Overview¶
The following lists all implemented metrics, by alias. These can be used when composing metrics using metric syntax strings.
| Alias | Metric | Multiclass | sklearn |
|---|---|---|---|
| 'acc' | Accuracy |
True | accuracy_score |
| 'accuracy' | Accuracy |
True | accuracy_score |
| 'ba' | BalancedAccuracy |
True | balanced_accuracy_score |
| 'balanced_accuracy' | BalancedAccuracy |
True | balanced_accuracy_score |
| 'bm' | Informedness |
False | |
| 'bookmaker_informedness' | Informedness |
False | |
| 'cohen_kappa' | CohensKappa |
True | cohen_kappa_score |
| 'critical_success_index' | JaccardIndex |
False | jaccard_score |
| 'delta_p' | Markedness |
False | |
| 'diag_mass' | DiagMass |
False | |
| 'diagnostic_odds_ratio' | DiagnosticOddsRatio |
False | |
| 'dor' | DiagnosticOddsRatio |
False | |
| 'f1' | F1 |
False | f1_score |
| 'fall-out' | FalsePositiveRate |
False | |
| 'fall_out' | FalsePositiveRate |
False | |
| 'false_discovery_rate' | FalseDiscoveryRate |
False | |
| 'false_negative_rate' | FalseNegativeRate |
False | |
| 'false_omission_rate' | FalseOmissionRate |
False | |
| 'false_positive_rate' | FalsePositiveRate |
False | |
| 'fbeta' | FBeta |
False | fbeta_score |
| 'fdr' | FalseDiscoveryRate |
False | |
| 'fnr' | FalseNegativeRate |
False | |
| 'for' | FalseOmissionRate |
False | |
| 'fpr' | FalsePositiveRate |
False | |
| 'hit_rate' | TruePositiveRate |
False | |
| 'informedness' | Informedness |
False | |
| 'jaccard' | JaccardIndex |
False | jaccard_score |
| 'jaccard_index' | JaccardIndex |
False | jaccard_score |
| 'kappa' | CohensKappa |
True | cohen_kappa_score |
| 'ldor' | LogDiagnosticOddsRatio |
False | |
| 'lnlr' | LogNegativeLikelihoodRatio |
False | class_likelihood_ratios |
| 'log_diagnostic_odds_ratio' | LogDiagnosticOddsRatio |
False | |
| 'log_dor' | LogDiagnosticOddsRatio |
False | |
| 'log_negative_likelihood_ratio' | LogNegativeLikelihoodRatio |
False | class_likelihood_ratios |
| 'log_nlr' | LogNegativeLikelihoodRatio |
False | class_likelihood_ratios |
| 'log_plr' | LogPositiveLikelihoodRatio |
False | class_likelihood_ratios |
| 'log_positive_likelihood_ratio' | LogPositiveLikelihoodRatio |
False | class_likelihood_ratios |
| 'lplr' | LogPositiveLikelihoodRatio |
False | class_likelihood_ratios |
| 'markedness' | Markedness |
False | |
| 'matthews_corrcoef' | MatthewsCorrelationCoefficient |
True | matthews_corrcoef |
| 'matthews_correlation_coefficient' | MatthewsCorrelationCoefficient |
True | matthews_corrcoef |
| 'mcc' | MatthewsCorrelationCoefficient |
True | matthews_corrcoef |
| 'miss_rate' | FalseNegativeRate |
False | |
| 'model_bias' | ModelBias |
False | |
| 'negative_likelihood_ratio' | NegativeLikelihoodRatio |
False | class_likelihood_ratios |
| 'negative_predictive_value' | NegativePredictiveValue |
False | |
| 'nlr' | NegativeLikelihoodRatio |
False | class_likelihood_ratios |
| 'npv' | NegativePredictiveValue |
False | |
| 'p4' | P4 |
False | |
| 'phi' | MatthewsCorrelationCoefficient |
True | matthews_corrcoef |
| 'phi_coefficient' | MatthewsCorrelationCoefficient |
True | matthews_corrcoef |
| 'plr' | PositiveLikelihoodRatio |
False | class_likelihood_ratios |
| 'positive_likelihood_ratio' | PositiveLikelihoodRatio |
False | class_likelihood_ratios |
| 'positive_predictive_value' | PositivePredictiveValue |
False | |
| 'ppv' | PositivePredictiveValue |
False | |
| 'precision' | PositivePredictiveValue |
False | |
| 'prev_thresh' | PrevalenceThreshold |
False | |
| 'prevalence' | Prevalence |
False | |
| 'prevalence_threshold' | PrevalenceThreshold |
False | |
| 'pt' | PrevalenceThreshold |
False | |
| 'recall' | TruePositiveRate |
False | |
| 'selectivity' | TrueNegativeRate |
False | |
| 'sensitivity' | TruePositiveRate |
False | |
| 'specificity' | TrueNegativeRate |
False | |
| 'threat_score' | JaccardIndex |
False | jaccard_score |
| 'tnr' | TrueNegativeRate |
False | |
| 'tpr' | TruePositiveRate |
False | |
| 'true_negative_rate' | TrueNegativeRate |
False | |
| 'true_positive_rate' | TruePositiveRate |
False | |
| 'youden_j' | Informedness |
False | |
| 'youdenj' | Informedness |
False |