[{"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-27T15:35:46.003Z", "oldest_timestamp": "2019-07-27T15:35:46.003Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 79.86111111111111, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 79.86111111111111}]}, "minority": {"total_fav_percent": 73.14814814814815, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 73.14814814814815, "fairness_value": 91.60000000000001, "perfect_equality": 79.86111111111111, "acceptable_fav_class_percent": 78.2639, "is_biased": true}], "acceptable_fav_class_percent": 78.2639}, "records_evaluated": {"newest_timestamp": "2019-07-27T15:35:46.003Z", "oldest_timestamp": "2019-07-27T15:35:46.003Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 61.29032258064516}, {"range": [26, 34], "fav_percent": 94.5945945945946}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.148% of the time. The perfect equality is 79.861%. Debiased fairness for Age is 91.6% (73.148/79.861).", "parameters": ["[18-25]", 73.148, 79.861, "Age", 91.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.148%. The perfect equality value for that group is 79.861%. The fairness score is 0.916 using the following formula. 73.148/79.861 = 0.916", "parameters": ["Age", "18-25", 73.148, 79.861, 0.916]}, {"id": "disparate_impact_ratio_formula", "message": "73.148 / 79.861 = 0.916", "parameters": [73.148, "/", 79.861, 0.916]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-27T15:35:46.003Z", "oldest_timestamp": "2019-07-27T15:35:46.003Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 79.86111111111111, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 79.86111111111111}]}, "minority": {"total_fav_percent": 73.14814814814815, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 73.14814814814815, "fairness_value": 91.60000000000001, "perfect_equality": 79.86111111111111, "acceptable_fav_class_percent": 78.2639, "is_biased": true}], "acceptable_fav_class_percent": 78.2639}, "records_evaluated": {"newest_timestamp": "2019-07-27T15:35:46.003Z", "oldest_timestamp": "2019-07-27T15:35:46.003Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 61.29032258064516}, {"range": [26, 34], "fav_percent": 94.5945945945946}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.148% of the time. The perfect equality is 79.861%. Debiased fairness for Age is 91.6% (73.148/79.861).", "parameters": ["[18-25]", 73.148, 79.861, "Age", 91.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.148%. The perfect equality value for that group is 79.861%. The fairness score is 0.916 using the following formula. 73.148/79.861 = 0.916", "parameters": ["Age", "18-25", 73.148, 79.861, 0.916]}, {"id": "disparate_impact_ratio_formula", "message": "73.148 / 79.861 = 0.916", "parameters": [73.148, "/", 79.861, 0.916]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.1, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 110, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-27T14:35:46.003Z", "oldest_timestamp": "2019-07-27T14:35:46.003Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.1, "is_biased": true, "majority": {"total_fav_percent": 80.2919708029197, "total_rows_percent": 38.16155988857939, "values": [{"value": [26, 75], "fav_class_percent": 80.2919708029197}]}, "minority": {"total_fav_percent": 75.67567567567568, "total_rows_percent": 61.66666666666667, "values": [{"value": [18, 25], "fav_class_percent": 75.67567567567568, "fairness_value": 94.1, "perfect_equality": 80.43478260869566, "acceptable_fav_class_percent": 78.8261, "is_biased": true}], "acceptable_fav_class_percent": 78.8261}, "records_evaluated": {"newest_timestamp": "2019-07-27T14:35:46.003Z", "oldest_timestamp": "2019-07-27T14:35:46.003Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 60.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.676% of the time. The perfect equality is 80.435%. Debiased fairness for Age is 94.1% (75.676/80.435).", "parameters": ["[18-25]", 75.676, 80.435, "Age", 94.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.676%. The perfect equality value for that group is 80.435%. The fairness score is 0.941 using the following formula. 75.676/80.435 = 0.941", "parameters": ["Age", "18-25", 75.676, 80.435, 0.941]}, {"id": "disparate_impact_ratio_formula", "message": "75.676 / 80.435 = 0.941", "parameters": [75.676, "/", 80.435, 0.941]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 149, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-27T13:35:46.003Z", "oldest_timestamp": "2019-07-27T13:35:46.003Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.2, "is_biased": true, "majority": {"total_fav_percent": 79.19463087248322, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 79.19463087248322}]}, "minority": {"total_fav_percent": 70.61611374407583, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 70.61611374407583, "fairness_value": 89.2, "perfect_equality": 79.19463087248322, "acceptable_fav_class_percent": 77.6107, "is_biased": true}], "acceptable_fav_class_percent": 77.6107}, "records_evaluated": {"newest_timestamp": "2019-07-27T13:35:46.003Z", "oldest_timestamp": "2019-07-27T13:35:46.003Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 52.63157894736842}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.616% of the time. The perfect equality is 79.195%. Debiased fairness for Age is 89.2% (70.616/79.195).", "parameters": ["[18-25]", 70.616, 79.195, "Age", 89.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.616%. The perfect equality value for that group is 79.195%. The fairness score is 0.892 using the following formula. 70.616/79.195 = 0.892", "parameters": ["Age", "18-25", 70.616, 79.195, 0.892]}, {"id": "disparate_impact_ratio_formula", "message": "70.616 / 79.195 = 0.892", "parameters": [70.616, "/", 79.195, 0.892]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 165, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-27T12:35:46.003Z", "oldest_timestamp": "2019-07-27T12:35:46.003Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.9, "is_biased": true, "majority": {"total_fav_percent": 81.81818181818183, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 81.81818181818183}]}, "minority": {"total_fav_percent": 76.036866359447, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 76.036866359447, "fairness_value": 92.9, "perfect_equality": 81.81818181818183, "acceptable_fav_class_percent": 80.1818, "is_biased": true}], "acceptable_fav_class_percent": 80.1818}, "records_evaluated": {"newest_timestamp": "2019-07-27T12:35:46.003Z", "oldest_timestamp": "2019-07-27T12:35:46.003Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 61.29032258064516}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.037% of the time. The perfect equality is 81.818%. Debiased fairness for Age is 92.9% (76.037/81.818).", "parameters": ["[18-25]", 76.037, 81.818, "Age", 92.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.037%. The perfect equality value for that group is 81.818%. The fairness score is 0.929 using the following formula. 76.037/81.818 = 0.929", "parameters": ["Age", "18-25", 76.037, 81.818, 0.929]}, {"id": "disparate_impact_ratio_formula", "message": "76.037 / 81.818 = 0.929", "parameters": [76.037, "/", 81.818, 0.929]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 111, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-27T11:35:46.019Z", "oldest_timestamp": "2019-07-27T11:35:46.003Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.5, "is_biased": true, "majority": {"total_fav_percent": 78.16901408450704, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 78.16901408450704}]}, "minority": {"total_fav_percent": 71.55963302752293, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 71.55963302752293, "fairness_value": 91.5, "perfect_equality": 78.16901408450704, "acceptable_fav_class_percent": 76.6056, "is_biased": true}], "acceptable_fav_class_percent": 76.6056}, "records_evaluated": {"newest_timestamp": "2019-07-27T11:35:46.019Z", "oldest_timestamp": "2019-07-27T11:35:46.003Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 63.793103448275865}, {"range": [26, 34], "fav_percent": 97.2972972972973}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.56% of the time. The perfect equality is 78.169%. Debiased fairness for Age is 91.5% (71.56/78.169).", "parameters": ["[18-25]", 71.56, 78.169, "Age", 91.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.56%. The perfect equality value for that group is 78.169%. The fairness score is 0.915 using the following formula. 71.56/78.169 = 0.915", "parameters": ["Age", "18-25", 71.56, 78.169, 0.915]}, {"id": "disparate_impact_ratio_formula", "message": "71.56 / 78.169 = 0.915", "parameters": [71.56, "/", 78.169, 0.915]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 114, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 162, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-27T10:35:46.019Z", "oldest_timestamp": "2019-07-27T10:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 80.28169014084507, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 80.28169014084507}]}, "minority": {"total_fav_percent": 74.31192660550458, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 74.31192660550458, "fairness_value": 92.60000000000001, "perfect_equality": 80.28169014084507, "acceptable_fav_class_percent": 78.6761, "is_biased": true}], "acceptable_fav_class_percent": 78.6761}, "records_evaluated": {"newest_timestamp": "2019-07-27T10:35:46.019Z", "oldest_timestamp": "2019-07-27T10:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.312% of the time. The perfect equality is 80.282%. Debiased fairness for Age is 92.6% (74.312/80.282).", "parameters": ["[18-25]", 74.312, 80.282, "Age", 92.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.312%. The perfect equality value for that group is 80.282%. The fairness score is 0.926 using the following formula. 74.312/80.282 = 0.926", "parameters": ["Age", "18-25", 74.312, 80.282, 0.926]}, {"id": "disparate_impact_ratio_formula", "message": "74.312 / 80.282 = 0.926", "parameters": [74.312, "/", 80.282, 0.926]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 88, true, "reference"], ["Sex", "male", "Risk", 32, false, "reference"], ["Sex", "female", "No Risk", 88, true, "monitored"], ["Sex", "female", "Risk", 32, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 32, false, "reference"], ["Age", [18, 25], "No Risk", 149, true, "monitored"], ["Age", [18, 25], "Risk", 64, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 73.33333333333333}]}, "minority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 73.33333333333333, "fairness_value": 100.0, "perfect_equality": 73.33333333333333, "acceptable_fav_class_percent": 71.8667, "is_biased": false}], "acceptable_fav_class_percent": 71.8667}, "records_evaluated": {"newest_timestamp": "2019-07-27T09:35:46.019Z", "oldest_timestamp": "2019-07-27T09:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 73.333% of the time. The perfect equality is 73.333%. Debiased fairness for Sex is 100.0% (73.333/73.333).", "parameters": ["female", 73.333, 73.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 73.333%. The perfect equality value for that group is 73.333%. The fairness score is 1.0 using the following formula. 73.333/73.333 = 1.0", "parameters": ["Sex", "female", 73.333, 73.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "73.333 / 73.333 = 1.0", "parameters": [73.333, "/", 73.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.4, "is_biased": true, "majority": {"total_fav_percent": 78.2312925170068, "total_rows_percent": 40.833333333333336, "values": [{"value": [26, 75], "fav_class_percent": 78.2312925170068}]}, "minority": {"total_fav_percent": 69.95305164319248, "total_rows_percent": 59.166666666666664, "values": [{"value": [18, 25], "fav_class_percent": 69.95305164319248, "fairness_value": 89.4, "perfect_equality": 78.2312925170068, "acceptable_fav_class_percent": 76.6667, "is_biased": true}], "acceptable_fav_class_percent": 76.6667}, "records_evaluated": {"newest_timestamp": "2019-07-27T09:35:46.019Z", "oldest_timestamp": "2019-07-27T09:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 61.111111111111114}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 69.953% of the time. The perfect equality is 78.231%. Debiased fairness for Age is 89.4% (69.953/78.231).", "parameters": ["[18-25]", 69.953, 78.231, "Age", 89.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 69.953%. The perfect equality value for that group is 78.231%. The fairness score is 0.894 using the following formula. 69.953/78.231 = 0.894", "parameters": ["Age", "18-25", 69.953, 78.231, 0.894]}, {"id": "disparate_impact_ratio_formula", "message": "69.953 / 78.231 = 0.894", "parameters": [69.953, "/", 78.231, 0.894]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.19999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 98, true, "reference"], ["Sex", "male", "Risk", 22, false, "reference"], ["Sex", "female", "No Risk", 98, true, "monitored"], ["Sex", "female", "Risk", 22, false, "monitored"], ["Age", [26, 75], "No Risk", 121, true, "reference"], ["Age", [26, 75], "Risk", 22, false, "reference"], ["Age", [18, 25], "No Risk", 173, true, "monitored"], ["Age", [18, 25], "Risk", 44, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 81.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 81.66666666666667}]}, "minority": {"total_fav_percent": 81.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 81.66666666666667, "fairness_value": 100.0, "perfect_equality": 81.66666666666667, "acceptable_fav_class_percent": 80.0333, "is_biased": false}], "acceptable_fav_class_percent": 80.0333}, "records_evaluated": {"newest_timestamp": "2019-07-27T08:35:46.019Z", "oldest_timestamp": "2019-07-27T08:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 81.667% of the time. The perfect equality is 81.667%. Debiased fairness for Sex is 100.0% (81.667/81.667).", "parameters": ["female", 81.667, 81.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 81.667%. The perfect equality value for that group is 81.667%. The fairness score is 1.0 using the following formula. 81.667/81.667 = 1.0", "parameters": ["Sex", "female", 81.667, 81.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "81.667 / 81.667 = 1.0", "parameters": [81.667, "/", 81.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.19999999999999, "is_biased": true, "majority": {"total_fav_percent": 84.61538461538461, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 84.61538461538461}]}, "minority": {"total_fav_percent": 79.72350230414746, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 79.72350230414746, "fairness_value": 94.19999999999999, "perfect_equality": 84.61538461538461, "acceptable_fav_class_percent": 82.9231, "is_biased": true}], "acceptable_fav_class_percent": 82.9231}, "records_evaluated": {"newest_timestamp": "2019-07-27T08:35:46.019Z", "oldest_timestamp": "2019-07-27T08:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 79.724% of the time. The perfect equality is 84.615%. Debiased fairness for Age is 94.2% (79.724/84.615).", "parameters": ["[18-25]", 79.724, 84.615, "Age", 94.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 79.724%. The perfect equality value for that group is 84.615%. The fairness score is 0.942 using the following formula. 79.724/84.615 = 0.942", "parameters": ["Age", "18-25", 79.724, 84.615, 0.942]}, {"id": "disparate_impact_ratio_formula", "message": "79.724 / 84.615 = 0.942", "parameters": [79.724, "/", 84.615, 0.942]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 164, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-27T07:35:46.019Z", "oldest_timestamp": "2019-07-27T07:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.7, "is_biased": true, "majority": {"total_fav_percent": 81.94444444444444, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 81.94444444444444}]}, "minority": {"total_fav_percent": 75.92592592592592, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 75.92592592592592, "fairness_value": 92.7, "perfect_equality": 81.94444444444444, "acceptable_fav_class_percent": 80.3056, "is_biased": true}], "acceptable_fav_class_percent": 80.3056}, "records_evaluated": {"newest_timestamp": "2019-07-27T07:35:46.019Z", "oldest_timestamp": "2019-07-27T07:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 71.05263157894737}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.926% of the time. The perfect equality is 81.944%. Debiased fairness for Age is 92.7% (75.926/81.944).", "parameters": ["[18-25]", 75.926, 81.944, "Age", 92.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.926%. The perfect equality value for that group is 81.944%. The fairness score is 0.927 using the following formula. 75.926/81.944 = 0.927", "parameters": ["Age", "18-25", 75.926, 81.944, 0.927]}, {"id": "disparate_impact_ratio_formula", "message": "75.926 / 81.944 = 0.927", "parameters": [75.926, "/", 81.944, 0.927]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.6, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 97, true, "reference"], ["Sex", "male", "Risk", 23, false, "reference"], ["Sex", "female", "No Risk", 97, true, "monitored"], ["Sex", "female", "Risk", 23, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 23, false, "reference"], ["Age", [18, 25], "No Risk", 174, true, "monitored"], ["Age", [18, 25], "Risk", 46, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.83333333333333}]}, "minority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.83333333333333, "fairness_value": 100.0, "perfect_equality": 80.83333333333333, "acceptable_fav_class_percent": 79.2167, "is_biased": false}], "acceptable_fav_class_percent": 79.2167}, "records_evaluated": {"newest_timestamp": "2019-07-27T06:35:46.019Z", "oldest_timestamp": "2019-07-27T06:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.833% of the time. The perfect equality is 80.833%. Debiased fairness for Sex is 100.0% (80.833/80.833).", "parameters": ["female", 80.833, 80.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.833%. The perfect equality value for that group is 80.833%. The fairness score is 1.0 using the following formula. 80.833/80.833 = 1.0", "parameters": ["Sex", "female", 80.833, 80.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.833 / 80.833 = 1.0", "parameters": [80.833, "/", 80.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.6, "is_biased": true, "majority": {"total_fav_percent": 83.57142857142857, "total_rows_percent": 38.88888888888889, "values": [{"value": [26, 75], "fav_class_percent": 83.57142857142857}]}, "minority": {"total_fav_percent": 79.0909090909091, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 79.0909090909091, "fairness_value": 94.6, "perfect_equality": 83.57142857142857, "acceptable_fav_class_percent": 81.9, "is_biased": true}], "acceptable_fav_class_percent": 81.9}, "records_evaluated": {"newest_timestamp": "2019-07-27T06:35:46.019Z", "oldest_timestamp": "2019-07-27T06:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 67.14285714285714}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 79.091% of the time. The perfect equality is 83.571%. Debiased fairness for Age is 94.6% (79.091/83.571).", "parameters": ["[18-25]", 79.091, 83.571, "Age", 94.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 79.091%. The perfect equality value for that group is 83.571%. The fairness score is 0.946 using the following formula. 79.091/83.571 = 0.946", "parameters": ["Age", "18-25", 79.091, 83.571, 0.946]}, {"id": "disparate_impact_ratio_formula", "message": "79.091 / 83.571 = 0.946", "parameters": [79.091, "/", 83.571, 0.946]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 85, true, "reference"], ["Sex", "male", "Risk", 35, false, "reference"], ["Sex", "female", "No Risk", 85, true, "monitored"], ["Sex", "female", "Risk", 35, false, "monitored"], ["Age", [26, 75], "No Risk", 104, true, "reference"], ["Age", [26, 75], "Risk", 35, false, "reference"], ["Age", [18, 25], "No Risk", 151, true, "monitored"], ["Age", [18, 25], "Risk", 70, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 70.83333333333334}]}, "minority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 70.83333333333334, "fairness_value": 100.0, "perfect_equality": 70.83333333333334, "acceptable_fav_class_percent": 69.4167, "is_biased": false}], "acceptable_fav_class_percent": 69.4167}, "records_evaluated": {"newest_timestamp": "2019-07-27T05:35:46.019Z", "oldest_timestamp": "2019-07-27T05:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 70.833% of the time. The perfect equality is 70.833%. Debiased fairness for Sex is 100.0% (70.833/70.833).", "parameters": ["female", 70.833, 70.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 70.833%. The perfect equality value for that group is 70.833%. The fairness score is 1.0 using the following formula. 70.833/70.833 = 1.0", "parameters": ["Sex", "female", 70.833, 70.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "70.833 / 70.833 = 1.0", "parameters": [70.833, "/", 70.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.3, "is_biased": true, "majority": {"total_fav_percent": 74.82014388489209, "total_rows_percent": 38.611111111111114, "values": [{"value": [26, 75], "fav_class_percent": 74.82014388489209}]}, "minority": {"total_fav_percent": 68.32579185520362, "total_rows_percent": 61.38888888888889, "values": [{"value": [18, 25], "fav_class_percent": 68.32579185520362, "fairness_value": 91.3, "perfect_equality": 74.82014388489209, "acceptable_fav_class_percent": 73.3237, "is_biased": true}], "acceptable_fav_class_percent": 73.3237}, "records_evaluated": {"newest_timestamp": "2019-07-27T05:35:46.019Z", "oldest_timestamp": "2019-07-27T05:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 60.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.326% of the time. The perfect equality is 74.82%. Debiased fairness for Age is 91.3% (68.326/74.82).", "parameters": ["[18-25]", 68.326, 74.82, "Age", 91.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.326%. The perfect equality value for that group is 74.82%. The fairness score is 0.913 using the following formula. 68.326/74.82 = 0.913", "parameters": ["Age", "18-25", 68.326, 74.82, 0.913]}, {"id": "disparate_impact_ratio_formula", "message": "68.326 / 74.82 = 0.913", "parameters": [68.326, "/", 74.82, 0.913]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 96, true, "reference"], ["Sex", "male", "Risk", 24, false, "reference"], ["Sex", "female", "No Risk", 96, true, "monitored"], ["Sex", "female", "Risk", 24, false, "monitored"], ["Age", [26, 75], "No Risk", 119, true, "reference"], ["Age", [26, 75], "Risk", 24, false, "reference"], ["Age", [18, 25], "No Risk", 169, true, "monitored"], ["Age", [18, 25], "Risk", 48, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.0, "fairness_value": 100.0, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": false}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-27T04:35:46.019Z", "oldest_timestamp": "2019-07-27T04:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.0% of the time. The perfect equality is 80.0%. Debiased fairness for Sex is 100.0% (80.0/80.0).", "parameters": ["female", 80.0, 80.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.0%. The perfect equality value for that group is 80.0%. The fairness score is 1.0 using the following formula. 80.0/80.0 = 1.0", "parameters": ["Sex", "female", 80.0, 80.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 80.0 = 1.0", "parameters": [80.0, "/", 80.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 83.21678321678321, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 83.21678321678321}]}, "minority": {"total_fav_percent": 77.88018433179722, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 77.88018433179722, "fairness_value": 93.60000000000001, "perfect_equality": 83.21678321678321, "acceptable_fav_class_percent": 81.5524, "is_biased": true}], "acceptable_fav_class_percent": 81.5524}, "records_evaluated": {"newest_timestamp": "2019-07-27T04:35:46.019Z", "oldest_timestamp": "2019-07-27T04:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 64.40677966101694}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.88% of the time. The perfect equality is 83.217%. Debiased fairness for Age is 93.6% (77.88/83.217).", "parameters": ["[18-25]", 77.88, 83.217, "Age", 93.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.88%. The perfect equality value for that group is 83.217%. The fairness score is 0.936 using the following formula. 77.88/83.217 = 0.936", "parameters": ["Age", "18-25", 77.88, 83.217, 0.936]}, {"id": "disparate_impact_ratio_formula", "message": "77.88 / 83.217 = 0.936", "parameters": [77.88, "/", 83.217, 0.936]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.39999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 108, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-27T03:35:46.019Z", "oldest_timestamp": "2019-07-27T03:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.39999999999999, "is_biased": true, "majority": {"total_fav_percent": 79.41176470588235, "total_rows_percent": 37.77777777777778, "values": [{"value": [26, 75], "fav_class_percent": 79.41176470588235}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 62.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 75.0, "fairness_value": 94.39999999999999, "perfect_equality": 79.41176470588235, "acceptable_fav_class_percent": 77.8235, "is_biased": true}], "acceptable_fav_class_percent": 77.8235}, "records_evaluated": {"newest_timestamp": "2019-07-27T03:35:46.019Z", "oldest_timestamp": "2019-07-27T03:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 71.69811320754717}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.0% of the time. The perfect equality is 79.412%. Debiased fairness for Age is 94.4% (75.0/79.412).", "parameters": ["[18-25]", 75.0, 79.412, "Age", 94.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.0%. The perfect equality value for that group is 79.412%. The fairness score is 0.944 using the following formula. 75.0/79.412 = 0.944", "parameters": ["Age", "18-25", 75.0, 79.412, 0.944]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 79.412 = 0.944", "parameters": [75.0, "/", 79.412, 0.944]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 88, true, "reference"], ["Sex", "male", "Risk", 32, false, "reference"], ["Sex", "female", "No Risk", 88, true, "monitored"], ["Sex", "female", "Risk", 32, false, "monitored"], ["Age", [26, 75], "No Risk", 111, true, "reference"], ["Age", [26, 75], "Risk", 33, false, "reference"], ["Age", [18, 25], "No Risk", 153, true, "monitored"], ["Age", [18, 25], "Risk", 63, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 73.33333333333333}]}, "minority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 73.33333333333333, "fairness_value": 100.0, "perfect_equality": 73.33333333333333, "acceptable_fav_class_percent": 71.8667, "is_biased": false}], "acceptable_fav_class_percent": 71.8667}, "records_evaluated": {"newest_timestamp": "2019-07-27T02:35:46.019Z", "oldest_timestamp": "2019-07-27T02:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 73.333% of the time. The perfect equality is 73.333%. Debiased fairness for Sex is 100.0% (73.333/73.333).", "parameters": ["female", 73.333, 73.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 73.333%. The perfect equality value for that group is 73.333%. The fairness score is 1.0 using the following formula. 73.333/73.333 = 1.0", "parameters": ["Sex", "female", 73.333, 73.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "73.333 / 73.333 = 1.0", "parameters": [73.333, "/", 73.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.9, "is_biased": true, "majority": {"total_fav_percent": 77.08333333333334, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 77.08333333333334}]}, "minority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 70.83333333333334, "fairness_value": 91.9, "perfect_equality": 77.08333333333334, "acceptable_fav_class_percent": 75.5417, "is_biased": true}], "acceptable_fav_class_percent": 75.5417}, "records_evaluated": {"newest_timestamp": "2019-07-27T02:35:46.019Z", "oldest_timestamp": "2019-07-27T02:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 63.04347826086957}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.833% of the time. The perfect equality is 77.083%. Debiased fairness for Age is 91.9% (70.833/77.083).", "parameters": ["[18-25]", 70.833, 77.083, "Age", 91.