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
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	Not checked	Preprocessing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.correlation.analyze_intersectional_correlations	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Preprocessing mitigation	function	executed, and on 1 world(s) where nothing was measurable (empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
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	Not checked	Preprocessing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.data_balancing.CounterfactualAugmenter.get_resampled_data	Not checked	Preprocessing mitigation	method	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.data_balancing.CounterfactualAugmenter.transform	Not checked	Preprocessing mitigation	method	called, but the call itself failed, so nothing was learned about it
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	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.feature_engineering.data_balancing.SyntheticResampler.fit	Not checked	Preprocessing mitigation	method	could not be called without a hand-built fixture
vfairness.preprocessing.feature_engineering.data_balancing.SyntheticResampler.get_resampled_data	Not checked	Preprocessing mitigation	method	could not be called without a hand-built fixture
vfairness.preprocessing.feature_engineering.data_balancing.SyntheticResampler.transform	Not checked	Preprocessing mitigation	method	could not be called without a hand-built fixture
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	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.significance.paired_metric_significance	Not checked	Preprocessing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.feature_engineering.transformers.BaseFeatureTransformer	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.preprocessing.feature_engineering.transformers.CorrelationReducer.transform	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.preprocessing.feature_engineering.transformers.DisparateImpactRemover.transform	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.preprocessing.feature_engineering.transformers.FeatureSuppressor.transform	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.preprocessing.feature_engineering.transformers.LabelMassager.get_massaged_labels	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.preprocessing.feature_engineering.transformers.ResidualTransformer.transform	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
vfairness.preprocessing.feature_engineering.transformers.ReweightingTransformer.get_sample_weights	Fix pending	Preprocessing mitigation	method	proved to report, or to claim, something nobody measured
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	Not checked	Preprocessing mitigation	class	could not be constructed without a hand-built fixture
vfairness.preprocessing.feature_engineering.transformers.TransformationResult	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
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.visualization.create_analysis_dashboard	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.visualization.plot_correlation_bars	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.visualization.plot_correlation_heatmap	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.visualization.plot_feature_correlation_matrix	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.visualization.plot_feature_transformation_effect	Not checked	Preprocessing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.feature_engineering.visualization.plot_intersectional_heatmap	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_proxy_chains	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.visualization.plot_proxy_risk_chart	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.visualization.plot_risk_distribution	Not checked	Preprocessing mitigation	function	called, but the call itself failed, so nothing was learned about it
vfairness.preprocessing.feature_engineering.visualization.plot_transformation_comparison	Not checked	Preprocessing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preprocessing.protected_binning.PreparedProtected	Checked	Preprocessing mitigation	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.preprocessing.protected_binning.prepare_protected_attributes	Not checked	Preprocessing mitigation	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.preview_palette	Not checked	Top level	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters.bias_audit_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters.calibration_report_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters.cicd_pipeline_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters.fairness_report_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_calibration.calibration_disparity_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_calibration.group_calibration_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_calibration.pareto_frontier_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_calibration.reliability_diagram_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_discovery.auto_discovery_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_experimentation.causal_decomposition_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_experimentation.experiment_recommendation_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_experimentation.experiment_results_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_experimentation.power_analysis_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_fairness.confidence_intervals_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_fairness.disparity_heatmap_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_fairness.effect_sizes_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_fairness.group_comparison_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_fairness.metrics_bar_chart_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_fairness.radar_chart_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_fairness.report_assessability	