Package index
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eval_acc_parity()
- Examine Accuracy Parity of a Model
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eval_bs_parity()
- Examine Brier Score Parity of a Model
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eval_cond_acc_equality()
- Examine Conditional Use Accuracy Equality of a Model
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eval_cond_stats_parity()
- Examine Conditional Statistical Parity of a Model
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eval_eq_odds()
- Examine Equalized Odds of a Predictive Model
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eval_eq_opp()
- Evaluate Equal Opportunity Compliance of a Predictive Model
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eval_neg_class_bal()
- Examine Balance for Negative Class of a Model
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eval_pos_class_bal()
- Examine Balance for the Positive Class of a Model
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eval_pred_equality()
- Examine Predictive Equality of a Model
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eval_pred_parity()
- Examine Predictive Parity of a Model
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eval_stats_parity()
- Examine Statistical Parity of a Model
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eval_treatment_equality()
- Examine Treatment Equality of a Model
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get_all_metrics()
- Calculate the all metrics at once
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get_fairness_metrics()
- Compute Fairness Metrics for Binary Classification
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mimic
- Clinical data from the MIMIC-II database for a case study on indwelling arterial catheters
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mimic_preprocessed
- Preprocessed Clinical Data from the MIMIC-II Database