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.833%. The perfect equality value for that group is 77.083%. The fairness score is 0.919 using the following formula. 70.833/77.083 = 0.919", "parameters": ["Age", "18-25", 70.833, 77.083, 0.919]}, {"id": "disparate_impact_ratio_formula", "message": "70.833 / 77.083 = 0.919", "parameters": [70.833, "/", 77.083, 0.919]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 109, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 161, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-27T01:35:46.034Z", "oldest_timestamp": "2019-07-27T01:35:46.019Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.9, "is_biased": true, "majority": {"total_fav_percent": 78.41726618705036, "total_rows_percent": 38.611111111111114, "values": [{"value": [26, 75], "fav_class_percent": 78.41726618705036}]}, "minority": {"total_fav_percent": 72.85067873303167, "total_rows_percent": 61.38888888888889, "values": [{"value": [18, 25], "fav_class_percent": 72.85067873303167, "fairness_value": 92.9, "perfect_equality": 78.41726618705036, "acceptable_fav_class_percent": 76.8489, "is_biased": true}], "acceptable_fav_class_percent": 76.8489}, "records_evaluated": {"newest_timestamp": "2019-07-27T01:35:46.034Z", "oldest_timestamp": "2019-07-27T01:35:46.019Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 65.625}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.851% of the time. The perfect equality is 78.417%. Debiased fairness for Age is 92.9% (72.851/78.417).", "parameters": ["[18-25]", 72.851, 78.417, "Age", 92.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.851%. The perfect equality value for that group is 78.417%. The fairness score is 0.929 using the following formula. 72.851/78.417 = 0.929", "parameters": ["Age", "18-25", 72.851, 78.417, 0.929]}, {"id": "disparate_impact_ratio_formula", "message": "72.851 / 78.417 = 0.929", "parameters": [72.851, "/", 78.417, 0.929]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.39999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 112, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 170, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-27T00:35:46.034Z", "oldest_timestamp": "2019-07-27T00:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.39999999999999, "is_biased": true, "majority": {"total_fav_percent": 81.15942028985508, "total_rows_percent": 38.333333333333336, "values": [{"value": [26, 75], "fav_class_percent": 81.15942028985508}]}, "minority": {"total_fav_percent": 76.57657657657657, "total_rows_percent": 61.66666666666667, "values": [{"value": [18, 25], "fav_class_percent": 76.57657657657657, "fairness_value": 94.39999999999999, "perfect_equality": 81.15942028985508, "acceptable_fav_class_percent": 79.5362, "is_biased": true}], "acceptable_fav_class_percent": 79.5362}, "records_evaluated": {"newest_timestamp": "2019-07-27T00:35:46.034Z", "oldest_timestamp": "2019-07-27T00:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.577% of the time. The perfect equality is 81.159%. Debiased fairness for Age is 94.4% (76.577/81.159).", "parameters": ["[18-25]", 76.577, 81.159, "Age", 94.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.577%. The perfect equality value for that group is 81.159%. The fairness score is 0.944 using the following formula. 76.577/81.159 = 0.944", "parameters": ["Age", "18-25", 76.577, 81.159, 0.944]}, {"id": "disparate_impact_ratio_formula", "message": "76.577 / 81.159 = 0.944", "parameters": [76.577, "/", 81.159, 0.944]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 107, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 151, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-26T23:35:46.034Z", "oldest_timestamp": "2019-07-26T23:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 75.88652482269504, "total_rows_percent": 39.166666666666664, "values": [{"value": [26, 75], "fav_class_percent": 75.88652482269504}]}, "minority": {"total_fav_percent": 68.94977168949772, "total_rows_percent": 60.83333333333333, "values": [{"value": [18, 25], "fav_class_percent": 68.94977168949772, "fairness_value": 90.9, "perfect_equality": 75.88652482269504, "acceptable_fav_class_percent": 74.3688, "is_biased": true}], "acceptable_fav_class_percent": 74.3688}, "records_evaluated": {"newest_timestamp": "2019-07-26T23:35:46.034Z", "oldest_timestamp": "2019-07-26T23:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.95% of the time. The perfect equality is 75.887%. Debiased fairness for Age is 90.9% (68.95/75.887).", "parameters": ["[18-25]", 68.95, 75.887, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.95%. The perfect equality value for that group is 75.887%. The fairness score is 0.909 using the following formula. 68.95/75.887 = 0.909", "parameters": ["Age", "18-25", 68.95, 75.887, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "68.95 / 75.887 = 0.909", "parameters": [68.95, "/", 75.887, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 99, true, "reference"], ["Sex", "male", "Risk", 21, false, "reference"], ["Sex", "female", "No Risk", 99, true, "monitored"], ["Sex", "female", "Risk", 21, false, "monitored"], ["Age", [26, 75], "No Risk", 129, true, "reference"], ["Age", [26, 75], "Risk", 21, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 42, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 82.5}]}, "minority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 82.5, "fairness_value": 100.0, "perfect_equality": 82.5, "acceptable_fav_class_percent": 80.85, "is_biased": false}], "acceptable_fav_class_percent": 80.85}, "records_evaluated": {"newest_timestamp": "2019-07-26T22:35:46.034Z", "oldest_timestamp": "2019-07-26T22:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 82.5% of the time. The perfect equality is 82.5%. Debiased fairness for Sex is 100.0% (82.5/82.5).", "parameters": ["female", 82.5, 82.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 82.5%. The perfect equality value for that group is 82.5%. The fairness score is 1.0 using the following formula. 82.5/82.5 = 1.0", "parameters": ["Sex", "female", 82.5, 82.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "82.5 / 82.5 = 1.0", "parameters": [82.5, "/", 82.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.0, "is_biased": true, "majority": {"total_fav_percent": 86.0, "total_rows_percent": 41.66666666666667, "values": [{"value": [26, 75], "fav_class_percent": 86.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 58.333333333333336, "values": [{"value": [18, 25], "fav_class_percent": 80.0, "fairness_value": 93.0, "perfect_equality": 86.0, "acceptable_fav_class_percent": 84.28, "is_biased": true}], "acceptable_fav_class_percent": 84.28}, "records_evaluated": {"newest_timestamp": "2019-07-26T22:35:46.034Z", "oldest_timestamp": "2019-07-26T22:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 80.0% of the time. The perfect equality is 86.0%. Debiased fairness for Age is 93.0% (80.0/86.0).", "parameters": ["[18-25]", 80.0, 86.0, "Age", 93.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 80.0%. The perfect equality value for that group is 86.0%. The fairness score is 0.93 using the following formula. 80.0/86.0 = 0.93", "parameters": ["Age", "18-25", 80.0, 86.0, 0.93]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 86.0 = 0.93", "parameters": [80.0, "/", 86.0, 0.93]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 119, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 154, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-26T21:35:46.034Z", "oldest_timestamp": "2019-07-26T21:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.3, "is_biased": true, "majority": {"total_fav_percent": 80.4054054054054, "total_rows_percent": 41.11111111111111, "values": [{"value": [26, 75], "fav_class_percent": 80.4054054054054}]}, "minority": {"total_fav_percent": 72.64150943396226, "total_rows_percent": 58.88888888888889, "values": [{"value": [18, 25], "fav_class_percent": 72.64150943396226, "fairness_value": 90.3, "perfect_equality": 80.4054054054054, "acceptable_fav_class_percent": 78.7973, "is_biased": true}], "acceptable_fav_class_percent": 78.7973}, "records_evaluated": {"newest_timestamp": "2019-07-26T21:35:46.034Z", "oldest_timestamp": "2019-07-26T21:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 59.25925925925925}, {"range": [62, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.642% of the time. The perfect equality is 80.405%. Debiased fairness for Age is 90.3% (72.642/80.405).", "parameters": ["[18-25]", 72.642, 80.405, "Age", 90.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.642%. The perfect equality value for that group is 80.405%. The fairness score is 0.903 using the following formula. 72.642/80.405 = 0.903", "parameters": ["Age", "18-25", 72.642, 80.405, 0.903]}, {"id": "disparate_impact_ratio_formula", "message": "72.642 / 80.405 = 0.903", "parameters": [72.642, "/", 80.405, 0.903]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.30000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 88, true, "reference"], ["Sex", "male", "Risk", 32, false, "reference"], ["Sex", "female", "No Risk", 88, true, "monitored"], ["Sex", "female", "Risk", 32, false, "monitored"], ["Age", [26, 75], "No Risk", 107, true, "reference"], ["Age", [26, 75], "Risk", 32, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 64, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 73.33333333333333}]}, "minority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 73.33333333333333, "fairness_value": 100.0, "perfect_equality": 73.33333333333333, "acceptable_fav_class_percent": 71.8667, "is_biased": false}], "acceptable_fav_class_percent": 71.8667}, "records_evaluated": {"newest_timestamp": "2019-07-26T20:35:46.034Z", "oldest_timestamp": "2019-07-26T20:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 73.333% of the time. The perfect equality is 73.333%. Debiased fairness for Sex is 100.0% (73.333/73.333).", "parameters": ["female", 73.333, 73.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 73.333%. The perfect equality value for that group is 73.333%. The fairness score is 1.0 using the following formula. 73.333/73.333 = 1.0", "parameters": ["Sex", "female", 73.333, 73.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "73.333 / 73.333 = 1.0", "parameters": [73.333, "/", 73.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.30000000000001, "is_biased": true, "majority": {"total_fav_percent": 76.97841726618705, "total_rows_percent": 38.611111111111114, "values": [{"value": [26, 75], "fav_class_percent": 76.97841726618705}]}, "minority": {"total_fav_percent": 71.04072398190046, "total_rows_percent": 61.38888888888889, "values": [{"value": [18, 25], "fav_class_percent": 71.04072398190046, "fairness_value": 92.30000000000001, "perfect_equality": 76.97841726618705, "acceptable_fav_class_percent": 75.4388, "is_biased": true}], "acceptable_fav_class_percent": 75.4388}, "records_evaluated": {"newest_timestamp": "2019-07-26T20:35:46.034Z", "oldest_timestamp": "2019-07-26T20:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 67.3913043478261}, {"range": [26, 34], "fav_percent": 98.0}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.041% of the time. The perfect equality is 76.978%. Debiased fairness for Age is 92.3% (71.041/76.978).", "parameters": ["[18-25]", 71.041, 76.978, "Age", 92.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.041%. The perfect equality value for that group is 76.978%. The fairness score is 0.923 using the following formula. 71.041/76.978 = 0.923", "parameters": ["Age", "18-25", 71.041, 76.978, 0.923]}, {"id": "disparate_impact_ratio_formula", "message": "71.041 / 76.978 = 0.923", "parameters": [71.041, "/", 76.978, 0.923]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-26T19:35:46.034Z", "oldest_timestamp": "2019-07-26T19:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.4, "is_biased": true, "majority": {"total_fav_percent": 80.82191780821918, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 80.82191780821918}]}, "minority": {"total_fav_percent": 73.83177570093457, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 73.83177570093457, "fairness_value": 91.4, "perfect_equality": 80.82191780821918, "acceptable_fav_class_percent": 79.2055, "is_biased": true}], "acceptable_fav_class_percent": 79.2055}, "records_evaluated": {"newest_timestamp": "2019-07-26T19:35:46.034Z", "oldest_timestamp": "2019-07-26T19:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 55.172413793103445}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.832% of the time. The perfect equality is 80.822%. Debiased fairness for Age is 91.4% (73.832/80.822).", "parameters": ["[18-25]", 73.832, 80.822, "Age", 91.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.832%. The perfect equality value for that group is 80.822%. The fairness score is 0.914 using the following formula. 73.832/80.822 = 0.914", "parameters": ["Age", "18-25", 73.832, 80.822, 0.914]}, {"id": "disparate_impact_ratio_formula", "message": "73.832 / 80.822 = 0.914", "parameters": [73.832, "/", 80.822, 0.914]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 88.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 127, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 149, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-26T18:35:46.034Z", "oldest_timestamp": "2019-07-26T18:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 88.7, "is_biased": true, "majority": {"total_fav_percent": 81.93548387096774, "total_rows_percent": 43.05555555555556, "values": [{"value": [26, 75], "fav_class_percent": 81.93548387096774}]}, "minority": {"total_fav_percent": 72.6829268292683, "total_rows_percent": 56.94444444444444, "values": [{"value": [18, 25], "fav_class_percent": 72.6829268292683, "fairness_value": 88.7, "perfect_equality": 81.93548387096774, "acceptable_fav_class_percent": 80.2968, "is_biased": true}], "acceptable_fav_class_percent": 80.2968}, "records_evaluated": {"newest_timestamp": "2019-07-26T18:35:46.034Z", "oldest_timestamp": "2019-07-26T18:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 23], "fav_percent": 65.55555555555556}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.683% of the time. The perfect equality is 81.935%. Debiased fairness for Age is 88.7% (72.683/81.935).", "parameters": ["[18-25]", 72.683, 81.935, "Age", 88.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.683%. The perfect equality value for that group is 81.935%. The fairness score is 0.887 using the following formula. 72.683/81.935 = 0.887", "parameters": ["Age", "18-25", 72.683, 81.935, 0.887]}, {"id": "disparate_impact_ratio_formula", "message": "72.683 / 81.935 = 0.887", "parameters": [72.683, "/", 81.935, 0.887]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.39999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 108, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-26T17:35:46.034Z", "oldest_timestamp": "2019-07-26T17:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.39999999999999, "is_biased": true, "majority": {"total_fav_percent": 79.41176470588235, "total_rows_percent": 37.77777777777778, "values": [{"value": [26, 75], "fav_class_percent": 79.41176470588235}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 62.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 75.0, "fairness_value": 94.39999999999999, "perfect_equality": 79.41176470588235, "acceptable_fav_class_percent": 77.8235, "is_biased": true}], "acceptable_fav_class_percent": 77.8235}, "records_evaluated": {"newest_timestamp": "2019-07-26T17:35:46.034Z", "oldest_timestamp": "2019-07-26T17:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.0% of the time. The perfect equality is 79.412%. Debiased fairness for Age is 94.4% (75.0/79.412).", "parameters": ["[18-25]", 75.0, 79.412, "Age", 94.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.0%. The perfect equality value for that group is 79.412%. The fairness score is 0.944 using the following formula. 75.0/79.412 = 0.944", "parameters": ["Age", "18-25", 75.0, 79.412, 0.944]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 79.412 = 0.944", "parameters": [75.0, "/", 79.412, 0.944]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 159, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-26T16:35:46.050Z", "oldest_timestamp": "2019-07-26T16:35:46.034Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.7, "is_biased": true, "majority": {"total_fav_percent": 80.6896551724138, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 80.6896551724138}]}, "minority": {"total_fav_percent": 73.95348837209302, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 73.95348837209302, "fairness_value": 91.7, "perfect_equality": 80.6896551724138, "acceptable_fav_class_percent": 79.0759, "is_biased": true}], "acceptable_fav_class_percent": 79.0759}, "records_evaluated": {"newest_timestamp": "2019-07-26T16:35:46.050Z", "oldest_timestamp": "2019-07-26T16:35:46.034Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 67.5}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.953% of the time. The perfect equality is 80.69%. Debiased fairness for Age is 91.7% (73.953/80.69).", "parameters": ["[18-25]", 73.953, 80.69, "Age", 91.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.953%. The perfect equality value for that group is 80.69%. The fairness score is 0.917 using the following formula. 73.953/80.69 = 0.917", "parameters": ["Age", "18-25", 73.953, 80.69, 0.917]}, {"id": "disparate_impact_ratio_formula", "message": "73.953 / 80.69 = 0.917", "parameters": [73.953, "/", 80.69, 0.917]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.8, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 95, true, "reference"], ["Sex", "male", "Risk", 25, false, "reference"], ["Sex", "female", "No Risk", 95, true, "monitored"], ["Sex", "female", "Risk", 25, false, "monitored"], ["Age", [26, 75], "No Risk", 116, true, "reference"], ["Age", [26, 75], "Risk", 25, false, "reference"], ["Age", [18, 25], "No Risk", 169, true, "monitored"], ["Age", [18, 25], "Risk", 50, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 79.16666666666666}]}, "minority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 79.16666666666666, "fairness_value": 100.0, "perfect_equality": 79.16666666666666, "acceptable_fav_class_percent": 77.5833, "is_biased": false}], "acceptable_fav_class_percent": 77.5833}, "records_evaluated": {"newest_timestamp": "2019-07-26T15:36:02.063Z", "oldest_timestamp": "2019-07-26T15:36:02.063Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 79.167% of the time. The perfect equality is 79.167%. Debiased fairness for Sex is 100.0% (79.167/79.167).", "parameters": ["female", 79.167, 79.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 79.167%. The perfect equality value for that group is 79.167%. The fairness score is 1.0 using the following formula. 79.167/79.167 = 1.0", "parameters": ["Sex", "female", 79.167, 79.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "79.167 / 79.167 = 1.0", "parameters": [79.167, "/", 79.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.8, "is_biased": true, "majority": {"total_fav_percent": 82.26950354609929, "total_rows_percent": 39.166666666666664, "values": [{"value": [26, 75], "fav_class_percent": 82.26950354609929}]}, "minority": {"total_fav_percent": 77.1689497716895, "total_rows_percent": 60.83333333333333, "values": [{"value": [18, 25], "fav_class_percent": 77.1689497716895, "fairness_value": 93.8, "perfect_equality": 82.26950354609929, "acceptable_fav_class_percent": 80.6241, "is_biased": true}], "acceptable_fav_class_percent": 80.6241}, "records_evaluated": {"newest_timestamp": "2019-07-26T15:36:02.063Z", "oldest_timestamp": "2019-07-26T15:36:02.063Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 72.85714285714285}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.169% of the time. The perfect equality is 82.27%. Debiased fairness for Age is 93.8% (77.169/82.27).", "parameters": ["[18-25]", 77.169, 82.27, "Age", 93.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.169%. The perfect equality value for that group is 82.27%. The fairness score is 0.938 using the following formula. 77.169/82.27 = 0.938", "parameters": ["Age", "18-25", 77.169, 82.27, 0.938]}, {"id": "disparate_impact_ratio_formula", "message": "77.169 / 82.27 = 0.938", "parameters": [77.169, "/", 82.27, 0.938]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 85, true, "reference"], ["Sex", "male", "Risk", 35, false, "reference"], ["Sex", "female", "No Risk", 85, true, "monitored"], ["Sex", "female", "Risk", 35, false, "monitored"], ["Age", [26, 75], "No Risk", 102, true, "reference"], ["Age", [26, 75], "Risk", 35, false, "reference"], ["Age", [18, 25], "No Risk", 150, true, "monitored"], ["Age", [18, 25], "Risk", 70, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 70.83333333333334}]}, "minority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 70.83333333333334, "fairness_value": 100.0, "perfect_equality": 70.83333333333334, "acceptable_fav_class_percent": 69.4167, "is_biased": false}], "acceptable_fav_class_percent": 69.4167}, "records_evaluated": {"newest_timestamp": "2019-07-26T14:36:02.063Z", "oldest_timestamp": "2019-07-26T14:36:02.063Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 70.833% of the time. The perfect equality is 70.833%. Debiased fairness for Sex is 100.0% (70.833/70.833).", "parameters": ["female", 70.833, 70.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 70.833%. The perfect equality value for that group is 70.833%. The fairness score is 1.0 using the following formula. 70.833/70.833 = 1.0", "parameters": ["Sex", "female", 70.833, 70.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "70.833 / 70.833 = 1.0", "parameters": [70.833, "/", 70.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 74.45255474452554, "total_rows_percent": 38.37535014005603, "values": [{"value": [26, 75], "fav_class_percent": 74.45255474452554}]}, "minority": {"total_fav_percent": 68.18181818181817, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 68.18181818181817, "fairness_value": 90.9, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": true}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-26T14:36:02.063Z", "oldest_timestamp": "2019-07-26T14:36:02.063Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 66.21621621621621}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.182% of the time. The perfect equality is 75.0%. Debiased fairness for Age is 90.9% (68.182/75.0).", "parameters": ["[18-25]", 68.182, 75.0, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.182%. The perfect equality value for that group is 75.0%. The fairness score is 0.909 using the following formula. 68.182/75.0 = 0.909", "parameters": ["Age", "18-25", 68.182, 75.0, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "68.182 / 75.0 = 0.909", "parameters": [68.182, "/", 75.0, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 81, true, "reference"], ["Sex", "male", "Risk", 39, false, "reference"], ["Sex", "female", "No Risk", 81, true, "monitored"], ["Sex", "female", "Risk", 39, false, "monitored"], ["Age", [26, 75], "No Risk", 98, true, "reference"], ["Age", [26, 75], "Risk", 39, false, "reference"], ["Age", [18, 25], "No Risk", 145, true, "monitored"], ["Age", [18, 25], "Risk", 78, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 67.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 67.5}]}, "minority": {"total_fav_percent": 67.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 67.5, "fairness_value": 100.0, "perfect_equality": 67.5, "acceptable_fav_class_percent": 66.15, "is_biased": false}], "acceptable_fav_class_percent": 66.15}, "records_evaluated": {"newest_timestamp": "2019-07-26T13:36:02.063Z", "oldest_timestamp": "2019-07-26T13:36:02.063Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 67.5% of the time. The perfect equality is 67.5%. Debiased fairness for Sex is 100.0% (67.5/67.5).", "parameters": ["female", 67.5, 67.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 67.5%. The perfect equality value for that group is 67.5%. The fairness score is 1.0 using the following formula. 67.5/67.5 = 1.0", "parameters": ["Sex", "female", 67.5, 67.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "67.5 / 67.5 = 1.0", "parameters": [67.5, "/", 67.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 71.53284671532847, "total_rows_percent": 38.05555555555556, "values": [{"value": [26, 75], "fav_class_percent": 71.53284671532847}]}, "minority": {"total_fav_percent": 65.02242152466367, "total_rows_percent": 61.94444444444444, "values": [{"value": [18, 25], "fav_class_percent": 65.02242152466367, "fairness_value": 90.9, "perfect_equality": 71.53284671532847, "acceptable_fav_class_percent": 70.1022, "is_biased": true}], "acceptable_fav_class_percent": 70.1022}, "records_evaluated": {"newest_timestamp": "2019-07-26T13:36:02.063Z", "oldest_timestamp": "2019-07-26T13:36:02.063Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 57.99999999999999}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 65.022% of the time. The perfect equality is 71.533%. Debiased fairness for Age is 90.9% (65.022/71.533).", "parameters": ["[18-25]", 65.022, 71.533, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 65.022%. The perfect equality value for that group is 71.533%. The fairness score is 0.909 using the following formula. 65.022/71.533 = 0.909", "parameters": ["Age", "18-25", 65.022, 71.533, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "65.022 / 71.533 = 0.909", "parameters": [65.022, "/", 71.533, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 122, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-26T12:36:02.063Z", "oldest_timestamp": "2019-07-26T12:36:02.063Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 81.87919463087249, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 81.87919463087249}]}, "minority": {"total_fav_percent": 74.40758293838863, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 74.40758293838863, "fairness_value": 90.9, "perfect_equality": 81.87919463087249, "acceptable_fav_class_percent": 80.2416, "is_biased": true}], "acceptable_fav_class_percent": 80.2416}, "records_evaluated": {"newest_timestamp": "2019-07-26T12:36:02.063Z", "oldest_timestamp": "2019-07-26T12:36:02.063Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 68.75}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.408% of the time. The perfect equality is 81.879%. Debiased fairness for Age is 90.9% (74.408/81.879).", "parameters": ["[18-25]", 74.408, 81.879, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.408%. The perfect equality value for that group is 81.879%. The fairness score is 0.909 using the following formula. 74.408/81.879 = 0.909", "parameters": ["Age", "18-25", 74.408, 81.879, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "74.408 / 81.879 = 0.909", "parameters": [74.408, "/", 81.879, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 85.39999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 75, true, "reference"], ["Sex", "male", "Risk", 45, false, "reference"], ["Sex", "female", "No Risk", 75, true, "monitored"], ["Sex", "female", "Risk", 45, false, "monitored"], ["Age", [26, 75], "No Risk", 94, true, "reference"], ["Age", [26, 75], "Risk", 45, false, "reference"], ["Age", [18, 25], "No Risk", 127, true, "monitored"], ["Age", [18, 25], "Risk", 90, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 62.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 62.5}]}, "minority": {"total_fav_percent": 62.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 62.5, "fairness_value": 100.0, "perfect_equality": 62.5, "acceptable_fav_class_percent": 61.25, "is_biased": false}], "acceptable_fav_class_percent": 61.25}, "records_evaluated": {"newest_timestamp": "2019-07-26T11:36:02.063Z", "oldest_timestamp": "2019-07-26T11:36:02.063Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 62.5% of the time. The perfect equality is 62.5%. Debiased fairness for Sex is 100.0% (62.5/62.5).", "parameters": ["female", 62.5, 62.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 62.5%. The perfect equality value for that group is 62.5%. The fairness score is 1.0 using the following formula. 