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_feature_engineering.correlation_heatmap_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_feature_engineering.correlation_matrix_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_feature_engineering.intersectional_analysis_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_feature_engineering.intersectional_disparity_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_feature_engineering.proxy_risk_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_feature_engineering.transformation_comparison_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_monitoring.alert_timeline_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_monitoring.drift_report_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_monitoring.monitoring_dashboard_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_monitoring.temporal_analysis_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_post_processing.fairness_detailed_report_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_post_processing.reweighting_comparison_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_post_processing.threshold_optimization_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_ranking.ranking_fairness_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_regression.regression_fairness_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_reporting.reporting_dashboard_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_robustness.robustness_testing_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_training.method_comparison_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_training.tradeoff_analysis_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_training.training_analysis_report_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_training.training_report_to_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.adapters_validation.data_validation_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_workflow.hierarchical_gate_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_workflow.report_card_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.adapters_workflow.workflow_overview_to_svg	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.engine.get_template_path	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.engine.list_templates	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.engine.raise_jinja2_missing	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.engine.render_svg	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
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	Not checked	Report rendering	method	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.explain.ChartExplanation.metadata	Not checked	Report rendering	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.explain.ChartExplanation.paragraph	Not checked	Report rendering	method	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.explain.build_explanation	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.explain.inject_accessibility	Not checked	Report rendering	function	called, but the call itself failed, so nothing was learned about it
vfairness.rendering.skins.apply_skin	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.rendering.skins.list_skins	Not checked	Report rendering	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.result.TaskResult	Checked	Top level	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.result.TaskResult.to_dict	Not checked	Top level	method	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.save_fairness_plots	Not checked	Top level	function	called, but the call itself failed, so nothing was learned about it
vfairness.streaming.stream_group_counts	Not checked	Top level	function	executed, and on 2 world(s) where nothing was measurable (all_nan_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.streaming.streaming_demographic_parity	Not checked	Top level	function	executed, and on 2 world(s) where nothing was measurable (constant_scores, one_label_only) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.streaming.streaming_selection_rates	Not checked	Top level	function	executed, and on 2 world(s) where nothing was measurable (all_nan_scores, empty) it returned a neutral value and warned nobody. Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.validity.aggregate.aggregate_validity	Not checked	Validity axis	function	called, but the call itself failed, so nothing was learned about it
vfairness.validity.groundedness.GoldUnsupportedWarning	Checked	Validity axis	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.GroundednessJudge	Not checked	Validity axis	class	could not be constructed without a hand-built fixture
vfairness.validity.groundedness.GroundednessJudge.judge_groundedness	Not checked	Validity axis	method	could not be called without a hand-built fixture
vfairness.validity.groundedness.GroundednessResult	Checked	Validity axis	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.GroundednessScorer	Checked	Validity axis	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.GroundednessScorer.score	Not checked	Validity axis	method	called, but the call itself failed, so nothing was learned about it
vfairness.validity.groundedness.ValidityScorerUnavailableWarning	Checked	Validity axis	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.validity.groundedness.groundedness_scorer_status	Not checked	Validity axis	function	called, but the call itself failed, so nothing was learned about it
vfairness.validity.judge.LlmGroundednessJudge	Not checked	Validity axis	class	could not be constructed without a hand-built fixture
vfairness.validity.judge.LlmGroundednessJudge.judge_groundedness	Not checked	Validity axis	method	could not be called without a hand-built fixture
vfairness.vision.NDKLValue	Not checked	Vision	class	could not be constructed without a hand-built fixture
vfairness.vision.bias_amplification	Checked	Vision	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.classify_face_demographics	Not checked	Vision	function	executed on healthy and degenerate input; the evidence has not been judged yet
vfairness.vision.ndkl	Checked	Vision	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.representation_severity	Checked	Vision	function	refuses honestly when nothing is measurable, and a test fails if that regresses
vfairness.vision.skew	Checked	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	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.diagnostics.adversarial.multi_seed_adversarial_probe	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: the healthy world did not produce a value (ValueError: shape mismatch: objects cannot be broadcast to a single shape. Mismatch is between arg 0 with shape (200, 120) and arg )
vfairness.xai.diagnostics.adversarial.slack_adversarial_probe	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: the healthy world did not produce a value (ValueError: shape mismatch: objects cannot be broadcast to a single shape. Mismatch is between arg 0 with shape (200, 120) and arg )
vfairness.xai.diagnostics.faithfulness.local_r_squared	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.diagnostics.faithfulness.removal_curve_auc	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: the healthy world did not produce a value (ValueError: X has 480 features, but LogisticRegression is expecting 4 features as input.)