62.5/62.5 = 1.0", "parameters": ["Sex", "female", 62.5, 62.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "62.5 / 62.5 = 1.0", "parameters": [62.5, "/", 62.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 85.39999999999999, "is_biased": true, "majority": {"total_fav_percent": 67.62589928057554, "total_rows_percent": 39.04494382022472, "values": [{"value": [26, 75], "fav_class_percent": 67.62589928057554}]}, "minority": {"total_fav_percent": 58.525345622119815, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 58.525345622119815, "fairness_value": 85.39999999999999, "perfect_equality": 68.53146853146853, "acceptable_fav_class_percent": 67.1608, "is_biased": true}], "acceptable_fav_class_percent": 67.1608}, "records_evaluated": {"newest_timestamp": "2019-07-26T11:36:02.063Z", "oldest_timestamp": "2019-07-26T11:36:02.063Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 25], "fav_percent": 50.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 58.525% of the time. The perfect equality is 68.531%. Debiased fairness for Age is 85.4% (58.525/68.531).", "parameters": ["[18-25]", 58.525, 68.531, "Age", 85.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 58.525%. The perfect equality value for that group is 68.531%. The fairness score is 0.854 using the following formula. 58.525/68.531 = 0.854", "parameters": ["Age", "18-25", 58.525, 68.531, 0.854]}, {"id": "disparate_impact_ratio_formula", "message": "58.525 / 68.531 = 0.854", "parameters": [58.525, "/", 68.531, 0.854]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 114, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-26T10:36:02.063Z", "oldest_timestamp": "2019-07-26T10:36:02.063Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.3, "is_biased": true, "majority": {"total_fav_percent": 79.72027972027972, "total_rows_percent": 39.94413407821229, "values": [{"value": [26, 75], "fav_class_percent": 79.72027972027972}]}, "minority": {"total_fav_percent": 73.0232558139535, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 73.0232558139535, "fairness_value": 91.3, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": true}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-26T10:36:02.063Z", "oldest_timestamp": "2019-07-26T10:36:02.063Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.023% of the time. The perfect equality is 80.0%. Debiased fairness for Age is 91.3% (73.023/80.0).", "parameters": ["[18-25]", 73.023, 80.0, "Age", 91.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.023%. The perfect equality value for that group is 80.0%. The fairness score is 0.913 using the following formula. 73.023/80.0 = 0.913", "parameters": ["Age", "18-25", 73.023, 80.0, 0.913]}, {"id": "disparate_impact_ratio_formula", "message": "73.023 / 80.0 = 0.913", "parameters": [73.023, "/", 80.0, 0.913]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 87, true, "reference"], ["Sex", "male", "Risk", 33, false, "reference"], ["Sex", "female", "No Risk", 87, true, "monitored"], ["Sex", "female", "Risk", 33, false, "monitored"], ["Age", [26, 75], "No Risk", 104, true, "reference"], ["Age", [26, 75], "Risk", 33, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 66, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 72.5}]}, "minority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 72.5, "fairness_value": 100.0, "perfect_equality": 72.5, "acceptable_fav_class_percent": 71.05, "is_biased": false}], "acceptable_fav_class_percent": 71.05}, "records_evaluated": {"newest_timestamp": "2019-07-26T09:36:02.063Z", "oldest_timestamp": "2019-07-26T09:36:02.063Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 72.5% of the time. The perfect equality is 72.5%. Debiased fairness for Sex is 100.0% (72.5/72.5).", "parameters": ["female", 72.5, 72.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 72.5%. The perfect equality value for that group is 72.5%. The fairness score is 1.0 using the following formula. 72.5/72.5 = 1.0", "parameters": ["Sex", "female", 72.5, 72.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "72.5 / 72.5 = 1.0", "parameters": [72.5, "/", 72.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.7, "is_biased": true, "majority": {"total_fav_percent": 75.91240875912408, "total_rows_percent": 38.05555555555556, "values": [{"value": [26, 75], "fav_class_percent": 75.91240875912408}]}, "minority": {"total_fav_percent": 70.4035874439462, "total_rows_percent": 61.94444444444444, "values": [{"value": [18, 25], "fav_class_percent": 70.4035874439462, "fairness_value": 92.7, "perfect_equality": 75.91240875912408, "acceptable_fav_class_percent": 74.3942, "is_biased": true}], "acceptable_fav_class_percent": 74.3942}, "records_evaluated": {"newest_timestamp": "2019-07-26T09:36:02.063Z", "oldest_timestamp": "2019-07-26T09:36:02.063Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 62.5}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.404% of the time. The perfect equality is 75.912%. Debiased fairness for Age is 92.7% (70.404/75.912).", "parameters": ["[18-25]", 70.404, 75.912, "Age", 92.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.404%. The perfect equality value for that group is 75.912%. The fairness score is 0.927 using the following formula. 70.404/75.912 = 0.927", "parameters": ["Age", "18-25", 70.404, 75.912, 0.927]}, {"id": "disparate_impact_ratio_formula", "message": "70.404 / 75.912 = 0.927", "parameters": [70.404, "/", 75.912, 0.927]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 159, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-26T08:36:02.078Z", "oldest_timestamp": "2019-07-26T08:36:02.063Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.7, "is_biased": true, "majority": {"total_fav_percent": 80.6896551724138, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 80.6896551724138}]}, "minority": {"total_fav_percent": 73.95348837209302, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 73.95348837209302, "fairness_value": 91.7, "perfect_equality": 80.6896551724138, "acceptable_fav_class_percent": 79.0759, "is_biased": true}], "acceptable_fav_class_percent": 79.0759}, "records_evaluated": {"newest_timestamp": "2019-07-26T08:36:02.078Z", "oldest_timestamp": "2019-07-26T08:36:02.063Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 67.27272727272727}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.953% of the time. The perfect equality is 80.69%. Debiased fairness for Age is 91.7% (73.953/80.69).", "parameters": ["[18-25]", 73.953, 80.69, "Age", 91.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.953%. The perfect equality value for that group is 80.69%. The fairness score is 0.917 using the following formula. 73.953/80.69 = 0.917", "parameters": ["Age", "18-25", 73.953, 80.69, 0.917]}, {"id": "disparate_impact_ratio_formula", "message": "73.953 / 80.69 = 0.917", "parameters": [73.953, "/", 80.69, 0.917]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 83, true, "reference"], ["Sex", "male", "Risk", 37, false, "reference"], ["Sex", "female", "No Risk", 83, true, "monitored"], ["Sex", "female", "Risk", 37, false, "monitored"], ["Age", [26, 75], "No Risk", 101, true, "reference"], ["Age", [26, 75], "Risk", 36, false, "reference"], ["Age", [18, 25], "No Risk", 146, true, "monitored"], ["Age", [18, 25], "Risk", 74, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 69.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 69.16666666666667}]}, "minority": {"total_fav_percent": 69.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 69.16666666666667, "fairness_value": 100.0, "perfect_equality": 69.16666666666667, "acceptable_fav_class_percent": 67.7833, "is_biased": false}], "acceptable_fav_class_percent": 67.7833}, "records_evaluated": {"newest_timestamp": "2019-07-26T07:36:02.078Z", "oldest_timestamp": "2019-07-26T07:36:02.078Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 69.167% of the time. The perfect equality is 69.167%. Debiased fairness for Sex is 100.0% (69.167/69.167).", "parameters": ["female", 69.167, 69.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 69.167%. The perfect equality value for that group is 69.167%. The fairness score is 1.0 using the following formula. 69.167/69.167 = 1.0", "parameters": ["Sex", "female", 69.167, 69.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "69.167 / 69.167 = 1.0", "parameters": [69.167, "/", 69.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.2, "is_biased": true, "majority": {"total_fav_percent": 73.72262773722628, "total_rows_percent": 38.37535014005603, "values": [{"value": [26, 75], "fav_class_percent": 73.72262773722628}]}, "minority": {"total_fav_percent": 66.36363636363637, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 66.36363636363637, "fairness_value": 90.2, "perfect_equality": 73.57142857142858, "acceptable_fav_class_percent": 72.1, "is_biased": true}], "acceptable_fav_class_percent": 72.1}, "records_evaluated": {"newest_timestamp": "2019-07-26T07:36:02.078Z", "oldest_timestamp": "2019-07-26T07:36:02.078Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 60.86956521739131}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 66.364% of the time. The perfect equality is 73.571%. Debiased fairness for Age is 90.2% (66.364/73.571).", "parameters": ["[18-25]", 66.364, 73.571, "Age", 90.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 66.364%. The perfect equality value for that group is 73.571%. The fairness score is 0.902 using the following formula. 66.364/73.571 = 0.902", "parameters": ["Age", "18-25", 66.364, 73.571, 0.902]}, {"id": "disparate_impact_ratio_formula", "message": "66.364 / 73.571 = 0.902", "parameters": [66.364, "/", 73.571, 0.902]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.10000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 96, true, "reference"], ["Sex", "male", "Risk", 24, false, "reference"], ["Sex", "female", "No Risk", 96, true, "monitored"], ["Sex", "female", "Risk", 24, false, "monitored"], ["Age", [26, 75], "No Risk", 121, true, "reference"], ["Age", [26, 75], "Risk", 24, false, "reference"], ["Age", [18, 25], "No Risk", 167, true, "monitored"], ["Age", [18, 25], "Risk", 48, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.0, "fairness_value": 100.0, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": false}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-26T06:36:02.078Z", "oldest_timestamp": "2019-07-26T06:36:02.078Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.0% of the time. The perfect equality is 80.0%. Debiased fairness for Sex is 100.0% (80.0/80.0).", "parameters": ["female", 80.0, 80.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.0%. The perfect equality value for that group is 80.0%. The fairness score is 1.0 using the following formula. 80.0/80.0 = 1.0", "parameters": ["Sex", "female", 80.0, 80.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 80.0 = 1.0", "parameters": [80.0, "/", 80.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.10000000000001, "is_biased": true, "majority": {"total_fav_percent": 83.44827586206897, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 83.44827586206897}]}, "minority": {"total_fav_percent": 77.67441860465117, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 77.67441860465117, "fairness_value": 93.10000000000001, "perfect_equality": 83.44827586206897, "acceptable_fav_class_percent": 81.7793, "is_biased": true}], "acceptable_fav_class_percent": 81.7793}, "records_evaluated": {"newest_timestamp": "2019-07-26T06:36:02.078Z", "oldest_timestamp": "2019-07-26T06:36:02.078Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 70.27027027027027}, {"range": [26, 34], "fav_percent": 97.43589743589743}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.674% of the time. The perfect equality is 83.448%. Debiased fairness for Age is 93.1% (77.674/83.448).", "parameters": ["[18-25]", 77.674, 83.448, "Age", 93.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.674%. The perfect equality value for that group is 83.448%. The fairness score is 0.931 using the following formula. 77.674/83.448 = 0.931", "parameters": ["Age", "18-25", 77.674, 83.448, 0.931]}, {"id": "disparate_impact_ratio_formula", "message": "77.674 / 83.448 = 0.931", "parameters": [77.674, "/", 83.448, 0.931]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 88, true, "reference"], ["Sex", "male", "Risk", 32, false, "reference"], ["Sex", "female", "No Risk", 88, true, "monitored"], ["Sex", "female", "Risk", 32, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 32, false, "reference"], ["Age", [18, 25], "No Risk", 149, true, "monitored"], ["Age", [18, 25], "Risk", 64, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 73.33333333333333}]}, "minority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 73.33333333333333, "fairness_value": 100.0, "perfect_equality": 73.33333333333333, "acceptable_fav_class_percent": 71.8667, "is_biased": false}], "acceptable_fav_class_percent": 71.8667}, "records_evaluated": {"newest_timestamp": "2019-07-26T05:36:02.078Z", "oldest_timestamp": "2019-07-26T05:36:02.078Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 73.333% of the time. The perfect equality is 73.333%. Debiased fairness for Sex is 100.0% (73.333/73.333).", "parameters": ["female", 73.333, 73.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 73.333%. The perfect equality value for that group is 73.333%. The fairness score is 1.0 using the following formula. 73.333/73.333 = 1.0", "parameters": ["Sex", "female", 73.333, 73.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "73.333 / 73.333 = 1.0", "parameters": [73.333, "/", 73.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.4, "is_biased": true, "majority": {"total_fav_percent": 78.2312925170068, "total_rows_percent": 40.833333333333336, "values": [{"value": [26, 75], "fav_class_percent": 78.2312925170068}]}, "minority": {"total_fav_percent": 69.95305164319248, "total_rows_percent": 59.166666666666664, "values": [{"value": [18, 25], "fav_class_percent": 69.95305164319248, "fairness_value": 89.4, "perfect_equality": 78.2312925170068, "acceptable_fav_class_percent": 76.6667, "is_biased": true}], "acceptable_fav_class_percent": 76.6667}, "records_evaluated": {"newest_timestamp": "2019-07-26T05:36:02.078Z", "oldest_timestamp": "2019-07-26T05:36:02.078Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 65.85365853658537}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 69.953% of the time. The perfect equality is 78.231%. Debiased fairness for Age is 89.4% (69.953/78.231).", "parameters": ["[18-25]", 69.953, 78.231, "Age", 89.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 69.953%. The perfect equality value for that group is 78.231%. The fairness score is 0.894 using the following formula. 69.953/78.231 = 0.894", "parameters": ["Age", "18-25", 69.953, 78.231, 0.894]}, {"id": "disparate_impact_ratio_formula", "message": "69.953 / 78.231 = 0.894", "parameters": [69.953, "/", 78.231, 0.894]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 97, true, "reference"], ["Sex", "male", "Risk", 23, false, "reference"], ["Sex", "female", "No Risk", 97, true, "monitored"], ["Sex", "female", "Risk", 23, false, "monitored"], ["Age", [26, 75], "No Risk", 135, true, "reference"], ["Age", [26, 75], "Risk", 23, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 46, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.83333333333333}]}, "minority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.83333333333333, "fairness_value": 100.0, "perfect_equality": 80.83333333333333, "acceptable_fav_class_percent": 79.2167, "is_biased": false}], "acceptable_fav_class_percent": 79.2167}, "records_evaluated": {"newest_timestamp": "2019-07-26T04:36:02.078Z", "oldest_timestamp": "2019-07-26T04:36:02.078Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.833% of the time. The perfect equality is 80.833%. Debiased fairness for Sex is 100.0% (80.833/80.833).", "parameters": ["female", 80.833, 80.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.833%. The perfect equality value for that group is 80.833%. The fairness score is 1.0 using the following formula. 80.833/80.833 = 1.0", "parameters": ["Sex", "female", 80.833, 80.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.833 / 80.833 = 1.0", "parameters": [80.833, "/", 80.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.4, "is_biased": true, "majority": {"total_fav_percent": 85.44303797468355, "total_rows_percent": 43.888888888888886, "values": [{"value": [26, 75], "fav_class_percent": 85.44303797468355}]}, "minority": {"total_fav_percent": 77.22772277227723, "total_rows_percent": 56.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 77.22772277227723, "fairness_value": 90.4, "perfect_equality": 85.44303797468355, "acceptable_fav_class_percent": 83.7342, "is_biased": true}], "acceptable_fav_class_percent": 83.7342}, "records_evaluated": {"newest_timestamp": "2019-07-26T04:36:02.078Z", "oldest_timestamp": "2019-07-26T04:36:02.078Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [26, 34], "fav_percent": 100.0}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.228% of the time. The perfect equality is 85.443%. Debiased fairness for Age is 90.4% (77.228/85.443).", "parameters": ["[18-25]", 77.228, 85.443, "Age", 90.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.228%. The perfect equality value for that group is 85.443%. The fairness score is 0.904 using the following formula. 77.228/85.443 = 0.904", "parameters": ["Age", "18-25", 77.228, 85.443, 0.904]}, {"id": "disparate_impact_ratio_formula", "message": "77.228 / 85.443 = 0.904", "parameters": [77.228, "/", 85.443, 0.904]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 110, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 148, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-26T03:36:02.136Z", "oldest_timestamp": "2019-07-26T03:36:02.078Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.7, "is_biased": true, "majority": {"total_fav_percent": 76.38888888888889, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 76.38888888888889}]}, "minority": {"total_fav_percent": 68.51851851851852, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 68.51851851851852, "fairness_value": 89.7, "perfect_equality": 76.38888888888889, "acceptable_fav_class_percent": 74.8611, "is_biased": true}], "acceptable_fav_class_percent": 74.8611}, "records_evaluated": {"newest_timestamp": "2019-07-26T03:36:02.136Z", "oldest_timestamp": "2019-07-26T03:36:02.078Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 63.829787234042556}, {"range": [26, 34], "fav_percent": 100.0}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.519% of the time. The perfect equality is 76.389%. Debiased fairness for Age is 89.7% (68.519/76.389).", "parameters": ["[18-25]", 68.519, 76.389, "Age", 89.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.519%. The perfect equality value for that group is 76.389%. The fairness score is 0.897 using the following formula. 68.519/76.389 = 0.897", "parameters": ["Age", "18-25", 68.519, 76.389, 0.897]}, {"id": "disparate_impact_ratio_formula", "message": "68.519 / 76.389 = 0.897", "parameters": [68.519, "/", 76.389, 0.897]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 116, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 163, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-26T02:36:02.136Z", "oldest_timestamp": "2019-07-26T02:36:02.136Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 81.11888111888112, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 81.11888111888112}]}, "minority": {"total_fav_percent": 75.11520737327189, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 75.11520737327189, "fairness_value": 92.60000000000001, "perfect_equality": 81.11888111888112, "acceptable_fav_class_percent": 79.4965, "is_biased": true}], "acceptable_fav_class_percent": 79.4965}, "records_evaluated": {"newest_timestamp": "2019-07-26T02:36:02.136Z", "oldest_timestamp": "2019-07-26T02:36:02.136Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.115% of the time. The perfect equality is 81.119%. Debiased fairness for Age is 92.6% (75.115/81.119).", "parameters": ["[18-25]", 75.115, 81.119, "Age", 92.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.115%. The perfect equality value for that group is 81.119%. The fairness score is 0.926 using the following formula. 75.115/81.119 = 0.926", "parameters": ["Age", "18-25", 75.115, 81.119, 0.926]}, {"id": "disparate_impact_ratio_formula", "message": "75.115 / 81.119 = 0.926", "parameters": [75.115, "/", 81.119, 0.926]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 87, true, "reference"], ["Sex", "male", "Risk", 33, false, "reference"], ["Sex", "female", "No Risk", 87, true, "monitored"], ["Sex", "female", "Risk", 33, false, "monitored"], ["Age", [26, 75], "No Risk", 104, true, "reference"], ["Age", [26, 75], "Risk", 33, false, "reference"], ["Age", [18, 25], "No Risk", 151, true, "monitored"], ["Age", [18, 25], "Risk", 66, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 72.5}]}, "minority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 72.5, "fairness_value": 100.0, "perfect_equality": 72.5, "acceptable_fav_class_percent": 71.05, "is_biased": false}], "acceptable_fav_class_percent": 71.05}, "records_evaluated": {"newest_timestamp": "2019-07-26T01:36:02.136Z", "oldest_timestamp": "2019-07-26T01:36:02.136Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 72.5% of the time. The perfect equality is 72.5%. Debiased fairness for Sex is 100.0% (72.5/72.5).", "parameters": ["female", 72.5, 72.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 72.5%. The perfect equality value for that group is 72.5%. The fairness score is 1.0 using the following formula. 72.5/72.5 = 1.0", "parameters": ["Sex", "female", 72.5, 72.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "72.5 / 72.5 = 1.0", "parameters": [72.5, "/", 72.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.5, "is_biased": true, "majority": {"total_fav_percent": 75.91240875912408, "total_rows_percent": 38.70056497175141, "values": [{"value": [26, 75], "fav_class_percent": 75.91240875912408}]}, "minority": {"total_fav_percent": 69.5852534562212, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 69.5852534562212, "fairness_value": 90.5, "perfect_equality": 76.92307692307693, "acceptable_fav_class_percent": 75.3846, "is_biased": true}], "acceptable_fav_class_percent": 75.3846}, "records_evaluated": {"newest_timestamp": "2019-07-26T01:36:02.136Z", "oldest_timestamp": "2019-07-26T01:36:02.136Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 69.585% of the time. The perfect equality is 76.923%. Debiased fairness for Age is 90.5% (69.585/76.923).", "parameters": ["[18-25]", 69.585, 76.923, "Age", 90.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 69.585%. The perfect equality value for that group is 76.923%. The fairness score is 0.905 using the following formula. 69.585/76.923 = 0.905", "parameters": ["Age", "18-25", 69.585, 76.923, 0.905]}, {"id": "disparate_impact_ratio_formula", "message": "69.585 / 76.923 = 0.905", "parameters": [69.585, "/", 76.923, 0.905]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 113, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 165, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-26T00:36:02.152Z", "oldest_timestamp": "2019-07-26T00:36:02.136Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.9, "is_biased": true, "majority": {"total_fav_percent": 81.29496402877699, "total_rows_percent": 39.04494382022472, "values": [{"value": [26, 75], "fav_class_percent": 81.29496402877699}]}, "minority": {"total_fav_percent": 76.036866359447, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 76.036866359447, "fairness_value": 92.9, "perfect_equality": 81.81818181818183, "acceptable_fav_class_percent": 80.1818, "is_biased": true}], "acceptable_fav_class_percent": 80.1818}, "records_evaluated": {"newest_timestamp": "2019-07-26T00:36:02.152Z", "oldest_timestamp": "2019-07-26T00:36:02.136Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.037% of the time. The perfect equality is 81.818%. Debiased fairness for Age is 92.9% (76.037/81.818).", "parameters": ["[18-25]", 76.037, 81.818, "Age", 92.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.037%. The perfect equality value for that group is 81.818%. The fairness score is 0.929 using the following formula. 76.037/81.818 = 0.929", "parameters": ["Age", "18-25", 76.037, 81.818, 0.929]}, {"id": "disparate_impact_ratio_formula", "message": "76.037 / 81.818 = 0.929", "parameters": [76.037, "/", 81.818, 0.929]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 122, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-25T23:36:02.152Z", "oldest_timestamp": "2019-07-25T23:36:02.152Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 81.87919463087249, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 81.87919463087249}]}, "minority": {"total_fav_percent": 74.40758293838863, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 74.40758293838863, "fairness_value": 90.9, "perfect_equality": 81.87919463087249, "acceptable_fav_class_percent": 80.2416, "is_biased": true}], "acceptable_fav_class_percent": 80.2416}, "records_evaluated": {"newest_timestamp": "2019-07-25T23:36:02.152Z", "oldest_timestamp": "2019-07-25T23:36:02.152Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [62, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.408% of the time. The perfect equality is 81.879%. Debiased fairness for Age is 90.9% (74.408/81.879).", "parameters": ["[18-25]", 74.408, 81.879, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.408%. The perfect equality value for that group is 81.879%. The fairness score is 0.909 using the following formula. 74.408/81.879 = 0.909", "parameters": ["Age", "18-25", 74.408, 81.879, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "74.408 / 81.879 = 0.909", "parameters": [74.408, "/", 81.879, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 113, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 160, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-25T22:36:02.152Z", "oldest_timestamp": "2019-07-25T22:36:02.152Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.2, "is_biased": true, "majority": {"total_fav_percent": 79.5774647887324, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 79.5774647887324}]}, "minority": {"total_fav_percent": 73.39449541284404, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 73.39449541284404, "fairness_value": 92.2, "perfect_equality": 79.5774647887324, "acceptable_fav_class_percent": 77.9859, "is_biased": true}], "acceptable_fav_class_percent": 77.9859}, "records_evaluated": {"newest_timestamp": "2019-07-25T22:36:02.152Z", "oldest_timestamp": "2019-07-25T22:36:02.152Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 66.66666666666666}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.394% of the time. The perfect equality is 79.577%. Debiased fairness for Age is 92.2% (73.394/79.577).", "parameters": ["[18-25]", 73.394, 79.577, "Age", 92.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.394%. The perfect equality value for that group is 79.577%. The fairness score is 0.922 using the following formula. 73.394/79.577 = 0.922", "parameters": ["Age", "18-25", 73.394, 79.577, 0.922]}, {"id": "disparate_impact_ratio_formula", "message": "73.394 / 79.577 = 0.922", "parameters": [73.394, "/", 79.577, 0.922]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 121, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 159, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-25T21:36:02.152Z", "oldest_timestamp": "2019-07-25T21:36:02.152Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.3, "is_biased": true, "majority": {"total_fav_percent": 82.31292517006803, "total_rows_percent": 41.06145251396648, "values": [{"value": [26, 75], "fav_class_percent": 82.31292517006803}]}, "minority": {"total_fav_percent": 75.35545023696683, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 75.35545023696683, "fairness_value": 91.3, "perfect_equality": 82.5503355704698, "acceptable_fav_class_percent": 80.8993, "is_biased": true}], "acceptable_fav_class_percent": 80.8993}, "records_evaluated": {"newest_timestamp": "2019-07-25T21:36:02.152Z", "oldest_timestamp": "2019-07-25T21:36:02.152Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 69.56521739130434}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.355% of the time. The perfect equality is 82.55%. Debiased fairness for Age is 91.3% (75.355/82.55).", "parameters": ["[18-25]", 75.355, 82.55, "Age", 91.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.355%. The perfect equality value for that group is 82.55%. The fairness score is 0.913 using the following formula. 75.355/82.55 = 0.913", "parameters": ["Age", "18-25", 75.355, 82.55, 0.913]}, {"id": "disparate_impact_ratio_formula", "message": "75.355 / 82.55 = 0.913", "parameters": [75.355, "/", 82.55, 0.913]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 161, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-25T20:36:02.152Z", "oldest_timestamp": "2019-07-25T20:36:02.152Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.0, "is_biased": true, "majority": {"total_fav_percent": 81.37931034482759, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 81.37931034482759}]}, "minority": {"total_fav_percent": 74.88372093023256, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 74.88372093023256, "fairness_value": 92.0, "perfect_equality": 81.37931034482759, "acceptable_fav_class_percent": 79.7517, "is_biased": true}], "acceptable_fav_class_percent": 79.7517}, "records_evaluated": {"newest_timestamp": "2019-07-25T20:36:02.152Z", "oldest_timestamp": "2019-07-25T20:36:02.152Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 62.16216216216216}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.884% of the time. The perfect equality is 81.379%. Debiased fairness for Age is 92.0% (74.884/81.379).", "parameters": ["[18-25]", 74.884, 81.379, "Age", 92.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.884%. The perfect equality value for that group is 81.379%. The fairness score is 0.92 using the following formula. 74.884/81.379 = 0.92", "parameters": ["Age", "18-25", 74.884, 81.379, 0.92]}, {"id": "disparate_impact_ratio_formula", "message": "74.884 / 81.379 = 0.92", "parameters": [74.884, "/", 81.379, 0.92]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.8, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 87, true, "reference"], ["Sex", "male", "Risk", 33, false, "reference"], ["Sex", "female", "No Risk", 87, true, "monitored"], ["Sex", "female", "Risk", 33, false, "monitored"], ["Age", [26, 75], "No Risk", 104, true, "reference"], ["Age", [26, 75], "Risk", 33, false, "reference"], ["Age", [18, 25], "No Risk", 152, true, "monitored"], ["Age", [18, 25], "Risk", 66, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 72.5}]}, "minority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 72.5, "fairness_value": 100.0, "perfect_equality": 72.5, "acceptable_fav_class_percent": 71.05, "is_biased": false}], "acceptable_fav_class_percent": 71.05}, "records_evaluated": {"newest_timestamp": "2019-07-25T19:36:02.152Z", "oldest_timestamp": "2019-07-25T19:36:02.152Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 72.5% of the time. The perfect equality is 72.5%. Debiased fairness for Sex is 100.0% (72.5/72.5).", "parameters": ["female", 72.5, 72.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 72.5%. The perfect equality value for that group is 72.5%. The fairness score is 1.0 using the following formula. 72.5/72.5 = 1.0", "parameters": ["Sex", "female", 72.5, 72.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "72.5 / 72.5 = 1.0", "parameters": [72.5, "/", 72.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.8, "is_biased": true, "majority": {"total_fav_percent": 75.91240875912408, "total_rows_percent": 38.59154929577465, "values": [{"value": [26, 75], "fav_class_percent": 75.91240875912408}]}, "minority": {"total_fav_percent": 69.72477064220183, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 69.72477064220183, "fairness_value": 90.8, "perfect_equality": 76.76056338028168, "acceptable_fav_class_percent": 75.2254, "is_biased": true}], "acceptable_fav_class_percent": 75.2254}, "records_evaluated": {"newest_timestamp": "2019-07-25T19:36:02.152Z", "oldest_timestamp": "2019-07-25T19:36:02.152Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 66.07142857142857}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 69.725% of the time. The perfect equality is 76.761%. Debiased fairness for Age is 90.8% (69.725/76.761).", "parameters": ["[18-25]", 69.725, 76.761, "Age", 90.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 69.725%. The perfect equality value for that group is 76.761%. The fairness score is 0.908 using the following formula. 69.725/76.761 = 0.908", "parameters": ["Age", "18-25", 69.725, 76.761, 0.908]}, {"id": "disparate_impact_ratio_formula", "message": "69.725 / 76.761 = 0.908", "parameters": [69.725, "/", 76.761, 0.908]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 105, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 160, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-25T18:36:02.152Z", "oldest_timestamp": "2019-07-25T18:36:02.152Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 77.77777777777779, "total_rows_percent": 38.028169014084504, "values": [{"value": [26, 75], "fav_class_percent": 77.77777777777779}]}, "minority": {"total_fav_percent": 72.72727272727273, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 72.72727272727273, "fairness_value": 92.60000000000001, "perfect_equality": 78.57142857142857, "acceptable_fav_class_percent": 77.0, "is_biased": true}], "acceptable_fav_class_percent": 77.0}, "records_evaluated": {"newest_timestamp": "2019-07-25T18:36:02.152Z", "oldest_timestamp": "2019-07-25T18:36:02.152Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 68.29268292682927}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.727% of the time. The perfect equality is 78.571%. Debiased fairness for Age is 92.6% (72.727/78.571).", "parameters": ["[18-25]", 72.727, 78.571, "Age", 92.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.727%. The perfect equality value for that group is 78.571%. The fairness score is 0.926 using the following formula. 72.727/78.571 = 0.926", "parameters": ["Age", "18-25", 72.727, 78.571, 0.926]}, {"id": "disparate_impact_ratio_formula", "message": "72.727 / 78.571 = 0.926", "parameters": [72.727, "/", 78.571, 0.926]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 101, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 164, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-25T17:36:02.152Z", "oldest_timestamp": "2019-07-25T17:36:02.152Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.9, "is_biased": true, "majority": {"total_fav_percent": 78.90625, "total_rows_percent": 36.99421965317919, "values": [{"value": [26, 75], "fav_class_percent": 78.90625}]}, "minority": {"total_fav_percent": 75.22935779816514, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 75.22935779816514, "fairness_value": 92.9, "perfect_equality": 80.98591549295774, "acceptable_fav_class_percent": 79.3662, "is_biased": true}], "acceptable_fav_class_percent": 79.3662}, "records_evaluated": {"newest_timestamp": "2019-07-25T17:36:02.152Z", "oldest_timestamp": "2019-07-25T17:36:02.152Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 73.58490566037736}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.229% of the time. The perfect equality is 80.986%. Debiased fairness for Age is 92.9% (75.229/80.986).", "parameters": ["[18-25]", 75.229, 80.986, "Age", 92.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.229%. The perfect equality value for that group is 80.986%. The fairness score is 0.929 using the following formula. 75.229/80.986 = 0.929", "parameters": ["Age", "18-25", 75.229, 80.986, 0.929]}, {"id": "disparate_impact_ratio_formula", "message": "75.229 / 80.986 = 0.929", "parameters": [75.229, "/", 80.986, 0.929]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 98, true, "reference"], ["Sex", "male", "Risk", 22, false, "reference"], ["Sex", "female", "No Risk", 98, true, "monitored"], ["Sex", "female", "Risk", 22, false, "monitored"], ["Age", [26, 75], "No Risk", 129, true, "reference"], ["Age", [26, 75], "Risk", 22, false, "reference"], ["Age", [18, 25], "No Risk", 165, true, "monitored"], ["Age", [18, 25], "Risk", 44, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 81.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 81.66666666666667}]}, "minority": {"total_fav_percent": 81.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 81.66666666666667, "fairness_value": 100.0, "perfect_equality": 81.66666666666667, "acceptable_fav_class_percent": 80.0333, "is_biased": false}], "acceptable_fav_class_percent": 80.0333}, "records_evaluated": {"newest_timestamp": "2019-07-25T16:36:02.168Z", "oldest_timestamp": "2019-07-25T16:36:02.152Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 81.667% of the time. The perfect equality is 81.667%. Debiased fairness for Sex is 100.0% (81.667/81.667).", "parameters": ["female", 81.667, 81.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 81.667%. The perfect equality value for that group is 81.667%. The fairness score is 1.0 using the following formula. 81.667/81.667 = 1.0", "parameters": ["Sex", "female", 81.667, 81.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "81.667 / 81.667 = 1.0", "parameters": [81.667, "/", 81.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.4, "is_biased": true, "majority": {"total_fav_percent": 85.43046357615894, "total_rows_percent": 41.94444444444444, "values": [{"value": [26, 75], "fav_class_percent": 85.43046357615894}]}, "minority": {"total_fav_percent": 78.94736842105263, "total_rows_percent": 58.05555555555556, "values": [{"value": [18, 25], "fav_class_percent": 78.94736842105263, "fairness_value": 92.4, "perfect_equality": 85.43046357615894, "acceptable_fav_class_percent": 83.7219, "is_biased": true}], "acceptable_fav_class_percent": 83.7219}, "records_evaluated": {"newest_timestamp": "2019-07-25T16:36:02.168Z", "oldest_timestamp": "2019-07-25T16:36:02.152Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 72.72727272727273}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 78.947% of the time. The perfect equality is 85.43%. Debiased fairness for Age is 92.4% (78.947/85.43).", "parameters": ["[18-25]", 78.947, 85.43, "Age", 92.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 78.947%. The perfect equality value for that group is 85.43%. The fairness score is 0.924 using the following formula. 78.947/85.43 = 0.924", "parameters": ["Age", "18-25", 78.947, 85.43, 0.924]}, {"id": "disparate_impact_ratio_formula", "message": "78.947 / 85.43 = 0.924", "parameters": [78.947, "/", 85.43, 0.924]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 108, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 162, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-25T15:36:16.761Z", "oldest_timestamp": "2019-07-25T15:36:16.761Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.2, "is_biased": true, "majority": {"total_fav_percent": 78.26086956521739, "total_rows_percent": 38.333333333333336, "values": [{"value": [26, 75], "fav_class_percent": 78.26086956521739}]}, "minority": {"total_fav_percent": 72.97297297297297, "total_rows_percent": 61.66666666666667, "values": [{"value": [18, 25], "fav_class_percent": 72.97297297297297, "fairness_value": 93.2, "perfect_equality": 78.26086956521739, "acceptable_fav_class_percent": 76.6957, "is_biased": true}], "acceptable_fav_class_percent": 76.6957}, "records_evaluated": {"newest_timestamp": "2019-07-25T15:36:16.761Z", "oldest_timestamp": "2019-07-25T15:36:16.761Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 23], "fav_percent": 66.26506024096386}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.973% of the time. The perfect equality is 78.261%. Debiased fairness for Age is 93.2% (72.973/78.261).", "parameters": ["[18-25]", 72.973, 78.261, "Age", 93.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.973%. The perfect equality value for that group is 78.261%. The fairness score is 0.932 using the following formula. 72.973/78.261 = 0.932", "parameters": ["Age", "18-25", 72.973, 78.261, 0.932]}, {"id": "disparate_impact_ratio_formula", "message": "72.973 / 78.261 = 0.932", "parameters": [72.973, "/", 78.261, 0.932]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 107, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-25T14:36:16.761Z", "oldest_timestamp": "2019-07-25T14:36:16.761Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 78.67647058823529, "total_rows_percent": 38.63636363636363, "values": [{"value": [26, 75], "fav_class_percent": 78.67647058823529}]}, "minority": {"total_fav_percent": 73.14814814814815, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 73.14814814814815, "fairness_value": 91.60000000000001, "perfect_equality": 79.86111111111111, "acceptable_fav_class_percent": 78.2639, "is_biased": true}], "acceptable_fav_class_percent": 78.2639}, "records_evaluated": {"newest_timestamp": "2019-07-25T14:36:16.761Z", "oldest_timestamp": "2019-07-25T14:36:16.761Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 61.66666666666667}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.148% of the time. The perfect equality is 79.861%. Debiased fairness for Age is 91.6% (73.148/79.861).", "parameters": ["[18-25]", 73.148, 79.861, "Age", 91.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.148%. The perfect equality value for that group is 79.861%. The fairness score is 0.916 using the following formula. 73.148/79.861 = 0.916", "parameters": ["Age", "18-25", 73.148, 79.861, 0.916]}, {"id": "disparate_impact_ratio_formula", "message": "73.148 / 79.861 = 0.916", "parameters": [73.148, "/", 79.861, 0.916]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 116, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 160, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-25T13:36:16.761Z", "oldest_timestamp": "2019-07-25T13:36:16.761Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.0, "is_biased": true, "majority": {"total_fav_percent": 80.55555555555556, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 80.55555555555556}]}, "minority": {"total_fav_percent": 74.07407407407408, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 74.07407407407408, "fairness_value": 92.0, "perfect_equality": 80.55555555555556, "acceptable_fav_class_percent": 78.9444, "is_biased": true}], "acceptable_fav_class_percent": 78.9444}, "records_evaluated": {"newest_timestamp": "2019-07-25T13:36:16.761Z", "oldest_timestamp": "2019-07-25T13:36:16.761Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 60.86956521739131}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.074% of the time. The perfect equality is 80.556%. Debiased fairness for Age is 92.0% (74.074/80.556).", "parameters": ["[18-25]", 74.074, 80.556, "Age", 92.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.074%. The perfect equality value for that group is 80.556%. The fairness score is 0.92 using the following formula. 74.074/80.556 = 0.92", "parameters": ["Age", "18-25", 74.074, 80.556, 0.92]}, {"id": "disparate_impact_ratio_formula", "message": "74.074 / 80.556 = 0.92", "parameters": [74.074, "/", 80.556, 0.92]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.39999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 102, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-25T12:36:16.761Z", "oldest_timestamp": "2019-07-25T12:36:16.761Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.39999999999999, "is_biased": true, "majority": {"total_fav_percent": 78.46153846153847, "total_rows_percent": 36.72316384180791, "values": [{"value": [26, 75], "fav_class_percent": 78.46153846153847}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 62.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 75.0, "fairness_value": 94.39999999999999, "perfect_equality": 79.41176470588235, "acceptable_fav_class_percent": 77.8235, "is_biased": true}], "acceptable_fav_class_percent": 77.8235}, "records_evaluated": {"newest_timestamp": "2019-07-25T12:36:16.761Z", "oldest_timestamp": "2019-07-25T12:36:16.761Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 35.294117647058826}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.0% of the time. The perfect equality is 79.412%. Debiased fairness for Age is 94.4% (75.0/79.412).", "parameters": ["[18-25]", 75.0, 79.412, "Age", 94.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.0%. The perfect equality value for that group is 79.412%. The fairness score is 0.944 using the following formula. 75.0/79.412 = 0.944", "parameters": ["Age", "18-25", 75.0, 79.412, 0.944]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 79.412 = 0.944", "parameters": [75.0, "/", 79.412, 0.944]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 102, true, "reference"], ["Sex", "male", "Risk", 18, false, "reference"], ["Sex", "female", "No Risk", 102, true, "monitored"], ["Sex", "female", "Risk", 18, false, "monitored"], ["Age", [26, 75], "No Risk", 140, true, "reference"], ["Age", [26, 75], "Risk", 18, false, "reference"], ["Age", [18, 25], "No Risk", 166, true, "monitored"], ["Age", [18, 25], "Risk", 36, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 85.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 85.0}]}, "minority": {"total_fav_percent": 85.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 85.0, "fairness_value": 100.0, "perfect_equality": 85.0, "acceptable_fav_class_percent": 83.3, "is_biased": false}], "acceptable_fav_class_percent": 83.3}, "records_evaluated": {"newest_timestamp": "2019-07-25T11:36:16.761Z", "oldest_timestamp": "2019-07-25T11:36:16.761Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 85.0% of the time. The perfect equality is 85.0%. Debiased fairness for Sex is 100.0% (85.0/85.0).", "parameters": ["female", 85.0, 85.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 85.0%. The perfect equality value for that group is 85.0%. The fairness score is 1.0 using the following formula. 85.0/85.0 = 1.0", "parameters": ["Sex", "female", 85.0, 85.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "85.0 / 85.0 = 1.0", "parameters": [85.0, "/", 85.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.7, "is_biased": true, "majority": {"total_fav_percent": 88.60759493670885, "total_rows_percent": 43.888888888888886, "values": [{"value": [26, 75], "fav_class_percent": 88.60759493670885}]}, "minority": {"total_fav_percent": 82.17821782178217, "total_rows_percent": 56.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 82.17821782178217, "fairness_value": 92.7, "perfect_equality": 88.60759493670885, "acceptable_fav_class_percent": 86.8354, "is_biased": true}], "acceptable_fav_class_percent": 86.8354}, "records_evaluated": {"newest_timestamp": "2019-07-25T11:36:16.761Z", "oldest_timestamp": "2019-07-25T11:36:16.761Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 82.178% of the time. The perfect equality is 88.608%. Debiased fairness for Age is 92.7% (82.178/88.608).", "parameters": ["[18-25]", 82.178, 88.608, "Age", 92.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 82.178%. The perfect equality value for that group is 88.608%. The fairness score is 0.927 using the following formula. 82.178/88.608 = 0.927", "parameters": ["Age", "18-25", 82.178, 88.608, 0.927]}, {"id": "disparate_impact_ratio_formula", "message": "82.178 / 88.608 = 0.927", "parameters": [82.178, "/", 88.608, 0.927]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.8, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 121, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 161, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-25T10:36:16.761Z", "oldest_timestamp": "2019-07-25T10:36:16.761Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.8, "is_biased": true, "majority": {"total_fav_percent": 82.31292517006803, "total_rows_percent": 40.833333333333336, "values": [{"value": [26, 75], "fav_class_percent": 82.31292517006803}]}, "minority": {"total_fav_percent": 75.5868544600939, "total_rows_percent": 59.166666666666664, "values": [{"value": [18, 25], "fav_class_percent": 75.5868544600939, "fairness_value": 91.8, "perfect_equality": 82.31292517006803, "acceptable_fav_class_percent": 80.6667, "is_biased": true}], "acceptable_fav_class_percent": 80.6667}, "records_evaluated": {"newest_timestamp": "2019-07-25T10:36:16.761Z", "oldest_timestamp": "2019-07-25T10:36:16.761Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 73.33333333333333}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.587% of the time. The perfect equality is 82.313%. Debiased fairness for Age is 91.8% (75.587/82.313).", "parameters": ["[18-25]", 75.587, 82.313, "Age", 91.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.587%. The perfect equality value for that group is 82.313%. The fairness score is 0.918 using the following formula. 75.587/82.313 = 0.918", "parameters": ["Age", "18-25", 75.587, 82.313, 0.918]}, {"id": "disparate_impact_ratio_formula", "message": "75.587 / 82.313 = 0.918", "parameters": [75.587, "/", 82.313, 0.918]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.30000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 110, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 159, true, "monitored"], ["Age", [18, 25], "Risk", 59, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-25T09:36:16.777Z", "oldest_timestamp": "2019-07-25T09:36:16.761Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.30000000000001, "is_biased": true, "majority": {"total_fav_percent": 78.01418439716312, "total_rows_percent": 39.27576601671309, "values": [{"value": [26, 75], "fav_class_percent": 78.01418439716312}]}, "minority": {"total_fav_percent": 72.93577981651376, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 72.93577981651376, "fairness_value": 93.30000000000001, "perfect_equality": 78.16901408450704, "acceptable_fav_class_percent": 76.6056, "is_biased": true}], "acceptable_fav_class_percent": 76.6056}, "records_evaluated": {"newest_timestamp": "2019-07-25T09:36:16.777Z", "oldest_timestamp": "2019-07-25T09:36:16.761Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 23], "fav_percent": 64.19753086419753}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.936% of the time. The perfect equality is 78.169%. Debiased fairness for Age is 93.3% (72.936/78.169).", "parameters": ["[18-25]", 72.936, 78.169, "Age", 93.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.936%. The perfect equality value for that group is 78.169%. The fairness score is 0.933 using the following formula. 72.936/78.169 = 0.933", "parameters": ["Age", "18-25", 72.936, 78.169, 0.933]}, {"id": "disparate_impact_ratio_formula", "message": "72.936 / 78.169 = 0.933", "parameters": [72.936, "/", 78.169, 0.933]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 101, true, "reference"], ["Sex", "male", "Risk", 19, false, "reference"], ["Sex", "female", "No Risk", 101, true, "monitored"], ["Sex", "female", "Risk", 19, false, "monitored"], ["Age", [26, 75], "No Risk", 135, true, "reference"], ["Age", [26, 75], "Risk", 19, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 38, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 84.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 84.16666666666667}]}, "minority": {"total_fav_percent": 84.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 84.16666666666667, "fairness_value": 100.0, "perfect_equality": 84.16666666666667, "acceptable_fav_class_percent": 82.4833, "is_biased": false}], "acceptable_fav_class_percent": 82.4833}, "records_evaluated": {"newest_timestamp": "2019-07-25T08:36:16.777Z", "oldest_timestamp": "2019-07-25T08:36:16.777Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 84.167% of the time. The perfect equality is 84.167%. Debiased fairness for Sex is 100.0% (84.167/84.167).", "parameters": ["female", 84.167, 84.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 84.167%. The perfect equality value for that group is 84.167%. The fairness score is 1.0 using the following formula. 84.167/84.167 = 1.0", "parameters": ["Sex", "female", 84.167, 84.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "84.167 / 84.167 = 1.0", "parameters": [84.167, "/", 84.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.0, "is_biased": true, "majority": {"total_fav_percent": 87.66233766233766, "total_rows_percent": 42.77777777777778, "values": [{"value": [26, 75], "fav_class_percent": 87.66233766233766}]}, "minority": {"total_fav_percent": 81.55339805825243, "total_rows_percent": 57.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 81.55339805825243, "fairness_value": 93.0, "perfect_equality": 87.66233766233766, "acceptable_fav_class_percent": 85.9091, "is_biased": true}], "acceptable_fav_class_percent": 85.9091}, "records_evaluated": {"newest_timestamp": "2019-07-25T08:36:16.777Z", "oldest_timestamp": "2019-07-25T08:36:16.777Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 75.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 81.553% of the time. The perfect equality is 87.662%. Debiased fairness for Age is 93.0% (81.553/87.662).", "parameters": ["[18-25]", 81.553, 87.662, "Age", 93.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 81.553%. The perfect equality value for that group is 87.662%. The fairness score is 0.93 using the following formula. 81.553/87.662 = 0.93", "parameters": ["Age", "18-25", 81.553, 87.662, 0.93]}, {"id": "disparate_impact_ratio_formula", "message": "81.553 / 87.662 = 0.93", "parameters": [81.553, "/", 87.662, 0.93]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 95.19999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 99, true, "reference"], ["Sex", "male", "Risk", 21, false, "reference"], ["Sex", "female", "No Risk", 99, true, "monitored"], ["Sex", "female", "Risk", 21, false, "monitored"], ["Age", [26, 75], "No Risk", 119, true, "reference"], ["Age", [26, 75], "Risk", 21, false, "reference"], ["Age", [18, 25], "No Risk", 178, true, "monitored"], ["Age", [18, 25], "Risk", 42, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 82.5}]}, "minority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 82.5, "fairness_value": 100.0, "perfect_equality": 82.5, "acceptable_fav_class_percent": 80.85, "is_biased": false}], "acceptable_fav_class_percent": 80.85}, "records_evaluated": {"newest_timestamp": "2019-07-25T07:36:16.777Z", "oldest_timestamp": "2019-07-25T07:36:16.777Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 82.5% of the time. The perfect equality is 82.5%. Debiased fairness for Sex is 100.0% (82.5/82.5).", "parameters": ["female", 82.5, 82.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 82.5%. The perfect equality value for that group is 82.5%. The fairness score is 1.0 using the following formula. 82.5/82.5 = 1.0", "parameters": ["Sex", "female", 82.5, 82.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "82.5 / 82.5 = 1.0", "parameters": [82.5, "/", 82.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 95.19999999999999, "is_biased": true, "majority": {"total_fav_percent": 85.0, "total_rows_percent": 38.88888888888889, "values": [{"value": [26, 75], "fav_class_percent": 85.0}]}, "minority": {"total_fav_percent": 80.9090909090909, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 80.9090909090909, "fairness_value": 95.19999999999999, "perfect_equality": 85.0, "acceptable_fav_class_percent": 83.3, "is_biased": true}], "acceptable_fav_class_percent": 83.3}, "records_evaluated": {"newest_timestamp": "2019-07-25T07:36:16.777Z", "oldest_timestamp": "2019-07-25T07:36:16.777Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 72.58064516129032}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 80.909% of the time. The perfect equality is 85.0%. Debiased fairness for Age is 95.2% (80.909/85.0).", "parameters": ["[18-25]", 80.909, 85.0, "Age", 95.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 80.909%. The perfect equality value for that group is 85.0%. The fairness score is 0.952 using the following formula. 