vfairness.xai.diagnostics.stability.attribution_stability	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.anchors_adapter.AnchorsExplainer.explain_local	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (ValueError: X has 480 features, but LogisticRegression is expecting 4 features as input.)
vfairness.xai.explainers.anchors_adapter.AnchorsExplainer.supports	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.base.Explainer	Not checked	Explainability (XAI)	class	could not be constructed without a hand-built fixture
vfairness.xai.explainers.base.Explainer.explain_global	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.base.Explainer.explain_local	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.base.Explainer.supports	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.base.ExplainerCapabilities	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
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	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.dice_adapter.DiceCounterfactualExplainer.explain_local	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (ValueError: DiceCounterfactualExplainer.explain_local requires `dataframe` (pandas, including the outcome column) and `outcome_name`)
vfairness.xai.explainers.dice_adapter.DiceCounterfactualExplainer.supports	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (AttributeError: 'LogisticRegression' object has no attribute 'eval')
vfairness.xai.explainers.ig_adapter.IntegratedGradientsExplainer.explain_local	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (AttributeError: 'LogisticRegression' object has no attribute 'eval')
vfairness.xai.explainers.ig_adapter.IntegratedGradientsExplainer.supports	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.ig_adapter.completeness_scale	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	Not checked	Explainability (XAI)	method	executed against a fitted model: answered without a warning on 2 world(s) where no attribution is defined (all_constant, empty). Suspected fabrication, not yet judged: treat its output as unverified.
vfairness.xai.explainers.lime_adapter.LimeExplainer.explain_local	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (ValueError: X has 480 features, but LogisticRegression is expecting 4 features as input.)
vfairness.xai.explainers.lime_adapter.LimeExplainer.supports	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.registry.available_methods	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.explainers.registry.get_explainer	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (TypeError: 'LogisticRegression' object is not callable)
vfairness.xai.explainers.shap_adapter.KernelShapExplainer.explain_local	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (TypeError: 'LogisticRegression' object is not callable)
vfairness.xai.explainers.shap_adapter.KernelShapExplainer.supports	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.explainers.shap_adapter.LinearShapExplainer.supports	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (InvalidModelError: Model type not yet supported by TreeExplainer: <class 'sklearn.linear_model._logistic.LogisticRegression'>)
vfairness.xai.explainers.shap_adapter.TreeShapExplainer.explain_local	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: the healthy world did not produce a value (InvalidModelError: Model type not yet supported by TreeExplainer: <class 'sklearn.linear_model._logistic.LogisticRegression'>)
vfairness.xai.explainers.shap_adapter.TreeShapExplainer.supports	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.schemas.FairnessDecomposition	Checked	Explainability (XAI)	class	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.schemas.FairnessDecomposition.assert_identity	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.schemas.FairnessDecomposition.to_db_row	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.storage.audit_artifact.build_audit_artifact_bundle	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.storage.supabase_writer.SupabaseWriter	Not checked	Explainability (XAI)	class	could not be constructed without a hand-built fixture
vfairness.xai.storage.supabase_writer.SupabaseWriter.update_job_progress	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.storage.supabase_writer.SupabaseWriter.write_assessment	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.storage.supabase_writer.SupabaseWriter.write_audit_artifact	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.storage.supabase_writer.SupabaseWriter.write_explanations	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.storage.supabase_writer.SupabaseWriter.write_fairness_decomposition	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
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	returns no fairness number and no verdict, so it cannot fabricate one
vfairness.xai.worker.runner.WorkerLoop.run	Not checked	Explainability (XAI)	method	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it
vfairness.xai.worker.runner.WorkerLoop.stop	Checked	Explainability (XAI)	method	verified by running it; no test pins the behaviour, so a regression would be silent
vfairness.xai.worker.runner.main	Not checked	Explainability (XAI)	function	the explainability probe could not reach it: it takes none of the data these worlds vary (no x, X or attributions parameter), so nothing they do says anything about it