80.909/85.0 = 0.952", "parameters": ["Age", "18-25", 80.909, 85.0, 0.952]}, {"id": "disparate_impact_ratio_formula", "message": "80.909 / 85.0 = 0.952", "parameters": [80.909, "/", 85.0, 0.952]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 100, true, "reference"], ["Sex", "male", "Risk", 20, false, "reference"], ["Sex", "female", "No Risk", 100, true, "monitored"], ["Sex", "female", "Risk", 20, false, "monitored"], ["Age", [26, 75], "No Risk", 131, true, "reference"], ["Age", [26, 75], "Risk", 20, false, "reference"], ["Age", [18, 25], "No Risk", 169, true, "monitored"], ["Age", [18, 25], "Risk", 40, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 83.33333333333334, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 83.33333333333334}]}, "minority": {"total_fav_percent": 83.33333333333334, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 83.33333333333334, "fairness_value": 100.0, "perfect_equality": 83.33333333333334, "acceptable_fav_class_percent": 81.6667, "is_biased": false}], "acceptable_fav_class_percent": 81.6667}, "records_evaluated": {"newest_timestamp": "2019-07-25T06:36:16.777Z", "oldest_timestamp": "2019-07-25T06:36:16.777Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 83.333% of the time. The perfect equality is 83.333%. Debiased fairness for Sex is 100.0% (83.333/83.333).", "parameters": ["female", 83.333, 83.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 83.333%. The perfect equality value for that group is 83.333%. The fairness score is 1.0 using the following formula. 83.333/83.333 = 1.0", "parameters": ["Sex", "female", 83.333, 83.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "83.333 / 83.333 = 1.0", "parameters": [83.333, "/", 83.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.2, "is_biased": true, "majority": {"total_fav_percent": 86.75496688741721, "total_rows_percent": 41.94444444444444, "values": [{"value": [26, 75], "fav_class_percent": 86.75496688741721}]}, "minority": {"total_fav_percent": 80.86124401913875, "total_rows_percent": 58.05555555555556, "values": [{"value": [18, 25], "fav_class_percent": 80.86124401913875, "fairness_value": 93.2, "perfect_equality": 86.75496688741721, "acceptable_fav_class_percent": 85.0199, "is_biased": true}], "acceptable_fav_class_percent": 85.0199}, "records_evaluated": {"newest_timestamp": "2019-07-25T06:36:16.777Z", "oldest_timestamp": "2019-07-25T06:36:16.777Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 73.68421052631578}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 80.861% of the time. The perfect equality is 86.755%. Debiased fairness for Age is 93.2% (80.861/86.755).", "parameters": ["[18-25]", 80.861, 86.755, "Age", 93.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 80.861%. The perfect equality value for that group is 86.755%. The fairness score is 0.932 using the following formula. 80.861/86.755 = 0.932", "parameters": ["Age", "18-25", 80.861, 86.755, 0.932]}, {"id": "disparate_impact_ratio_formula", "message": "80.861 / 86.755 = 0.932", "parameters": [80.861, "/", 86.755, 0.932]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 81, true, "reference"], ["Sex", "male", "Risk", 39, false, "reference"], ["Sex", "female", "No Risk", 81, true, "monitored"], ["Sex", "female", "Risk", 39, false, "monitored"], ["Age", [26, 75], "No Risk", 94, true, "reference"], ["Age", [26, 75], "Risk", 39, false, "reference"], ["Age", [18, 25], "No Risk", 144, true, "monitored"], ["Age", [18, 25], "Risk", 78, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 67.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 67.5}]}, "minority": {"total_fav_percent": 67.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 67.5, "fairness_value": 100.0, "perfect_equality": 67.5, "acceptable_fav_class_percent": 66.15, "is_biased": false}], "acceptable_fav_class_percent": 66.15}, "records_evaluated": {"newest_timestamp": "2019-07-25T05:36:16.777Z", "oldest_timestamp": "2019-07-25T05:36:16.777Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 67.5% of the time. The perfect equality is 67.5%. Debiased fairness for Sex is 100.0% (67.5/67.5).", "parameters": ["female", 67.5, 67.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 67.5%. The perfect equality value for that group is 67.5%. The fairness score is 1.0 using the following formula. 67.5/67.5 = 1.0", "parameters": ["Sex", "female", 67.5, 67.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "67.5 / 67.5 = 1.0", "parameters": [67.5, "/", 67.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.4, "is_biased": true, "majority": {"total_fav_percent": 70.67669172932331, "total_rows_percent": 37.46478873239437, "values": [{"value": [26, 75], "fav_class_percent": 70.67669172932331}]}, "minority": {"total_fav_percent": 64.86486486486487, "total_rows_percent": 61.66666666666667, "values": [{"value": [18, 25], "fav_class_percent": 64.86486486486487, "fairness_value": 90.4, "perfect_equality": 71.73913043478261, "acceptable_fav_class_percent": 70.3043, "is_biased": true}], "acceptable_fav_class_percent": 70.3043}, "records_evaluated": {"newest_timestamp": "2019-07-25T05:36:16.777Z", "oldest_timestamp": "2019-07-25T05:36:16.777Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 55.55555555555556}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 64.865% of the time. The perfect equality is 71.739%. Debiased fairness for Age is 90.4% (64.865/71.739).", "parameters": ["[18-25]", 64.865, 71.739, "Age", 90.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 64.865%. The perfect equality value for that group is 71.739%. The fairness score is 0.904 using the following formula. 64.865/71.739 = 0.904", "parameters": ["Age", "18-25", 64.865, 71.739, 0.904]}, {"id": "disparate_impact_ratio_formula", "message": "64.865 / 71.739 = 0.904", "parameters": [64.865, "/", 71.739, 0.904]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.19999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 104, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 166, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-25T04:36:16.777Z", "oldest_timestamp": "2019-07-25T04:36:16.777Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.19999999999999, "is_biased": true, "majority": {"total_fav_percent": 78.19548872180451, "total_rows_percent": 37.254901960784316, "values": [{"value": [26, 75], "fav_class_percent": 78.19548872180451}]}, "minority": {"total_fav_percent": 74.10714285714286, "total_rows_percent": 62.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 74.10714285714286, "fairness_value": 94.19999999999999, "perfect_equality": 78.67647058823529, "acceptable_fav_class_percent": 77.1029, "is_biased": true}], "acceptable_fav_class_percent": 77.1029}, "records_evaluated": {"newest_timestamp": "2019-07-25T04:36:16.777Z", "oldest_timestamp": "2019-07-25T04:36:16.777Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 63.46153846153846}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.107% of the time. The perfect equality is 78.676%. Debiased fairness for Age is 94.2% (74.107/78.676).", "parameters": ["[18-25]", 74.107, 78.676, "Age", 94.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.107%. The perfect equality value for that group is 78.676%. The fairness score is 0.942 using the following formula. 74.107/78.676 = 0.942", "parameters": ["Age", "18-25", 74.107, 78.676, 0.942]}, {"id": "disparate_impact_ratio_formula", "message": "74.107 / 78.676 = 0.942", "parameters": [74.107, "/", 78.676, 0.942]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.89999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 99, true, "reference"], ["Sex", "male", "Risk", 21, false, "reference"], ["Sex", "female", "No Risk", 99, true, "monitored"], ["Sex", "female", "Risk", 21, false, "monitored"], ["Age", [26, 75], "No Risk", 125, true, "reference"], ["Age", [26, 75], "Risk", 21, false, "reference"], ["Age", [18, 25], "No Risk", 172, true, "monitored"], ["Age", [18, 25], "Risk", 42, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 82.5}]}, "minority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 82.5, "fairness_value": 100.0, "perfect_equality": 82.5, "acceptable_fav_class_percent": 80.85, "is_biased": false}], "acceptable_fav_class_percent": 80.85}, "records_evaluated": {"newest_timestamp": "2019-07-25T03:36:16.777Z", "oldest_timestamp": "2019-07-25T03:36:16.777Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 82.5% of the time. The perfect equality is 82.5%. Debiased fairness for Sex is 100.0% (82.5/82.5).", "parameters": ["female", 82.5, 82.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 82.5%. The perfect equality value for that group is 82.5%. The fairness score is 1.0 using the following formula. 82.5/82.5 = 1.0", "parameters": ["Sex", "female", 82.5, 82.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "82.5 / 82.5 = 1.0", "parameters": [82.5, "/", 82.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.89999999999999, "is_biased": true, "majority": {"total_fav_percent": 85.61643835616438, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 85.61643835616438}]}, "minority": {"total_fav_percent": 80.37383177570094, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 80.37383177570094, "fairness_value": 93.89999999999999, "perfect_equality": 85.61643835616438, "acceptable_fav_class_percent": 83.9041, "is_biased": true}], "acceptable_fav_class_percent": 83.9041}, "records_evaluated": {"newest_timestamp": "2019-07-25T03:36:16.777Z", "oldest_timestamp": "2019-07-25T03:36:16.777Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 73.33333333333333}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 80.374% of the time. The perfect equality is 85.616%. Debiased fairness for Age is 93.9% (80.374/85.616).", "parameters": ["[18-25]", 80.374, 85.616, "Age", 93.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 80.374%. The perfect equality value for that group is 85.616%. The fairness score is 0.939 using the following formula. 80.374/85.616 = 0.939", "parameters": ["Age", "18-25", 80.374, 85.616, 0.939]}, {"id": "disparate_impact_ratio_formula", "message": "80.374 / 85.616 = 0.939", "parameters": [80.374, "/", 85.616, 0.939]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.6, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 100, true, "reference"], ["Sex", "male", "Risk", 20, false, "reference"], ["Sex", "female", "No Risk", 100, true, "monitored"], ["Sex", "female", "Risk", 20, false, "monitored"], ["Age", [26, 75], "No Risk", 124, true, "reference"], ["Age", [26, 75], "Risk", 20, false, "reference"], ["Age", [18, 25], "No Risk", 176, true, "monitored"], ["Age", [18, 25], "Risk", 40, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 83.33333333333334, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 83.33333333333334}]}, "minority": {"total_fav_percent": 83.33333333333334, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 83.33333333333334, "fairness_value": 100.0, "perfect_equality": 83.33333333333334, "acceptable_fav_class_percent": 81.6667, "is_biased": false}], "acceptable_fav_class_percent": 81.6667}, "records_evaluated": {"newest_timestamp": "2019-07-25T02:36:16.792Z", "oldest_timestamp": "2019-07-25T02:36:16.777Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 83.333% of the time. The perfect equality is 83.333%. Debiased fairness for Sex is 100.0% (83.333/83.333).", "parameters": ["female", 83.333, 83.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 83.333%. The perfect equality value for that group is 83.333%. The fairness score is 1.0 using the following formula. 83.333/83.333 = 1.0", "parameters": ["Sex", "female", 83.333, 83.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "83.333 / 83.333 = 1.0", "parameters": [83.333, "/", 83.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.6, "is_biased": true, "majority": {"total_fav_percent": 86.11111111111111, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 86.11111111111111}]}, "minority": {"total_fav_percent": 81.48148148148148, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 81.48148148148148, "fairness_value": 94.6, "perfect_equality": 86.11111111111111, "acceptable_fav_class_percent": 84.3889, "is_biased": true}], "acceptable_fav_class_percent": 84.3889}, "records_evaluated": {"newest_timestamp": "2019-07-25T02:36:16.792Z", "oldest_timestamp": "2019-07-25T02:36:16.777Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 77.94117647058823}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 81.481% of the time. The perfect equality is 86.111%. Debiased fairness for Age is 94.6% (81.481/86.111).", "parameters": ["[18-25]", 81.481, 86.111, "Age", 94.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 81.481%. The perfect equality value for that group is 86.111%. The fairness score is 0.946 using the following formula. 81.481/86.111 = 0.946", "parameters": ["Age", "18-25", 81.481, 86.111, 0.946]}, {"id": "disparate_impact_ratio_formula", "message": "81.481 / 86.111 = 0.946", "parameters": [81.481, "/", 86.111, 0.946]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.10000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 96, true, "reference"], ["Sex", "male", "Risk", 24, false, "reference"], ["Sex", "female", "No Risk", 96, true, "monitored"], ["Sex", "female", "Risk", 24, false, "monitored"], ["Age", [26, 75], "No Risk", 125, true, "reference"], ["Age", [26, 75], "Risk", 24, false, "reference"], ["Age", [18, 25], "No Risk", 163, true, "monitored"], ["Age", [18, 25], "Risk", 48, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.0, "fairness_value": 100.0, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": false}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-25T01:36:16.792Z", "oldest_timestamp": "2019-07-25T01:36:16.792Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.0% of the time. The perfect equality is 80.0%. Debiased fairness for Sex is 100.0% (80.0/80.0).", "parameters": ["female", 80.0, 80.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.0%. The perfect equality value for that group is 80.0%. The fairness score is 1.0 using the following formula. 80.0/80.0 = 1.0", "parameters": ["Sex", "female", 80.0, 80.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 80.0 = 1.0", "parameters": [80.0, "/", 80.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.10000000000001, "is_biased": true, "majority": {"total_fav_percent": 83.89261744966443, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 83.89261744966443}]}, "minority": {"total_fav_percent": 77.25118483412322, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 77.25118483412322, "fairness_value": 92.10000000000001, "perfect_equality": 83.89261744966443, "acceptable_fav_class_percent": 82.2148, "is_biased": true}], "acceptable_fav_class_percent": 82.2148}, "records_evaluated": {"newest_timestamp": "2019-07-25T01:36:16.792Z", "oldest_timestamp": "2019-07-25T01:36:16.792Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 70.3125}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.251% of the time. The perfect equality is 83.893%. Debiased fairness for Age is 92.1% (77.251/83.893).", "parameters": ["[18-25]", 77.251, 83.893, "Age", 92.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.251%. The perfect equality value for that group is 83.893%. The fairness score is 0.921 using the following formula. 77.251/83.893 = 0.921", "parameters": ["Age", "18-25", 77.251, 83.893, 0.921]}, {"id": "disparate_impact_ratio_formula", "message": "77.251 / 83.893 = 0.921", "parameters": [77.251, "/", 83.893, 0.921]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 108, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 162, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-25T00:36:16.792Z", "oldest_timestamp": "2019-07-25T00:36:16.792Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.2, "is_biased": true, "majority": {"total_fav_percent": 78.26086956521739, "total_rows_percent": 38.333333333333336, "values": [{"value": [26, 75], "fav_class_percent": 78.26086956521739}]}, "minority": {"total_fav_percent": 72.97297297297297, "total_rows_percent": 61.66666666666667, "values": [{"value": [18, 25], "fav_class_percent": 72.97297297297297, "fairness_value": 93.2, "perfect_equality": 78.26086956521739, "acceptable_fav_class_percent": 76.6957, "is_biased": true}], "acceptable_fav_class_percent": 76.6957}, "records_evaluated": {"newest_timestamp": "2019-07-25T00:36:16.792Z", "oldest_timestamp": "2019-07-25T00:36:16.792Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 66.15384615384615}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.973% of the time. The perfect equality is 78.261%. Debiased fairness for Age is 93.2% (72.973/78.261).", "parameters": ["[18-25]", 72.973, 78.261, "Age", 93.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.973%. The perfect equality value for that group is 78.261%. The fairness score is 0.932 using the following formula. 72.973/78.261 = 0.932", "parameters": ["Age", "18-25", 72.973, 78.261, 0.932]}, {"id": "disparate_impact_ratio_formula", "message": "72.973 / 78.261 = 0.932", "parameters": [72.973, "/", 78.261, 0.932]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 106, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 167, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-24T23:36:16.792Z", "oldest_timestamp": "2019-07-24T23:36:16.792Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.5, "is_biased": true, "majority": {"total_fav_percent": 78.51851851851852, "total_rows_percent": 37.5, "values": [{"value": [26, 75], "fav_class_percent": 78.51851851851852}]}, "minority": {"total_fav_percent": 74.22222222222223, "total_rows_percent": 62.5, "values": [{"value": [18, 25], "fav_class_percent": 74.22222222222223, "fairness_value": 94.5, "perfect_equality": 78.51851851851852, "acceptable_fav_class_percent": 76.9481, "is_biased": true}], "acceptable_fav_class_percent": 76.9481}, "records_evaluated": {"newest_timestamp": "2019-07-24T23:36:16.792Z", "oldest_timestamp": "2019-07-24T23:36:16.792Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 68.42105263157895}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.222% of the time. The perfect equality is 78.519%. Debiased fairness for Age is 94.5% (74.222/78.519).", "parameters": ["[18-25]", 74.222, 78.519, "Age", 94.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.222%. The perfect equality value for that group is 78.519%. The fairness score is 0.945 using the following formula. 74.222/78.519 = 0.945", "parameters": ["Age", "18-25", 74.222, 78.519, 0.945]}, {"id": "disparate_impact_ratio_formula", "message": "74.222 / 78.519 = 0.945", "parameters": [74.222, "/", 78.519, 0.945]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 97, true, "reference"], ["Sex", "male", "Risk", 23, false, "reference"], ["Sex", "female", "No Risk", 97, true, "monitored"], ["Sex", "female", "Risk", 23, false, "monitored"], ["Age", [26, 75], "No Risk", 122, true, "reference"], ["Age", [26, 75], "Risk", 23, false, "reference"], ["Age", [18, 25], "No Risk", 169, true, "monitored"], ["Age", [18, 25], "Risk", 46, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.83333333333333}]}, "minority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.83333333333333, "fairness_value": 100.0, "perfect_equality": 80.83333333333333, "acceptable_fav_class_percent": 79.2167, "is_biased": false}], "acceptable_fav_class_percent": 79.2167}, "records_evaluated": {"newest_timestamp": "2019-07-24T22:36:16.808Z", "oldest_timestamp": "2019-07-24T22:36:16.792Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.833% of the time. The perfect equality is 80.833%. Debiased fairness for Sex is 100.0% (80.833/80.833).", "parameters": ["female", 80.833, 80.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.833%. The perfect equality value for that group is 80.833%. The fairness score is 1.0 using the following formula. 80.833/80.833 = 1.0", "parameters": ["Sex", "female", 80.833, 80.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.833 / 80.833 = 1.0", "parameters": [80.833, "/", 80.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.4, "is_biased": true, "majority": {"total_fav_percent": 84.13793103448276, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 84.13793103448276}]}, "minority": {"total_fav_percent": 78.6046511627907, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 78.6046511627907, "fairness_value": 93.4, "perfect_equality": 84.13793103448276, "acceptable_fav_class_percent": 82.4552, "is_biased": true}], "acceptable_fav_class_percent": 82.4552}, "records_evaluated": {"newest_timestamp": "2019-07-24T22:36:16.808Z", "oldest_timestamp": "2019-07-24T22:36:16.792Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 67.9245283018868}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 78.605% of the time. The perfect equality is 84.138%. Debiased fairness for Age is 93.4% (78.605/84.138).", "parameters": ["[18-25]", 78.605, 84.138, "Age", 93.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 78.605%. The perfect equality value for that group is 84.138%. The fairness score is 0.934 using the following formula. 78.605/84.138 = 0.934", "parameters": ["Age", "18-25", 78.605, 84.138, 0.934]}, {"id": "disparate_impact_ratio_formula", "message": "78.605 / 84.138 = 0.934", "parameters": [78.605, "/", 84.138, 0.934]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 84, true, "reference"], ["Sex", "male", "Risk", 36, false, "reference"], ["Sex", "female", "No Risk", 84, true, "monitored"], ["Sex", "female", "Risk", 36, false, "monitored"], ["Age", [26, 75], "No Risk", 106, true, "reference"], ["Age", [26, 75], "Risk", 36, false, "reference"], ["Age", [18, 25], "No Risk", 145, true, "monitored"], ["Age", [18, 25], "Risk", 72, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 70.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 70.0}]}, "minority": {"total_fav_percent": 70.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 70.0, "fairness_value": 100.0, "perfect_equality": 70.0, "acceptable_fav_class_percent": 68.6, "is_biased": false}], "acceptable_fav_class_percent": 68.6}, "records_evaluated": {"newest_timestamp": "2019-07-24T21:36:16.808Z", "oldest_timestamp": "2019-07-24T21:36:16.808Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 70.0% of the time. The perfect equality is 70.0%. Debiased fairness for Sex is 100.0% (70.0/70.0).", "parameters": ["female", 70.0, 70.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 70.0%. The perfect equality value for that group is 70.0%. The fairness score is 1.0 using the following formula. 70.0/70.0 = 1.0", "parameters": ["Sex", "female", 70.0, 70.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "70.0 / 70.0 = 1.0", "parameters": [70.0, "/", 70.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.3, "is_biased": true, "majority": {"total_fav_percent": 74.64788732394366, "total_rows_percent": 39.55431754874652, "values": [{"value": [26, 75], "fav_class_percent": 74.64788732394366}]}, "minority": {"total_fav_percent": 66.82027649769586, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 66.82027649769586, "fairness_value": 89.3, "perfect_equality": 74.82517482517483, "acceptable_fav_class_percent": 73.3287, "is_biased": true}], "acceptable_fav_class_percent": 73.3287}, "records_evaluated": {"newest_timestamp": "2019-07-24T21:36:16.808Z", "oldest_timestamp": "2019-07-24T21:36:16.808Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 50.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 66.82% of the time. The perfect equality is 74.825%. Debiased fairness for Age is 89.3% (66.82/74.825).", "parameters": ["[18-25]", 66.82, 74.825, "Age", 89.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 66.82%. The perfect equality value for that group is 74.825%. The fairness score is 0.893 using the following formula. 66.82/74.825 = 0.893", "parameters": ["Age", "18-25", 66.82, 74.825, 0.893]}, {"id": "disparate_impact_ratio_formula", "message": "66.82 / 74.825 = 0.893", "parameters": [66.82, "/", 74.825, 0.893]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 124, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-24T20:36:16.808Z", "oldest_timestamp": "2019-07-24T20:36:16.808Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.0, "is_biased": true, "majority": {"total_fav_percent": 82.66666666666667, "total_rows_percent": 41.66666666666667, "values": [{"value": [26, 75], "fav_class_percent": 82.66666666666667}]}, "minority": {"total_fav_percent": 75.23809523809524, "total_rows_percent": 58.333333333333336, "values": [{"value": [18, 25], "fav_class_percent": 75.23809523809524, "fairness_value": 91.0, "perfect_equality": 82.66666666666667, "acceptable_fav_class_percent": 81.0133, "is_biased": true}], "acceptable_fav_class_percent": 81.0133}, "records_evaluated": {"newest_timestamp": "2019-07-24T20:36:16.808Z", "oldest_timestamp": "2019-07-24T20:36:16.808Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.238% of the time. The perfect equality is 82.667%. Debiased fairness for Age is 91.0% (75.238/82.667).", "parameters": ["[18-25]", 75.238, 82.667, "Age", 91.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.238%. The perfect equality value for that group is 82.667%. The fairness score is 0.91 using the following formula. 75.238/82.667 = 0.91", "parameters": ["Age", "18-25", 75.238, 82.667, 0.91]}, {"id": "disparate_impact_ratio_formula", "message": "75.238 / 82.667 = 0.91", "parameters": [75.238, "/", 82.667, 0.91]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 95.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 100, true, "reference"], ["Sex", "male", "Risk", 20, false, "reference"], ["Sex", "female", "No Risk", 100, true, "monitored"], ["Sex", "female", "Risk", 20, false, "monitored"], ["Age", [26, 75], "No Risk", 122, true, "reference"], ["Age", [26, 75], "Risk", 20, false, "reference"], ["Age", [18, 25], "No Risk", 178, true, "monitored"], ["Age", [18, 25], "Risk", 40, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 83.33333333333334, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 83.33333333333334}]}, "minority": {"total_fav_percent": 83.33333333333334, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 83.33333333333334, "fairness_value": 100.0, "perfect_equality": 83.33333333333334, "acceptable_fav_class_percent": 81.6667, "is_biased": false}], "acceptable_fav_class_percent": 81.6667}, "records_evaluated": {"newest_timestamp": "2019-07-24T19:36:16.808Z", "oldest_timestamp": "2019-07-24T19:36:16.808Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 83.333% of the time. The perfect equality is 83.333%. Debiased fairness for Sex is 100.0% (83.333/83.333).", "parameters": ["female", 83.333, 83.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 83.333%. The perfect equality value for that group is 83.333%. The fairness score is 1.0 using the following formula. 83.333/83.333 = 1.0", "parameters": ["Sex", "female", 83.333, 83.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "83.333 / 83.333 = 1.0", "parameters": [83.333, "/", 83.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 95.0, "is_biased": true, "majority": {"total_fav_percent": 85.91549295774648, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 85.91549295774648}]}, "minority": {"total_fav_percent": 81.65137614678899, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 81.65137614678899, "fairness_value": 95.0, "perfect_equality": 85.91549295774648, "acceptable_fav_class_percent": 84.1972, "is_biased": true}], "acceptable_fav_class_percent": 84.1972}, "records_evaluated": {"newest_timestamp": "2019-07-24T19:36:16.808Z", "oldest_timestamp": "2019-07-24T19:36:16.808Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 67.3913043478261}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 81.651% of the time. The perfect equality is 85.915%. Debiased fairness for Age is 95.0% (81.651/85.915).", "parameters": ["[18-25]", 81.651, 85.915, "Age", 95.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 81.651%. The perfect equality value for that group is 85.915%. The fairness score is 0.95 using the following formula. 81.651/85.915 = 0.95", "parameters": ["Age", "18-25", 81.651, 85.915, 0.95]}, {"id": "disparate_impact_ratio_formula", "message": "81.651 / 85.915 = 0.95", "parameters": [81.651, "/", 85.915, 0.95]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 109, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-24T18:36:16.824Z", "oldest_timestamp": "2019-07-24T18:36:16.808Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.2, "is_biased": true, "majority": {"total_fav_percent": 77.85714285714286, "total_rows_percent": 38.88888888888889, "values": [{"value": [26, 75], "fav_class_percent": 77.85714285714286}]}, "minority": {"total_fav_percent": 71.81818181818181, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 71.81818181818181, "fairness_value": 92.2, "perfect_equality": 77.85714285714286, "acceptable_fav_class_percent": 76.3, "is_biased": true}], "acceptable_fav_class_percent": 76.3}, "records_evaluated": {"newest_timestamp": "2019-07-24T18:36:16.824Z", "oldest_timestamp": "2019-07-24T18:36:16.808Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 61.904761904761905}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.818% of the time. The perfect equality is 77.857%. Debiased fairness for Age is 92.2% (71.818/77.857).", "parameters": ["[18-25]", 71.818, 77.857, "Age", 92.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.818%. The perfect equality value for that group is 77.857%. The fairness score is 0.922 using the following formula. 71.818/77.857 = 0.922", "parameters": ["Age", "18-25", 71.818, 77.857, 0.922]}, {"id": "disparate_impact_ratio_formula", "message": "71.818 / 77.857 = 0.922", "parameters": [71.818, "/", 77.857, 0.922]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 113, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 163, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-24T17:36:16.824Z", "oldest_timestamp": "2019-07-24T17:36:16.824Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 80.71428571428572, "total_rows_percent": 39.21568627450981, "values": [{"value": [26, 75], "fav_class_percent": 80.71428571428572}]}, "minority": {"total_fav_percent": 75.11520737327189, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 75.11520737327189, "fairness_value": 92.60000000000001, "perfect_equality": 81.11888111888112, "acceptable_fav_class_percent": 79.4965, "is_biased": true}], "acceptable_fav_class_percent": 79.4965}, "records_evaluated": {"newest_timestamp": "2019-07-24T17:36:16.824Z", "oldest_timestamp": "2019-07-24T17:36:16.824Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 66.07142857142857}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.115% of the time. The perfect equality is 81.119%. Debiased fairness for Age is 92.6% (75.115/81.119).", "parameters": ["[18-25]", 75.115, 81.119, "Age", 92.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.115%. The perfect equality value for that group is 81.119%. The fairness score is 0.926 using the following formula. 75.115/81.119 = 0.926", "parameters": ["Age", "18-25", 75.115, 81.119, 0.926]}, {"id": "disparate_impact_ratio_formula", "message": "75.115 / 81.119 = 0.926", "parameters": [75.115, "/", 81.119, 0.926]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 121, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-24T16:36:16.824Z", "oldest_timestamp": "2019-07-24T16:36:16.824Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.2, "is_biased": true, "majority": {"total_fav_percent": 81.75675675675676, "total_rows_percent": 41.11111111111111, "values": [{"value": [26, 75], "fav_class_percent": 81.75675675675676}]}, "minority": {"total_fav_percent": 74.52830188679245, "total_rows_percent": 58.88888888888889, "values": [{"value": [18, 25], "fav_class_percent": 74.52830188679245, "fairness_value": 91.2, "perfect_equality": 81.75675675675676, "acceptable_fav_class_percent": 80.1216, "is_biased": true}], "acceptable_fav_class_percent": 80.1216}, "records_evaluated": {"newest_timestamp": "2019-07-24T16:36:16.824Z", "oldest_timestamp": "2019-07-24T16:36:16.824Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 69.56521739130434}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.528% of the time. The perfect equality is 81.757%. Debiased fairness for Age is 91.2% (74.528/81.757).", "parameters": ["[18-25]", 74.528, 81.757, "Age", 91.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.528%. The perfect equality value for that group is 81.757%. The fairness score is 0.912 using the following formula. 74.528/81.757 = 0.912", "parameters": ["Age", "18-25", 74.528, 81.757, 0.912]}, {"id": "disparate_impact_ratio_formula", "message": "74.528 / 81.757 = 0.912", "parameters": [74.528, "/", 81.757, 0.912]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 109, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 164, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-24T15:36:31.531Z", "oldest_timestamp": "2019-07-24T15:36:31.529Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.5, "is_biased": true, "majority": {"total_fav_percent": 78.98550724637681, "total_rows_percent": 38.333333333333336, "values": [{"value": [26, 75], "fav_class_percent": 78.98550724637681}]}, "minority": {"total_fav_percent": 73.87387387387388, "total_rows_percent": 61.66666666666667, "values": [{"value": [18, 25], "fav_class_percent": 73.87387387387388, "fairness_value": 93.5, "perfect_equality": 78.98550724637681, "acceptable_fav_class_percent": 77.4058, "is_biased": true}], "acceptable_fav_class_percent": 77.4058}, "records_evaluated": {"newest_timestamp": "2019-07-24T15:36:31.531Z", "oldest_timestamp": "2019-07-24T15:36:31.529Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.874% of the time. The perfect equality is 78.986%. Debiased fairness for Age is 93.5% (73.874/78.986).", "parameters": ["[18-25]", 73.874, 78.986, "Age", 93.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.874%. The perfect equality value for that group is 78.986%. The fairness score is 0.935 using the following formula. 73.874/78.986 = 0.935", "parameters": ["Age", "18-25", 73.874, 78.986, 0.935]}, {"id": "disparate_impact_ratio_formula", "message": "73.874 / 78.986 = 0.935", "parameters": [73.874, "/", 78.986, 0.935]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.80000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 114, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 160, true, "monitored"], ["Age", [18, 25], "Risk", 53, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-24T14:36:31.535Z", "oldest_timestamp": "2019-07-24T14:36:31.531Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.80000000000001, "is_biased": true, "majority": {"total_fav_percent": 80.28169014084507, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 80.28169014084507}]}, "minority": {"total_fav_percent": 75.11737089201877, "total_rows_percent": 59.166666666666664, "values": [{"value": [18, 25], "fav_class_percent": 75.11737089201877, "fairness_value": 92.80000000000001, "perfect_equality": 80.95238095238095, "acceptable_fav_class_percent": 79.3333, "is_biased": true}], "acceptable_fav_class_percent": 79.3333}, "records_evaluated": {"newest_timestamp": "2019-07-24T14:36:31.535Z", "oldest_timestamp": "2019-07-24T14:36:31.531Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 61.36363636363637}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.117% of the time. The perfect equality is 80.952%. Debiased fairness for Age is 92.8% (75.117/80.952).", "parameters": ["[18-25]", 75.117, 80.952, "Age", 92.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.117%. The perfect equality value for that group is 80.952%. The fairness score is 0.928 using the following formula. 75.117/80.952 = 0.928", "parameters": ["Age", "18-25", 75.117, 80.952, 0.928]}, {"id": "disparate_impact_ratio_formula", "message": "75.117 / 80.952 = 0.928", "parameters": [75.117, "/", 80.952, 0.928]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 116, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 159, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-24T13:36:31.536Z", "oldest_timestamp": "2019-07-24T13:36:31.535Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.7, "is_biased": true, "majority": {"total_fav_percent": 80.55555555555556, "total_rows_percent": 40.11142061281337, "values": [{"value": [26, 75], "fav_class_percent": 80.55555555555556}]}, "minority": {"total_fav_percent": 73.95348837209302, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 73.95348837209302, "fairness_value": 91.7, "perfect_equality": 80.6896551724138, "acceptable_fav_class_percent": 79.0759, "is_biased": true}], "acceptable_fav_class_percent": 79.0759}, "records_evaluated": {"newest_timestamp": "2019-07-24T13:36:31.536Z", "oldest_timestamp": "2019-07-24T13:36:31.535Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 68.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.953% of the time. The perfect equality is 80.69%. Debiased fairness for Age is 91.7% (73.953/80.69).", "parameters": ["[18-25]", 73.953, 80.69, "Age", 91.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.953%. The perfect equality value for that group is 80.69%. The fairness score is 0.917 using the following formula. 73.953/80.69 = 0.917", "parameters": ["Age", "18-25", 73.953, 80.69, 0.917]}, {"id": "disparate_impact_ratio_formula", "message": "73.953 / 80.69 = 0.917", "parameters": [73.953, "/", 80.69, 0.917]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 96.1, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 88, true, "reference"], ["Sex", "male", "Risk", 32, false, "reference"], ["Sex", "female", "No Risk", 88, true, "monitored"], ["Sex", "female", "Risk", 32, false, "monitored"], ["Age", [26, 75], "No Risk", 97, true, "reference"], ["Age", [26, 75], "Risk", 33, false, "reference"], ["Age", [18, 25], "No Risk", 164, true, "monitored"], ["Age", [18, 25], "Risk", 63, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 73.33333333333333}]}, "minority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 73.33333333333333, "fairness_value": 100.0, "perfect_equality": 73.33333333333333, "acceptable_fav_class_percent": 71.8667, "is_biased": false}], "acceptable_fav_class_percent": 71.8667}, "records_evaluated": {"newest_timestamp": "2019-07-24T12:36:31.538Z", "oldest_timestamp": "2019-07-24T12:36:31.536Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 73.333% of the time. The perfect equality is 73.333%. Debiased fairness for Sex is 100.0% (73.333/73.333).", "parameters": ["female", 73.333, 73.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 73.333%. The perfect equality value for that group is 73.333%. The fairness score is 1.0 using the following formula. 73.333/73.333 = 1.0", "parameters": ["Sex", "female", 73.333, 73.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "73.333 / 73.333 = 1.0", "parameters": [73.333, "/", 73.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 96.1, "is_biased": true, "majority": {"total_fav_percent": 74.61538461538461, "total_rows_percent": 36.41456582633053, "values": [{"value": [26, 75], "fav_class_percent": 74.61538461538461}]}, "minority": {"total_fav_percent": 72.24669603524228, "total_rows_percent": 63.05555555555556, "values": [{"value": [18, 25], "fav_class_percent": 72.24669603524228, "fairness_value": 96.1, "perfect_equality": 75.18796992481202, "acceptable_fav_class_percent": 73.6842, "is_biased": true}], "acceptable_fav_class_percent": 73.6842}, "records_evaluated": {"newest_timestamp": "2019-07-24T12:36:31.538Z", "oldest_timestamp": "2019-07-24T12:36:31.536Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 52.77777777777778}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.247% of the time. The perfect equality is 75.188%. Debiased fairness for Age is 96.1% (72.247/75.188).", "parameters": ["[18-25]", 72.247, 75.188, "Age", 96.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.247%. The perfect equality value for that group is 75.188%. The fairness score is 0.961 using the following formula. 72.247/75.188 = 0.961", "parameters": ["Age", "18-25", 72.247, 75.188, 0.961]}, {"id": "disparate_impact_ratio_formula", "message": "72.247 / 75.188 = 0.961", "parameters": [72.247, "/", 75.188, 0.961]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 112, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-24T11:36:31.539Z", "oldest_timestamp": "2019-07-24T11:36:31.538Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.9, "is_biased": true, "majority": {"total_fav_percent": 78.87323943661971, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 78.87323943661971}]}, "minority": {"total_fav_percent": 72.47706422018348, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 72.47706422018348, "fairness_value": 91.9, "perfect_equality": 78.87323943661971, "acceptable_fav_class_percent": 77.2958, "is_biased": true}], "acceptable_fav_class_percent": 77.2958}, "records_evaluated": {"newest_timestamp": "2019-07-24T11:36:31.539Z", "oldest_timestamp": "2019-07-24T11:36:31.538Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 57.77777777777777}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.477% of the time. The perfect equality is 78.873%. Debiased fairness for Age is 91.9% (72.477/78.873).", "parameters": ["[18-25]", 72.477, 78.873, "Age", 91.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.477%. The perfect equality value for that group is 78.873%. The fairness score is 0.919 using the following formula. 72.477/78.873 = 0.919", "parameters": ["Age", "18-25", 72.477, 78.873, 0.919]}, {"id": "disparate_impact_ratio_formula", "message": "72.477 / 78.873 = 0.919", "parameters": [72.477, "/", 78.873, 0.919]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 95, true, "reference"], ["Sex", "male", "Risk", 25, false, "reference"], ["Sex", "female", "No Risk", 95, true, "monitored"], ["Sex", "female", "Risk", 25, false, "monitored"], ["Age", [26, 75], "No Risk", 107, true, "reference"], ["Age", [26, 75], "Risk", 25, false, "reference"], ["Age", [18, 25], "No Risk", 171, true, "monitored"], ["Age", [18, 25], "Risk", 50, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 79.16666666666666}]}, "minority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 79.16666666666666, "fairness_value": 100.0, "perfect_equality": 79.16666666666666, "acceptable_fav_class_percent": 77.5833, "is_biased": false}], "acceptable_fav_class_percent": 77.5833}, "records_evaluated": {"newest_timestamp": "2019-07-24T10:36:31.541Z", "oldest_timestamp": "2019-07-24T10:36:31.539Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 79.167% of the time. The perfect equality is 79.167%. Debiased fairness for Sex is 100.0% (79.167/79.167).", "parameters": ["female", 79.167, 79.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 79.167%. The perfect equality value for that group is 79.167%. The fairness score is 1.0 using the following formula. 79.167/79.167 = 1.0", "parameters": ["Sex", "female", 79.167, 79.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "79.167 / 79.167 = 1.0", "parameters": [79.167, "/", 79.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.3, "is_biased": true, "majority": {"total_fav_percent": 81.06060606060606, "total_rows_percent": 37.39376770538244, "values": [{"value": [26, 75], "fav_class_percent": 81.06060606060606}]}, "minority": {"total_fav_percent": 77.37556561085974, "total_rows_percent": 61.38888888888889, "values": [{"value": [18, 25], "fav_class_percent": 77.37556561085974, "fairness_value": 94.3, "perfect_equality": 82.01438848920863, "acceptable_fav_class_percent": 80.3741, "is_biased": true}], "acceptable_fav_class_percent": 80.3741}, "records_evaluated": {"newest_timestamp": "2019-07-24T10:36:31.541Z", "oldest_timestamp": "2019-07-24T10:36:31.539Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 70.17543859649122}, {"range": [24, 25], "fav_percent": 70.45454545454545}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.376% of the time. The perfect equality is 82.014%. Debiased fairness for Age is 94.3% (77.376/82.014).", "parameters": ["[18-25]", 77.376, 82.014, "Age", 94.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.376%. The perfect equality value for that group is 82.014%. The fairness score is 0.943 using the following formula. 77.376/82.014 = 0.943", "parameters": ["Age", "18-25", 77.376, 82.014, 0.943]}, {"id": "disparate_impact_ratio_formula", "message": "77.376 / 82.014 = 0.943", "parameters": [77.376, "/", 82.014, 0.943]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 97.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 99, true, "reference"], ["Sex", "male", "Risk", 21, false, "reference"], ["Sex", "female", "No Risk", 99, true, "monitored"], ["Sex", "female", "Risk", 21, false, "monitored"], ["Age", [26, 75], "No Risk", 110, true, "reference"], ["Age", [26, 75], "Risk", 21, false, "reference"], ["Age", [18, 25], "No Risk", 187, true, "monitored"], ["Age", [18, 25], "Risk", 42, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 82.5}]}, "minority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 82.5, "fairness_value": 100.0, "perfect_equality": 82.5, "acceptable_fav_class_percent": 80.85, "is_biased": false}], "acceptable_fav_class_percent": 80.85}, "records_evaluated": {"newest_timestamp": "2019-07-24T09:36:31.542Z", "oldest_timestamp": "2019-07-24T09:36:31.541Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 82.5% of the time. The perfect equality is 82.5%. Debiased fairness for Sex is 100.0% (82.5/82.5).", "parameters": ["female", 82.5, 82.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 82.5%. The perfect equality value for that group is 82.5%. The fairness score is 1.0 using the following formula. 82.5/82.5 = 1.0", "parameters": ["Sex", "female", 82.5, 82.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "82.5 / 82.5 = 1.0", "parameters": [82.5, "/", 82.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 97.2, "is_biased": true, "majority": {"total_fav_percent": 83.96946564885496, "total_rows_percent": 36.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 83.96946564885496}]}, "minority": {"total_fav_percent": 81.6593886462882, "total_rows_percent": 63.61111111111111, "values": [{"value": [18, 25], "fav_class_percent": 81.6593886462882, "fairness_value": 97.2, "perfect_equality": 83.96946564885496, "acceptable_fav_class_percent": 82.2901, "is_biased": true}], "acceptable_fav_class_percent": 82.2901}, "records_evaluated": {"newest_timestamp": "2019-07-24T09:36:31.542Z", "oldest_timestamp": "2019-07-24T09:36:31.541Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 61.29032258064516}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 81.659% of the time. The perfect equality is 83.969%. Debiased fairness for Age is 97.2% (81.659/83.969).", "parameters": ["[18-25]", 81.659, 83.969, "Age", 97.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 81.659%. The perfect equality value for that group is 83.969%. The fairness score is 0.972 using the following formula. 81.659/83.969 = 0.972", "parameters": ["Age", "18-25", 81.659, 83.969, 0.972]}, {"id": "disparate_impact_ratio_formula", "message": "81.659 / 83.969 = 0.972", "parameters": [81.659, "/", 83.969, 0.972]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 85, true, "reference"], ["Sex", "male", "Risk", 35, false, "reference"], ["Sex", "female", "No Risk", 85, true, "monitored"], ["Sex", "female", "Risk", 35, false, "monitored"], ["Age", [26, 75], "No Risk", 101, true, "reference"], ["Age", [26, 75], "Risk", 35, false, "reference"], ["Age", [18, 25], "No Risk", 154, true, "monitored"], ["Age", [18, 25], "Risk", 70, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 70.83333333333334}]}, "minority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 70.83333333333334, "fairness_value": 100.0, "perfect_equality": 70.83333333333334, "acceptable_fav_class_percent": 69.4167, "is_biased": false}], "acceptable_fav_class_percent": 69.4167}, "records_evaluated": {"newest_timestamp": "2019-07-24T08:36:31.544Z", "oldest_timestamp": "2019-07-24T08:36:31.542Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 70.833% of the time. The perfect equality is 70.833%. Debiased fairness for Sex is 100.0% (70.833/70.833).", "parameters": ["female", 70.833, 70.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 70.833%. The perfect equality value for that group is 70.833%. The fairness score is 1.0 using the following formula. 70.833/70.833 = 1.0", "parameters": ["Sex", "female", 70.833, 70.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "70.833 / 70.833 = 1.0", "parameters": [70.833, "/", 70.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 74.26470588235294, "total_rows_percent": 37.77777777777778, "values": [{"value": [26, 75], "fav_class_percent": 74.26470588235294}]}, "minority": {"total_fav_percent": 68.75, "total_rows_percent": 62.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 68.75, "fairness_value": 92.60000000000001, "perfect_equality": 74.26470588235294, "acceptable_fav_class_percent": 72.7794, "is_biased": true}], "acceptable_fav_class_percent": 72.7794}, "records_evaluated": {"newest_timestamp": "2019-07-24T08:36:31.544Z", "oldest_timestamp": "2019-07-24T08:36:31.542Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 41.02564102564102}, {"range": [26, 34], "fav_percent": 100.0}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.75% of the time. The perfect equality is 74.265%. Debiased fairness for Age is 92.6% (68.75/74.265).", "parameters": ["[18-25]", 68.75, 74.265, "Age", 92.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.75%. The perfect equality value for that group is 74.265%. The fairness score is 0.926 using the following formula. 68.75/74.265 = 0.926", "parameters": ["Age", "18-25", 68.75, 74.265, 0.926]}, {"id": "disparate_impact_ratio_formula", "message": "68.75 / 74.265 = 0.926", "parameters": [68.75, "/", 74.265, 0.926]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 150, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-24T07:36:31.545Z", "oldest_timestamp": "2019-07-24T07:36:31.544Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.5, "is_biased": true, "majority": {"total_fav_percent": 79.05405405405406, "total_rows_percent": 41.11111111111111, "values": [{"value": [26, 75], "fav_class_percent": 79.05405405405406}]}, "minority": {"total_fav_percent": 70.75471698113208, "total_rows_percent": 58.88888888888889, "values": [{"value": [18, 25], "fav_class_percent": 70.75471698113208, "fairness_value": 89.5, "perfect_equality": 79.05405405405406, "acceptable_fav_class_percent": 77.473, "is_biased": true}], "acceptable_fav_class_percent": 77.473}, "records_evaluated": {"newest_timestamp": "2019-07-24T07:36:31.545Z", "oldest_timestamp": "2019-07-24T07:36:31.544Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 53.333333333333336}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.755% of the time. The perfect equality is 79.054%. Debiased fairness for Age is 89.5% (70.755/79.054).", "parameters": ["[18-25]", 70.755, 79.054, "Age", 89.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.755%. The perfect equality value for that group is 79.054%. The fairness score is 0.895 using the following formula. 70.755/79.054 = 0.895", "parameters": ["Age", "18-25", 70.755, 79.054, 0.895]}, {"id": "disparate_impact_ratio_formula", "message": "70.755 / 79.054 = 0.895", "parameters": [70.755, "/", 79.054, 0.895]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 97, true, "reference"], ["Sex", "male", "Risk", 23, false, "reference"], ["Sex", "female", "No Risk", 97, true, "monitored"], ["Sex", "female", "Risk", 23, false, "monitored"], ["Age", [26, 75], "No Risk", 123, true, "reference"], ["Age", [26, 75], "Risk", 23, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 46, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.83333333333333}]}, "minority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.83333333333333, "fairness_value": 100.0, "perfect_equality": 80.83333333333333, "acceptable_fav_class_percent": 79.2167, "is_biased": false}], "acceptable_fav_class_percent": 79.2167}, "records_evaluated": {"newest_timestamp": "2019-07-24T06:36:31.547Z", "oldest_timestamp": "2019-07-24T06:36:31.545Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.833% of the time. The perfect equality is 80.833%. Debiased fairness for Sex is 100.0% (80.833/80.833).", "parameters": ["female", 80.833, 80.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.833%. The perfect equality value for that group is 80.833%. The fairness score is 1.0 using the following formula. 80.833/80.833 = 1.0", "parameters": ["Sex", "female", 80.833, 80.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.833 / 80.833 = 1.0", "parameters": [80.833, "/", 80.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.2, "is_biased": true, "majority": {"total_fav_percent": 84.24657534246576, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 84.24657534246576}]}, "minority": {"total_fav_percent": 78.50467289719626, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 78.50467289719626, "fairness_value": 93.2, "perfect_equality": 84.24657534246576, "acceptable_fav_class_percent": 82.5616, "is_biased": true}], "acceptable_fav_class_percent": 82.5616}, "records_evaluated": {"newest_timestamp": "2019-07-24T06:36:31.547Z", "oldest_timestamp": "2019-07-24T06:36:31.545Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 73.91304347826086}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 78.505% of the time. The perfect equality is 84.247%. Debiased fairness for Age is 93.2% (78.505/84.247).", "parameters": ["[18-25]", 78.505, 84.247, "Age", 93.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 78.505%. The perfect equality value for that group is 84.247%. The fairness score is 0.932 using the following formula. 78.505/84.247 = 0.932", "parameters": ["Age", "18-25", 78.505, 84.247, 0.932]}, {"id": "disparate_impact_ratio_formula", "message": "78.505 / 84.247 = 0.932", "parameters": [78.505, "/", 84.247, 0.932]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 110, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 160, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-24T05:36:31.548Z", "oldest_timestamp": "2019-07-24T05:36:31.547Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 78.57142857142857, "total_rows_percent": 38.88888888888889, "values": [{"value": [26, 75], "fav_class_percent": 78.57142857142857}]}, "minority": {"total_fav_percent": 72.72727272727273, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 72.72727272727273, "fairness_value": 92.60000000000001, "perfect_equality": 78.57142857142857, "acceptable_fav_class_percent": 77.0, "is_biased": true}], "acceptable_fav_class_percent": 77.0}, "records_evaluated": {"newest_timestamp": "2019-07-24T05:36:31.548Z", "oldest_timestamp": "2019-07-24T05:36:31.547Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 63.33333333333333}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.727% of the time. The perfect equality is 78.571%. Debiased fairness for Age is 92.6% (72.727/78.571).", "parameters": ["[18-25]", 72.727, 78.571, "Age", 92.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.727%. The perfect equality value for that group is 78.571%. The fairness score is 0.926 using the following formula. 72.727/78.571 = 0.926", "parameters": ["Age", "18-25", 72.727, 78.571, 0.926]}, {"id": "disparate_impact_ratio_formula", "message": "72.727 / 78.571 = 0.926", "parameters": [72.727, "/", 78.571, 0.926]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 111, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-24T04:36:31.550Z", "oldest_timestamp": "2019-07-24T04:36:31.548Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.5, "is_biased": true, "majority": {"total_fav_percent": 78.16901408450704, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 78.16901408450704}]}, "minority": {"total_fav_percent": 71.55963302752293, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 71.55963302752293, "fairness_value": 91.5, "perfect_equality": 78.16901408450704, "acceptable_fav_class_percent": 76.6056, "is_biased": true}], "acceptable_fav_class_percent": 76.6056}, "records_evaluated": {"newest_timestamp": "2019-07-24T04:36:31.550Z", "oldest_timestamp": "2019-07-24T04:36:31.548Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 60.71428571428571}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.56% of the time. The perfect equality is 78.169%. Debiased fairness for Age is 91.5% (71.56/78.169).", "parameters": ["[18-25]", 71.56, 78.169, "Age", 91.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.56%. The perfect equality value for that group is 78.169%. The fairness score is 0.915 using the following formula. 71.56/78.169 = 0.915", "parameters": ["Age", "18-25", 71.56, 78.169, 0.915]}, {"id": "disparate_impact_ratio_formula", "message": "71.56 / 78.169 = 0.915", "parameters": [71.56, "/", 78.169, 0.915]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 161, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-24T03:36:31.551Z", "oldest_timestamp": "2019-07-24T03:36:31.550Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.0, "is_biased": true, "majority": {"total_fav_percent": 81.37931034482759, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 81.37931034482759}]}, "minority": {"total_fav_percent": 74.88372093023256, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 74.88372093023256, "fairness_value": 92.0, "perfect_equality": 81.37931034482759, "acceptable_fav_class_percent": 79.7517, "is_biased": true}], "acceptable_fav_class_percent": 79.7517}, "records_evaluated": {"newest_timestamp": "2019-07-24T03:36:31.551Z", "oldest_timestamp": "2019-07-24T03:36:31.550Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 64.51612903225806}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.884% of the time. The perfect equality is 81.379%. Debiased fairness for Age is 92.0% (74.884/81.379).", "parameters": ["[18-25]", 74.884, 81.379, "Age", 92.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.884%. The perfect equality value for that group is 81.379%. The fairness score is 0.92 using the following formula. 74.884/81.379 = 0.92", "parameters": ["Age", "18-25", 74.884, 81.379, 0.92]}, {"id": "disparate_impact_ratio_formula", "message": "74.884 / 81.379 = 0.92", "parameters": [74.884, "/", 81.379, 0.92]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 149, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-24T02:36:31.553Z", "oldest_timestamp": "2019-07-24T02:36:31.551Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.2, "is_biased": true, "majority": {"total_fav_percent": 79.19463087248322, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 79.19463087248322}]}, "minority": {"total_fav_percent": 70.61611374407583, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 70.61611374407583, "fairness_value": 89.2, "perfect_equality": 79.19463087248322, "acceptable_fav_class_percent": 77.6107, "is_biased": true}], "acceptable_fav_class_percent": 77.6107}, "records_evaluated": {"newest_timestamp": "2019-07-24T02:36:31.553Z", "oldest_timestamp": "2019-07-24T02:36:31.551Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 67.27272727272727}, {"range": [26, 34], "fav_percent": 100.0}, {"range": [62, 70], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.616% of the time. The perfect equality is 79.195%. Debiased fairness for Age is 89.2% (70.616/79.195).", "parameters": ["[18-25]", 70.616, 79.195, "Age", 89.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.616%. The perfect equality value for that group is 79.195%. The fairness score is 0.892 using the following formula. 70.616/79.195 = 0.892", "parameters": ["Age", "18-25", 70.616, 79.195, 0.892]}, {"id": "disparate_impact_ratio_formula", "message": "70.616 / 79.195 = 0.892", "parameters": [70.616, "/", 79.195, 0.892]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-24T01:36:31.554Z", "oldest_timestamp": "2019-07-24T01:36:31.553Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.4, "is_biased": true, "majority": {"total_fav_percent": 80.82191780821918, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 80.82191780821918}]}, "minority": {"total_fav_percent": 73.83177570093457, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 73.83177570093457, "fairness_value": 91.4, "perfect_equality": 80.82191780821918, "acceptable_fav_class_percent": 79.2055, "is_biased": true}], "acceptable_fav_class_percent": 79.2055}, "records_evaluated": {"newest_timestamp": "2019-07-24T01:36:31.554Z", "oldest_timestamp": "2019-07-24T01:36:31.553Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 62.5}, {"range": [62, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.832% of the time. The perfect equality is 80.822%. Debiased fairness for Age is 91.4% (73.832/80.822).", "parameters": ["[18-25]", 73.832, 80.822, "Age", 91.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.832%. The perfect equality value for that group is 80.822%. The fairness score is 0.914 using the following formula. 73.832/80.822 = 0.914", "parameters": ["Age", "18-25", 73.832, 80.822, 0.914]}, {"id": "disparate_impact_ratio_formula", "message": "73.832 / 80.822 = 0.914", "parameters": [73.832, "/", 80.822, 0.914]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 95, true, "reference"], ["Sex", "male", "Risk", 25, false, "reference"], ["Sex", "female", "No Risk", 95, true, "monitored"], ["Sex", "female", "Risk", 25, false, "monitored"], ["Age", [26, 75], "No Risk", 127, true, "reference"], ["Age", [26, 75], "Risk", 25, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 50, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 79.16666666666666}]}, "minority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 79.16666666666666, "fairness_value": 100.0, "perfect_equality": 79.16666666666666, "acceptable_fav_class_percent": 77.5833, "is_biased": false}], "acceptable_fav_class_percent": 77.5833}, "records_evaluated": {"newest_timestamp": "2019-07-24T00:36:31.556Z", "oldest_timestamp": "2019-07-24T00:36:31.554Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 79.167% of the time. The perfect equality is 79.167%. Debiased fairness for Sex is 100.0% (79.167/79.167).", "parameters": ["female", 79.167, 79.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 79.167%. The perfect equality value for that group is 79.167%. The fairness score is 1.0 using the following formula. 79.167/79.167 = 1.0", "parameters": ["Sex", "female", 79.167, 79.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "79.167 / 79.167 = 1.0", "parameters": [79.167, "/", 79.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 83.55263157894737, "total_rows_percent": 42.22222222222222, "values": [{"value": [26, 75], "fav_class_percent": 83.55263157894737}]}, "minority": {"total_fav_percent": 75.96153846153845, "total_rows_percent": 57.77777777777777, "values": [{"value": [18, 25], "fav_class_percent": 75.96153846153845, "fairness_value": 90.9, "perfect_equality": 83.55263157894737, "acceptable_fav_class_percent": 81.8816, "is_biased": true}], "acceptable_fav_class_percent": 81.8816}, "records_evaluated": {"newest_timestamp": "2019-07-24T00:36:31.556Z", "oldest_timestamp": "2019-07-24T00:36:31.554Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 70.76923076923077}, {"range": [24, 25], "fav_percent": 70.37037037037037}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.962% of the time. The perfect equality is 83.553%. Debiased fairness for Age is 90.9% (75.962/83.553).", "parameters": ["[18-25]", 75.962, 83.553, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.962%. The perfect equality value for that group is 83.553%. The fairness score is 0.909 using the following formula. 75.962/83.553 = 0.909", "parameters": ["Age", "18-25", 75.962, 83.553, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "75.962 / 83.553 = 0.909", "parameters": [75.962, "/", 83.553, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 88.1, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 82, true, "reference"], ["Sex", "male", "Risk", 38, false, "reference"], ["Sex", "female", "No Risk", 82, true, "monitored"], ["Sex", "female", "Risk", 38, false, "monitored"], ["Age", [26, 75], "No Risk", 106, true, "reference"], ["Age", [26, 75], "Risk", 38, false, "reference"], ["Age", [18, 25], "No Risk", 140, true, "monitored"], ["Age", [18, 25], "Risk", 76, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 68.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 68.33333333333333}]}, "minority": {"total_fav_percent": 68.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 68.33333333333333, "fairness_value": 100.0, "perfect_equality": 68.33333333333333, "acceptable_fav_class_percent": 66.9667, "is_biased": false}], "acceptable_fav_class_percent": 66.9667}, "records_evaluated": {"newest_timestamp": "2019-07-23T23:36:31.557Z", "oldest_timestamp": "2019-07-23T23:36:31.556Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 68.333% of the time. The perfect equality is 68.333%. Debiased fairness for Sex is 100.0% (68.333/68.333).", "parameters": ["female", 68.333, 68.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 68.333%. The perfect equality value for that group is 68.333%. The fairness score is 1.0 using the following formula. 68.333/68.333 = 1.0", "parameters": ["Sex", "female", 68.333, 68.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "68.333 / 68.333 = 1.0", "parameters": [68.333, "/", 68.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 88.1, "is_biased": true, "majority": {"total_fav_percent": 73.61111111111111, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 73.61111111111111}]}, "minority": {"total_fav_percent": 64.81481481481481, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 64.81481481481481, "fairness_value": 88.1, "perfect_equality": 73.61111111111111, "acceptable_fav_class_percent": 72.1389, "is_biased": true}], "acceptable_fav_class_percent": 72.1389}, "records_evaluated": {"newest_timestamp": "2019-07-23T23:36:31.557Z", "oldest_timestamp": "2019-07-23T23:36:31.556Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 57.99999999999999}, {"range": [26, 34], "fav_percent": 96.0}, {"range": [62, 70], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 64.815% of the time. The perfect equality is 73.611%. Debiased fairness for Age is 88.1% (64.815/73.611).", "parameters": ["[18-25]", 64.815, 73.611, "Age", 88.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 64.815%. The perfect equality value for that group is 73.611%. The fairness score is 0.881 using the following formula. 64.815/73.611 = 0.881", "parameters": ["Age", "18-25", 64.815, 73.611, 0.881]}, {"id": "disparate_impact_ratio_formula", "message": "64.815 / 73.611 = 0.881", "parameters": [64.815, "/", 73.611, 0.881]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 114, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-23T22:36:31.559Z", "oldest_timestamp": "2019-07-23T22:36:31.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.2, "is_biased": true, "majority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 79.16666666666666}]}, "minority": {"total_fav_percent": 72.22222222222221, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 72.22222222222221, "fairness_value": 91.2, "perfect_equality": 79.16666666666666, "acceptable_fav_class_percent": 77.5833, "is_biased": true}], "acceptable_fav_class_percent": 77.5833}, "records_evaluated": {"newest_timestamp": "2019-07-23T22:36:31.559Z", "oldest_timestamp": "2019-07-23T22:36:31.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 60.9375}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.222% of the time. The perfect equality is 79.167%. Debiased fairness for Age is 91.2% (72.222/79.167).", "parameters": ["[18-25]", 72.222, 79.167, "Age", 91.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.222%. The perfect equality value for that group is 79.167%. The fairness score is 0.912 using the following formula. 72.222/79.167 = 0.912", "parameters": ["Age", "18-25", 72.222, 79.167, 0.912]}, {"id": "disparate_impact_ratio_formula", "message": "72.222 / 79.167 = 0.912", "parameters": [72.222, "/", 79.167, 0.912]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 88.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 83, true, "reference"], ["Sex", "male", "Risk", 37, false, "reference"], ["Sex", "female", "No Risk", 83, true, "monitored"], ["Sex", "female", "Risk", 37, false, "monitored"], ["Age", [26, 75], "No Risk", 108, true, "reference"], ["Age", [26, 75], "Risk", 37, false, "reference"], ["Age", [18, 25], "No Risk", 141, true, "monitored"], ["Age", [18, 25], "Risk", 74, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 69.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 69.16666666666667}]}, "minority": {"total_fav_percent": 69.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 69.16666666666667, "fairness_value": 100.0, "perfect_equality": 69.16666666666667, "acceptable_fav_class_percent": 67.7833, "is_biased": false}], "acceptable_fav_class_percent": 67.7833}, "records_evaluated": {"newest_timestamp": "2019-07-23T21:36:31.560Z", "oldest_timestamp": "2019-07-23T21:36:31.559Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 69.167% of the time. The perfect equality is 69.167%. Debiased fairness for Sex is 100.0% (69.167/69.167).", "parameters": ["female", 69.167, 69.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 69.167%. The perfect equality value for that group is 69.167%. The fairness score is 1.0 using the following formula. 69.167/69.167 = 1.0", "parameters": ["Sex", "female", 69.167, 69.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "69.167 / 69.167 = 1.0", "parameters": [69.167, "/", 69.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 88.0, "is_biased": true, "majority": {"total_fav_percent": 74.48275862068967, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 74.48275862068967}]}, "minority": {"total_fav_percent": 65.58139534883722, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 65.58139534883722, "fairness_value": 88.0, "perfect_equality": 74.48275862068967, "acceptable_fav_class_percent": 72.9931, "is_biased": true}], "acceptable_fav_class_percent": 72.9931}, "records_evaluated": {"newest_timestamp": "2019-07-23T21:36:31.560Z", "oldest_timestamp": "2019-07-23T21:36:31.559Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [26, 34], "fav_percent": 100.0}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 65.581% of the time. The perfect equality is 74.483%. Debiased fairness for Age is 88.0% (65.581/74.483).", "parameters": ["[18-25]", 65.581, 74.483, "Age", 88.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 65.581%. The perfect equality value for that group is 74.483%. The fairness score is 0.88 using the following formula. 65.581/74.483 = 0.88", "parameters": ["Age", "18-25", 65.581, 74.483, 0.88]}, {"id": "disparate_impact_ratio_formula", "message": "65.581 / 74.483 = 0.88", "parameters": [65.581, "/", 74.483, 0.88]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-23T20:36:31.562Z", "oldest_timestamp": "2019-07-23T20:36:31.560Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.0, "is_biased": true, "majority": {"total_fav_percent": 80.13698630136986, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 80.13698630136986}]}, "minority": {"total_fav_percent": 72.89719626168224, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 72.89719626168224, "fairness_value": 91.0, "perfect_equality": 80.13698630136986, "acceptable_fav_class_percent": 78.5342, "is_biased": true}], "acceptable_fav_class_percent": 78.5342}, "records_evaluated": {"newest_timestamp": "2019-07-23T20:36:31.562Z", "oldest_timestamp": "2019-07-23T20:36:31.560Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 66.66666666666666}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.897% of the time. The perfect equality is 80.137%. Debiased fairness for Age is 91.0% (72.897/80.137).", "parameters": ["[18-25]", 72.897, 80.137, "Age", 91.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.897%. The perfect equality value for that group is 80.137%. The fairness score is 0.91 using the following formula. 72.897/80.137 = 0.91", "parameters": ["Age", "18-25", 72.897, 80.137, 0.91]}, {"id": "disparate_impact_ratio_formula", "message": "72.897 / 80.137 = 0.91", "parameters": [72.897, "/", 80.137, 0.91]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 119, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 160, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-23T19:36:31.563Z", "oldest_timestamp": "2019-07-23T19:36:31.562Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.7, "is_biased": true, "majority": {"total_fav_percent": 81.5068493150685, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 81.5068493150685}]}, "minority": {"total_fav_percent": 74.76635514018692, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 74.76635514018692, "fairness_value": 91.7, "perfect_equality": 81.5068493150685, "acceptable_fav_class_percent": 79.8767, "is_biased": true}], "acceptable_fav_class_percent": 79.8767}, "records_evaluated": {"newest_timestamp": "2019-07-23T19:36:31.563Z", "oldest_timestamp": "2019-07-23T19:36:31.562Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.766% of the time. The perfect equality is 81.507%. Debiased fairness for Age is 91.7% (74.766/81.507).", "parameters": ["[18-25]", 74.766, 81.507, "Age", 91.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.766%. The perfect equality value for that group is 81.507%. The fairness score is 0.917 using the following formula. 74.766/81.507 = 0.917", "parameters": ["Age", "18-25", 74.766, 81.507, 0.917]}, {"id": "disparate_impact_ratio_formula", "message": "74.766 / 81.507 = 0.917", "parameters": [74.766, "/", 81.507, 0.917]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 98, true, "reference"], ["Sex", "male", "Risk", 22, false, "reference"], ["Sex", "female", "No Risk", 98, true, "monitored"], ["Sex", "female", "Risk", 22, false, "monitored"], ["Age", [26, 75], "No Risk", 124, true, "reference"], ["Age", [26, 75], "Risk", 22, false, "reference"], ["Age", [18, 25], "No Risk", 170, true, "monitored"], ["Age", [18, 25], "Risk", 44, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 81.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 81.66666666666667}]}, "minority": {"total_fav_percent": 81.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 81.66666666666667, "fairness_value": 100.0, "perfect_equality": 81.66666666666667, "acceptable_fav_class_percent": 80.0333, "is_biased": false}], "acceptable_fav_class_percent": 80.0333}, "records_evaluated": {"newest_timestamp": "2019-07-23T18:36:31.565Z", "oldest_timestamp": "2019-07-23T18:36:31.563Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 81.667% of the time. The perfect equality is 81.667%. Debiased fairness for Sex is 100.0% (81.667/81.667).", "parameters": ["female", 81.667, 81.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 81.667%. The perfect equality value for that group is 81.667%. The fairness score is 1.0 using the following formula. 81.667/81.667 = 1.0", "parameters": ["Sex", "female", 81.667, 81.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "81.667 / 81.667 = 1.0", "parameters": [81.667, "/", 81.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.5, "is_biased": true, "majority": {"total_fav_percent": 84.93150684931507, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 84.93150684931507}]}, "minority": {"total_fav_percent": 79.43925233644859, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 79.43925233644859, "fairness_value": 93.5, "perfect_equality": 84.93150684931507, "acceptable_fav_class_percent": 83.2329, "is_biased": true}], "acceptable_fav_class_percent": 83.2329}, "records_evaluated": {"newest_timestamp": "2019-07-23T18:36:31.565Z", "oldest_timestamp": "2019-07-23T18:36:31.563Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [26, 34], "fav_percent": 100.0}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 79.439% of the time. The perfect equality is 84.932%. Debiased fairness for Age is 93.5% (79.439/84.932).", "parameters": ["[18-25]", 79.439, 84.932, "Age", 93.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 79.439%. The perfect equality value for that group is 84.932%. The fairness score is 0.935 using the following formula. 79.439/84.932 = 0.935", "parameters": ["Age", "18-25", 79.439, 84.932, 0.935]}, {"id": "disparate_impact_ratio_formula", "message": "79.439 / 84.932 = 0.935", "parameters": [79.439, "/", 84.932, 0.935]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 87, true, "reference"], ["Sex", "male", "Risk", 33, false, "reference"], ["Sex", "female", "No Risk", 87, true, "monitored"], ["Sex", "female", "Risk", 33, false, "monitored"], ["Age", [26, 75], "No Risk", 105, true, "reference"], ["Age", [26, 75], "Risk", 33, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 66, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 72.5}]}, "minority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 72.5, "fairness_value": 100.0, "perfect_equality": 72.5, "acceptable_fav_class_percent": 71.05, "is_biased": false}], "acceptable_fav_class_percent": 71.05}, "records_evaluated": {"newest_timestamp": "2019-07-23T17:36:31.566Z", "oldest_timestamp": "2019-07-23T17:36:31.565Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 72.5% of the time. The perfect equality is 72.5%. Debiased fairness for Sex is 100.0% (72.5/72.5).", "parameters": ["female", 72.5, 72.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 72.5%. The perfect equality value for that group is 72.5%. The fairness score is 1.0 using the following formula. 72.5/72.5 = 1.0", "parameters": ["Sex", "female", 72.5, 72.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "72.5 / 72.5 = 1.0", "parameters": [72.5, "/", 72.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.4, "is_biased": true, "majority": {"total_fav_percent": 76.08695652173914, "total_rows_percent": 38.333333333333336, "values": [{"value": [26, 75], "fav_class_percent": 76.08695652173914}]}, "minority": {"total_fav_percent": 70.27027027027027, "total_rows_percent": 61.66666666666667, "values": [{"value": [18, 25], "fav_class_percent": 70.27027027027027, "fairness_value": 92.4, "perfect_equality": 76.08695652173914, "acceptable_fav_class_percent": 74.5652, "is_biased": true}], "acceptable_fav_class_percent": 74.5652}, "records_evaluated": {"newest_timestamp": "2019-07-23T17:36:31.566Z", "oldest_timestamp": "2019-07-23T17:36:31.565Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [26, 34], "fav_percent": 94.5945945945946}, {"range": [62, 70], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.27% of the time. The perfect equality is 76.087%. Debiased fairness for Age is 92.4% (70.27/76.087).", "parameters": ["[18-25]", 70.27, 76.087, "Age", 92.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.27%. The perfect equality value for that group is 76.087%. The fairness score is 0.924 using the following formula. 70.27/76.087 = 0.924", "parameters": ["Age", "18-25", 70.27, 76.087, 0.924]}, {"id": "disparate_impact_ratio_formula", "message": "70.27 / 76.087 = 0.924", "parameters": [70.27, "/", 76.087, 0.924]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 88.8, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 119, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 148, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-23T16:36:31.568Z", "oldest_timestamp": "2019-07-23T16:36:31.566Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 88.8, "is_biased": true, "majority": {"total_fav_percent": 79.33333333333333, "total_rows_percent": 41.66666666666667, "values": [{"value": [26, 75], "fav_class_percent": 79.33333333333333}]}, "minority": {"total_fav_percent": 70.47619047619048, "total_rows_percent": 58.333333333333336, "values": [{"value": [18, 25], "fav_class_percent": 70.47619047619048, "fairness_value": 88.8, "perfect_equality": 79.33333333333333, "acceptable_fav_class_percent": 77.7467, "is_biased": true}], "acceptable_fav_class_percent": 77.7467}, "records_evaluated": {"newest_timestamp": "2019-07-23T16:36:31.568Z", "oldest_timestamp": "2019-07-23T16:36:31.566Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 60.56338028169014}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.476% of the time. The perfect equality is 79.333%. Debiased fairness for Age is 88.8% (70.476/79.333).", "parameters": ["[18-25]", 70.476, 79.333, "Age", 88.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.476%. The perfect equality value for that group is 79.333%. The fairness score is 0.888 using the following formula. 70.476/79.333 = 0.888", "parameters": ["Age", "18-25", 70.476, 79.333, 0.888]}, {"id": "disparate_impact_ratio_formula", "message": "70.476 / 79.333 = 0.888", "parameters": [70.476, "/", 79.333, 0.888]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 88.6, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 80, true, "reference"], ["Sex", "male", "Risk", 40, false, "reference"], ["Sex", "female", "No Risk", 80, true, "monitored"], ["Sex", "female", "Risk", 40, false, "monitored"], ["Age", [26, 75], "No Risk", 100, true, "reference"], ["Age", [26, 75], "Risk", 40, false, "reference"], ["Age", [18, 25], "No Risk", 139, true, "monitored"], ["Age", [18, 25], "Risk", 80, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 66.66666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 66.66666666666666}]}, "minority": {"total_fav_percent": 66.66666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 66.66666666666666, "fairness_value": 100.0, "perfect_equality": 66.66666666666666, "acceptable_fav_class_percent": 65.3333, "is_biased": false}], "acceptable_fav_class_percent": 65.3333}, "records_evaluated": {"newest_timestamp": "2019-07-23T15:36:47.505Z", "oldest_timestamp": "2019-07-23T15:36:47.505Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 66.667% of the time. The perfect equality is 66.667%. Debiased fairness for Sex is 100.0% (66.667/66.667).", "parameters": ["female", 66.667, 66.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 66.667%. The perfect equality value for that group is 66.667%. The fairness score is 1.0 using the following formula. 66.667/66.667 = 1.0", "parameters": ["Sex", "female", 66.667, 66.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "66.667 / 66.667 = 1.0", "parameters": [66.667, "/", 66.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 88.6, "is_biased": true, "majority": {"total_fav_percent": 71.42857142857143, "total_rows_percent": 38.99721448467967, "values": [{"value": [26, 75], "fav_class_percent": 71.42857142857143}]}, "minority": {"total_fav_percent": 63.4703196347032, "total_rows_percent": 60.83333333333333, "values": [{"value": [18, 25], "fav_class_percent": 63.4703196347032, "fairness_value": 88.6, "perfect_equality": 71.63120567375887, "acceptable_fav_class_percent": 70.1986, "is_biased": true}], "acceptable_fav_class_percent": 70.1986}, "records_evaluated": {"newest_timestamp": "2019-07-23T15:36:47.505Z", "oldest_timestamp": "2019-07-23T15:36:47.505Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 48.888888888888886}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 63.47% of the time. The perfect equality is 71.631%. Debiased fairness for Age is 88.6% (63.47/71.631).", "parameters": ["[18-25]", 63.47, 71.631, "Age", 88.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 63.47%. The perfect equality value for that group is 71.631%. The fairness score is 0.886 using the following formula. 63.47/71.631 = 0.886", "parameters": ["Age", "18-25", 63.47, 71.631, 0.886]}, {"id": "disparate_impact_ratio_formula", "message": "63.47 / 71.631 = 0.886", "parameters": [63.47, "/", 71.631, 0.886]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 88.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 147, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-23T14:36:47.505Z", "oldest_timestamp": "2019-07-23T14:36:47.505Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 88.3, "is_biased": true, "majority": {"total_fav_percent": 79.59183673469387, "total_rows_percent": 41.52542372881356, "values": [{"value": [26, 75], "fav_class_percent": 79.59183673469387}]}, "minority": {"total_fav_percent": 71.01449275362319, "total_rows_percent": 57.49999999999999, "values": [{"value": [18, 25], "fav_class_percent": 71.01449275362319, "fairness_value": 88.3, "perfect_equality": 80.3921568627451, "acceptable_fav_class_percent": 78.7843, "is_biased": true}], "acceptable_fav_class_percent": 78.7843}, "records_evaluated": {"newest_timestamp": "2019-07-23T14:36:47.505Z", "oldest_timestamp": "2019-07-23T14:36:47.505Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [26, 34], "fav_percent": 100.0}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.014% of the time. The perfect equality is 80.392%. Debiased fairness for Age is 88.3% (71.014/80.392).", "parameters": ["[18-25]", 71.014, 80.392, "Age", 88.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.014%. The perfect equality value for that group is 80.392%. The fairness score is 0.883 using the following formula. 71.014/80.392 = 0.883", "parameters": ["Age", "18-25", 71.014, 80.392, 0.883]}, {"id": "disparate_impact_ratio_formula", "message": "71.014 / 80.392 = 0.883", "parameters": [71.014, "/", 80.392, 0.883]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 95, true, "reference"], ["Sex", "male", "Risk", 25, false, "reference"], ["Sex", "female", "No Risk", 95, true, "monitored"], ["Sex", "female", "Risk", 25, false, "monitored"], ["Age", [26, 75], "No Risk", 119, true, "reference"], ["Age", [26, 75], "Risk", 25, false, "reference"], ["Age", [18, 25], "No Risk", 166, true, "monitored"], ["Age", [18, 25], "Risk", 50, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 79.16666666666666}]}, "minority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 79.16666666666666, "fairness_value": 100.0, "perfect_equality": 79.16666666666666, "acceptable_fav_class_percent": 77.5833, "is_biased": false}], "acceptable_fav_class_percent": 77.5833}, "records_evaluated": {"newest_timestamp": "2019-07-23T13:36:47.505Z", "oldest_timestamp": "2019-07-23T13:36:47.505Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 79.167% of the time. The perfect equality is 79.167%. Debiased fairness for Sex is 100.0% (79.167/79.167).", "parameters": ["female", 79.167, 79.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 79.167%. The perfect equality value for that group is 79.167%. The fairness score is 1.0 using the following formula. 79.167/79.167 = 1.0", "parameters": ["Sex", "female", 79.167, 79.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "79.167 / 79.167 = 1.0", "parameters": [79.167, "/", 79.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.0, "is_biased": true, "majority": {"total_fav_percent": 82.63888888888889, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 82.63888888888889}]}, "minority": {"total_fav_percent": 76.85185185185185, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 76.85185185185185, "fairness_value": 93.0, "perfect_equality": 82.63888888888889, "acceptable_fav_class_percent": 80.9861, "is_biased": true}], "acceptable_fav_class_percent": 80.9861}, "records_evaluated": {"newest_timestamp": "2019-07-23T13:36:47.505Z", "oldest_timestamp": "2019-07-23T13:36:47.505Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 69.73684210526315}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.852% of the time. The perfect equality is 82.639%. Debiased fairness for Age is 93.0% (76.852/82.639).", "parameters": ["[18-25]", 76.852, 82.639, "Age", 93.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.852%. The perfect equality value for that group is 82.639%. The fairness score is 0.93 using the following formula. 76.852/82.639 = 0.93", "parameters": ["Age", "18-25", 76.852, 82.639, 0.93]}, {"id": "disparate_impact_ratio_formula", "message": "76.852 / 82.639 = 0.93", "parameters": [76.852, "/", 82.639, 0.93]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 96.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 96, true, "reference"], ["Sex", "male", "Risk", 24, false, "reference"], ["Sex", "female", "No Risk", 96, true, "monitored"], ["Sex", "female", "Risk", 24, false, "monitored"], ["Age", [26, 75], "No Risk", 109, true, "reference"], ["Age", [26, 75], "Risk", 24, false, "reference"], ["Age", [18, 25], "No Risk", 179, true, "monitored"], ["Age", [18, 25], "Risk", 48, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.0, "fairness_value": 100.0, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": false}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-23T12:36:47.505Z", "oldest_timestamp": "2019-07-23T12:36:47.505Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.0% of the time. The perfect equality is 80.0%. Debiased fairness for Sex is 100.0% (80.0/80.0).", "parameters": ["female", 80.0, 80.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.0%. The perfect equality value for that group is 80.0%. The fairness score is 1.0 using the following formula. 80.0/80.0 = 1.0", "parameters": ["Sex", "female", 80.0, 80.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 80.0 = 1.0", "parameters": [80.0, "/", 80.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 96.2, "is_biased": true, "majority": {"total_fav_percent": 81.95488721804512, "total_rows_percent": 36.94444444444444, "values": [{"value": [26, 75], "fav_class_percent": 81.95488721804512}]}, "minority": {"total_fav_percent": 78.8546255506608, "total_rows_percent": 63.05555555555556, "values": [{"value": [18, 25], "fav_class_percent": 78.8546255506608, "fairness_value": 96.2, "perfect_equality": 81.95488721804512, "acceptable_fav_class_percent": 80.3158, "is_biased": true}], "acceptable_fav_class_percent": 80.3158}, "records_evaluated": {"newest_timestamp": "2019-07-23T12:36:47.505Z", "oldest_timestamp": "2019-07-23T12:36:47.505Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 78.855% of the time. The perfect equality is 81.955%. Debiased fairness for Age is 96.2% (78.855/81.955).", "parameters": ["[18-25]", 78.855, 81.955, "Age", 96.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 78.855%. The perfect equality value for that group is 81.955%. The fairness score is 0.962 using the following formula. 78.855/81.955 = 0.962", "parameters": ["Age", "18-25", 78.855, 81.955, 0.962]}, {"id": "disparate_impact_ratio_formula", "message": "78.855 / 81.955 = 0.962", "parameters": [78.855, "/", 81.955, 0.962]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 116, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 153, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-23T11:36:47.505Z", "oldest_timestamp": "2019-07-23T11:36:47.505Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.0, "is_biased": true, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 40.73033707865169, "values": [{"value": [26, 75], "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 72.51184834123224, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 72.51184834123224, "fairness_value": 90.0, "perfect_equality": 80.53691275167785, "acceptable_fav_class_percent": 78.9262, "is_biased": true}], "acceptable_fav_class_percent": 78.9262}, "records_evaluated": {"newest_timestamp": "2019-07-23T11:36:47.505Z", "oldest_timestamp": "2019-07-23T11:36:47.505Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 62.71186440677966}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.512% of the time. The perfect equality is 80.537%. Debiased fairness for Age is 90.0% (72.512/80.537).", "parameters": ["[18-25]", 72.512, 80.537, "Age", 90.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.512%. The perfect equality value for that group is 80.537%. The fairness score is 0.9 using the following formula. 72.512/80.537 = 0.9", "parameters": ["Age", "18-25", 72.512, 80.537, 0.9]}, {"id": "disparate_impact_ratio_formula", "message": "72.512 / 80.537 = 0.9", "parameters": [72.512, "/", 80.537, 0.9]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.8, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-23T10:36:47.521Z", "oldest_timestamp": "2019-07-23T10:36:47.505Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.8, "is_biased": true, "majority": {"total_fav_percent": 81.37931034482759, "total_rows_percent": 40.61624649859944, "values": [{"value": [26, 75], "fav_class_percent": 81.37931034482759}]}, "minority": {"total_fav_percent": 73.58490566037736, "total_rows_percent": 58.88888888888889, "values": [{"value": [18, 25], "fav_class_percent": 73.58490566037736, "fairness_value": 90.8, "perfect_equality": 81.08108108108108, "acceptable_fav_class_percent": 79.4595, "is_biased": true}], "acceptable_fav_class_percent": 79.4595}, "records_evaluated": {"newest_timestamp": "2019-07-23T10:36:47.521Z", "oldest_timestamp": "2019-07-23T10:36:47.505Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 64.61538461538461}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.585% of the time. The perfect equality is 81.081%. Debiased fairness for Age is 90.8% (73.585/81.081).", "parameters": ["[18-25]", 73.585, 81.081, "Age", 90.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.585%. The perfect equality value for that group is 81.081%. The fairness score is 0.908 using the following formula. 73.585/81.081 = 0.908", "parameters": ["Age", "18-25", 73.585, 81.081, 0.908]}, {"id": "disparate_impact_ratio_formula", "message": "73.585 / 81.081 = 0.908", "parameters": [73.585, "/", 81.081, 0.908]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 121, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-23T09:36:47.521Z", "oldest_timestamp": "2019-07-23T09:36:47.521Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.2, "is_biased": true, "majority": {"total_fav_percent": 81.75675675675676, "total_rows_percent": 41.11111111111111, "values": [{"value": [26, 75], "fav_class_percent": 81.75675675675676}]}, "minority": {"total_fav_percent": 74.52830188679245, "total_rows_percent": 58.88888888888889, "values": [{"value": [18, 25], "fav_class_percent": 74.52830188679245, "fairness_value": 91.2, "perfect_equality": 81.75675675675676, "acceptable_fav_class_percent": 80.1216, "is_biased": true}], "acceptable_fav_class_percent": 80.1216}, "records_evaluated": {"newest_timestamp": "2019-07-23T09:36:47.521Z", "oldest_timestamp": "2019-07-23T09:36:47.521Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 61.66666666666667}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.528% of the time. The perfect equality is 81.757%. Debiased fairness for Age is 91.2% (74.528/81.757).", "parameters": ["[18-25]", 74.528, 81.757, "Age", 91.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.528%. The perfect equality value for that group is 81.757%. The fairness score is 0.912 using the following formula. 74.528/81.757 = 0.912", "parameters": ["Age", "18-25", 74.528, 81.757, 0.912]}, {"id": "disparate_impact_ratio_formula", "message": "74.528 / 81.757 = 0.912", "parameters": [74.528, "/", 81.757, 0.912]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 99, true, "reference"], ["Sex", "male", "Risk", 21, false, "reference"], ["Sex", "female", "No Risk", 99, true, "monitored"], ["Sex", "female", "Risk", 21, false, "monitored"], ["Age", [26, 75], "No Risk", 119, true, "reference"], ["Age", [26, 75], "Risk", 21, false, "reference"], ["Age", [18, 25], "No Risk", 174, true, "monitored"], ["Age", [18, 25], "Risk", 42, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 82.5}]}, "minority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 82.5, "fairness_value": 100.0, "perfect_equality": 82.5, "acceptable_fav_class_percent": 80.85, "is_biased": false}], "acceptable_fav_class_percent": 80.85}, "records_evaluated": {"newest_timestamp": "2019-07-23T08:36:47.521Z", "oldest_timestamp": "2019-07-23T08:36:47.521Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 82.5% of the time. The perfect equality is 82.5%. Debiased fairness for Sex is 100.0% (82.5/82.5).", "parameters": ["female", 82.5, 82.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 82.5%. The perfect equality value for that group is 82.5%. The fairness score is 1.0 using the following formula. 82.5/82.5 = 1.0", "parameters": ["Sex", "female", 82.5, 82.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "82.5 / 82.5 = 1.0", "parameters": [82.5, "/", 82.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.3, "is_biased": true, "majority": {"total_fav_percent": 85.0, "total_rows_percent": 39.325842696629216, "values": [{"value": [26, 75], "fav_class_percent": 85.0}]}, "minority": {"total_fav_percent": 80.55555555555556, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 80.55555555555556, "fairness_value": 94.3, "perfect_equality": 85.41666666666666, "acceptable_fav_class_percent": 83.7083, "is_biased": true}], "acceptable_fav_class_percent": 83.7083}, "records_evaluated": {"newest_timestamp": "2019-07-23T08:36:47.521Z", "oldest_timestamp": "2019-07-23T08:36:47.521Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 75.36231884057972}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 80.556% of the time. The perfect equality is 85.417%. Debiased fairness for Age is 94.3% (80.556/85.417).", "parameters": ["[18-25]", 80.556, 85.417, "Age", 94.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 80.556%. The perfect equality value for that group is 85.417%. The fairness score is 0.943 using the following formula. 80.556/85.417 = 0.943", "parameters": ["Age", "18-25", 80.556, 85.417, 0.943]}, {"id": "disparate_impact_ratio_formula", "message": "80.556 / 85.417 = 0.943", "parameters": [80.556, "/", 85.417, 0.943]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 104, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 163, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-23T07:36:47.526Z", "oldest_timestamp": "2019-07-23T07:36:47.521Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.2, "is_biased": true, "majority": {"total_fav_percent": 78.19548872180451, "total_rows_percent": 37.570621468926554, "values": [{"value": [26, 75], "fav_class_percent": 78.19548872180451}]}, "minority": {"total_fav_percent": 73.7556561085973, "total_rows_percent": 61.38888888888889, "values": [{"value": [18, 25], "fav_class_percent": 73.7556561085973, "fairness_value": 93.2, "perfect_equality": 79.13669064748201, "acceptable_fav_class_percent": 77.554, "is_biased": true}], "acceptable_fav_class_percent": 77.554}, "records_evaluated": {"newest_timestamp": "2019-07-23T07:36:47.526Z", "oldest_timestamp": "2019-07-23T07:36:47.521Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.756% of the time. The perfect equality is 79.137%. Debiased fairness for Age is 93.2% (73.756/79.137).", "parameters": ["[18-25]", 73.756, 79.137, "Age", 93.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.756%. The perfect equality value for that group is 79.137%. The fairness score is 0.932 using the following formula. 73.756/79.137 = 0.932", "parameters": ["Age", "18-25", 73.756, 79.137, 0.932]}, {"id": "disparate_impact_ratio_formula", "message": "73.756 / 79.137 = 0.932", "parameters": [73.756, "/", 79.137, 0.932]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 118, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 155, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-23T06:36:47.529Z", "oldest_timestamp": "2019-07-23T06:36:47.526Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.7, "is_biased": true, "majority": {"total_fav_percent": 80.27210884353741, "total_rows_percent": 40.833333333333336, "values": [{"value": [26, 75], "fav_class_percent": 80.27210884353741}]}, "minority": {"total_fav_percent": 72.76995305164318, "total_rows_percent": 59.166666666666664, "values": [{"value": [18, 25], "fav_class_percent": 72.76995305164318, "fairness_value": 90.7, "perfect_equality": 80.27210884353741, "acceptable_fav_class_percent": 78.6667, "is_biased": true}], "acceptable_fav_class_percent": 78.6667}, "records_evaluated": {"newest_timestamp": "2019-07-23T06:36:47.529Z", "oldest_timestamp": "2019-07-23T06:36:47.526Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.77% of the time. The perfect equality is 80.272%. Debiased fairness for Age is 90.7% (72.77/80.272).", "parameters": ["[18-25]", 72.77, 80.272, "Age", 90.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.77%. The perfect equality value for that group is 80.272%. The fairness score is 0.907 using the following formula. 72.77/80.272 = 0.907", "parameters": ["Age", "18-25", 72.77, 80.272, 0.907]}, {"id": "disparate_impact_ratio_formula", "message": "72.77 / 80.272 = 0.907", "parameters": [72.77, "/", 80.272, 0.907]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 97, true, "reference"], ["Sex", "male", "Risk", 23, false, "reference"], ["Sex", "female", "No Risk", 97, true, "monitored"], ["Sex", "female", "Risk", 23, false, "monitored"], ["Age", [26, 75], "No Risk", 127, true, "reference"], ["Age", [26, 75], "Risk", 23, false, "reference"], ["Age", [18, 25], "No Risk", 164, true, "monitored"], ["Age", [18, 25], "Risk", 46, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.83333333333333}]}, "minority": {"total_fav_percent": 80.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.83333333333333, "fairness_value": 100.0, "perfect_equality": 80.83333333333333, "acceptable_fav_class_percent": 79.2167, "is_biased": false}], "acceptable_fav_class_percent": 79.2167}, "records_evaluated": {"newest_timestamp": "2019-07-23T05:36:47.531Z", "oldest_timestamp": "2019-07-23T05:36:47.529Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.833% of the time. The perfect equality is 80.833%. Debiased fairness for Sex is 100.0% (80.833/80.833).", "parameters": ["female", 80.833, 80.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.833%. The perfect equality value for that group is 80.833%. The fairness score is 1.0 using the following formula. 80.833/80.833 = 1.0", "parameters": ["Sex", "female", 80.833, 80.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.833 / 80.833 = 1.0", "parameters": [80.833, "/", 80.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.2, "is_biased": true, "majority": {"total_fav_percent": 84.66666666666667, "total_rows_percent": 41.66666666666667, "values": [{"value": [26, 75], "fav_class_percent": 84.66666666666667}]}, "minority": {"total_fav_percent": 78.0952380952381, "total_rows_percent": 58.333333333333336, "values": [{"value": [18, 25], "fav_class_percent": 78.0952380952381, "fairness_value": 92.2, "perfect_equality": 84.66666666666667, "acceptable_fav_class_percent": 82.9733, "is_biased": true}], "acceptable_fav_class_percent": 82.9733}, "records_evaluated": {"newest_timestamp": "2019-07-23T05:36:47.531Z", "oldest_timestamp": "2019-07-23T05:36:47.529Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 70.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 78.095% of the time. The perfect equality is 84.667%. Debiased fairness for Age is 92.2% (78.095/84.667).", "parameters": ["[18-25]", 78.095, 84.667, "Age", 92.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 78.095%. The perfect equality value for that group is 84.667%. The fairness score is 0.922 using the following formula. 78.095/84.667 = 0.922", "parameters": ["Age", "18-25", 78.095, 84.667, 0.922]}, {"id": "disparate_impact_ratio_formula", "message": "78.095 / 84.667 = 0.922", "parameters": [78.095, "/", 84.667, 0.922]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 109, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 161, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-23T04:36:47.534Z", "oldest_timestamp": "2019-07-23T04:36:47.531Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.9, "is_biased": true, "majority": {"total_fav_percent": 78.41726618705036, "total_rows_percent": 38.611111111111114, "values": [{"value": [26, 75], "fav_class_percent": 78.41726618705036}]}, "minority": {"total_fav_percent": 72.85067873303167, "total_rows_percent": 61.38888888888889, "values": [{"value": [18, 25], "fav_class_percent": 72.85067873303167, "fairness_value": 92.9, "perfect_equality": 78.41726618705036, "acceptable_fav_class_percent": 76.8489, "is_biased": true}], "acceptable_fav_class_percent": 76.8489}, "records_evaluated": {"newest_timestamp": "2019-07-23T04:36:47.534Z", "oldest_timestamp": "2019-07-23T04:36:47.531Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.851% of the time. The perfect equality is 78.417%. Debiased fairness for Age is 92.9% (72.851/78.417).", "parameters": ["[18-25]", 72.851, 78.417, "Age", 92.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.851%. The perfect equality value for that group is 78.417%. The fairness score is 0.929 using the following formula. 72.851/78.417 = 0.929", "parameters": ["Age", "18-25", 72.851, 78.417, 0.929]}, {"id": "disparate_impact_ratio_formula", "message": "72.851 / 78.417 = 0.929", "parameters": [72.851, "/", 78.417, 0.929]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 116, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-23T03:36:47.536Z", "oldest_timestamp": "2019-07-23T03:36:47.534Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.3, "is_biased": true, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 73.0232558139535, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 73.0232558139535, "fairness_value": 91.3, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": true}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-23T03:36:47.536Z", "oldest_timestamp": "2019-07-23T03:36:47.534Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 63.1578947368421}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.023% of the time. The perfect equality is 80.0%. Debiased fairness for Age is 91.3% (73.023/80.0).", "parameters": ["[18-25]", 73.023, 80.0, "Age", 91.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.023%. The perfect equality value for that group is 80.0%. The fairness score is 0.913 using the following formula. 73.023/80.0 = 0.913", "parameters": ["Age", "18-25", 73.023, 80.0, 0.913]}, {"id": "disparate_impact_ratio_formula", "message": "73.023 / 80.0 = 0.913", "parameters": [73.023, "/", 80.0, 0.913]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 87, true, "reference"], ["Sex", "male", "Risk", 33, false, "reference"], ["Sex", "female", "No Risk", 87, true, "monitored"], ["Sex", "female", "Risk", 33, false, "monitored"], ["Age", [26, 75], "No Risk", 106, true, "reference"], ["Age", [26, 75], "Risk", 33, false, "reference"], ["Age", [18, 25], "No Risk", 155, true, "monitored"], ["Age", [18, 25], "Risk", 66, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 72.5}]}, "minority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 72.5, "fairness_value": 100.0, "perfect_equality": 72.5, "acceptable_fav_class_percent": 71.05, "is_biased": false}], "acceptable_fav_class_percent": 71.05}, "records_evaluated": {"newest_timestamp": "2019-07-23T02:36:47.539Z", "oldest_timestamp": "2019-07-23T02:36:47.536Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 72.5% of the time. The perfect equality is 72.5%. Debiased fairness for Sex is 100.0% (72.5/72.5).", "parameters": ["female", 72.5, 72.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 72.5%. The perfect equality value for that group is 72.5%. The fairness score is 1.0 using the following formula. 72.5/72.5 = 1.0", "parameters": ["Sex", "female", 72.5, 72.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "72.5 / 72.5 = 1.0", "parameters": [72.5, "/", 72.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.0, "is_biased": true, "majority": {"total_fav_percent": 76.2589928057554, "total_rows_percent": 38.611111111111114, "values": [{"value": [26, 75], "fav_class_percent": 76.2589928057554}]}, "minority": {"total_fav_percent": 70.13574660633483, "total_rows_percent": 61.38888888888889, "values": [{"value": [18, 25], "fav_class_percent": 70.13574660633483, "fairness_value": 92.0, "perfect_equality": 76.2589928057554, "acceptable_fav_class_percent": 74.7338, "is_biased": true}], "acceptable_fav_class_percent": 74.7338}, "records_evaluated": {"newest_timestamp": "2019-07-23T02:36:47.539Z", "oldest_timestamp": "2019-07-23T02:36:47.536Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 65.21739130434783}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.136% of the time. The perfect equality is 76.259%. Debiased fairness for Age is 92.0% (70.136/76.259).", "parameters": ["[18-25]", 70.136, 76.259, "Age", 92.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.136%. The perfect equality value for that group is 76.259%. The fairness score is 0.92 using the following formula. 70.136/76.259 = 0.92", "parameters": ["Age", "18-25", 70.136, 76.259, 0.92]}, {"id": "disparate_impact_ratio_formula", "message": "70.136 / 76.259 = 0.92", "parameters": [70.136, "/", 76.259, 0.92]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.0, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-23T01:36:47.541Z", "oldest_timestamp": "2019-07-23T01:36:47.539Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.0, "is_biased": true, "majority": {"total_fav_percent": 80.13698630136986, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 80.13698630136986}]}, "minority": {"total_fav_percent": 72.89719626168224, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 72.89719626168224, "fairness_value": 91.0, "perfect_equality": 80.13698630136986, "acceptable_fav_class_percent": 78.5342, "is_biased": true}], "acceptable_fav_class_percent": 78.5342}, "records_evaluated": {"newest_timestamp": "2019-07-23T01:36:47.541Z", "oldest_timestamp": "2019-07-23T01:36:47.539Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.897% of the time. The perfect equality is 80.137%. Debiased fairness for Age is 91.0% (72.897/80.137).", "parameters": ["[18-25]", 72.897, 80.137, "Age", 91.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.897%. The perfect equality value for that group is 80.137%. The fairness score is 0.91 using the following formula. 72.897/80.137 = 0.91", "parameters": ["Age", "18-25", 72.897, 80.137, 0.91]}, {"id": "disparate_impact_ratio_formula", "message": "72.897 / 80.137 = 0.91", "parameters": [72.897, "/", 80.137, 0.91]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.89999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 109, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 51, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-23T00:36:47.544Z", "oldest_timestamp": "2019-07-23T00:36:47.541Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.89999999999999, "is_biased": true, "majority": {"total_fav_percent": 80.14705882352942, "total_rows_percent": 38.309859154929576, "values": [{"value": [26, 75], "fav_class_percent": 80.14705882352942}]}, "minority": {"total_fav_percent": 76.71232876712328, "total_rows_percent": 60.83333333333333, "values": [{"value": [18, 25], "fav_class_percent": 76.71232876712328, "fairness_value": 94.89999999999999, "perfect_equality": 80.85106382978722, "acceptable_fav_class_percent": 79.234, "is_biased": true}], "acceptable_fav_class_percent": 79.234}, "records_evaluated": {"newest_timestamp": "2019-07-23T00:36:47.544Z", "oldest_timestamp": "2019-07-23T00:36:47.541Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 71.73913043478261}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.712% of the time. The perfect equality is 80.851%. Debiased fairness for Age is 94.9% (76.712/80.851).", "parameters": ["[18-25]", 76.712, 80.851, "Age", 94.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.712%. The perfect equality value for that group is 80.851%. The fairness score is 0.949 using the following formula. 76.712/80.851 = 0.949", "parameters": ["Age", "18-25", 76.712, 80.851, 0.949]}, {"id": "disparate_impact_ratio_formula", "message": "76.712 / 80.851 = 0.949", "parameters": [76.712, "/", 80.851, 0.949]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.30000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 161, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-22T23:36:47.545Z", "oldest_timestamp": "2019-07-22T23:36:47.544Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.30000000000001, "is_biased": true, "majority": {"total_fav_percent": 80.41958041958041, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 80.41958041958041}]}, "minority": {"total_fav_percent": 74.19354838709677, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 74.19354838709677, "fairness_value": 92.30000000000001, "perfect_equality": 80.41958041958041, "acceptable_fav_class_percent": 78.8112, "is_biased": true}], "acceptable_fav_class_percent": 78.8112}, "records_evaluated": {"newest_timestamp": "2019-07-22T23:36:47.545Z", "oldest_timestamp": "2019-07-22T23:36:47.544Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 64.15094339622641}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.194% of the time. The perfect equality is 80.42%. Debiased fairness for Age is 92.3% (74.194/80.42).", "parameters": ["[18-25]", 74.194, 80.42, "Age", 92.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.194%. The perfect equality value for that group is 80.42%. The fairness score is 0.923 using the following formula. 74.194/80.42 = 0.923", "parameters": ["Age", "18-25", 74.194, 80.42, 0.923]}, {"id": "disparate_impact_ratio_formula", "message": "74.194 / 80.42 = 0.923", "parameters": [74.194, "/", 80.42, 0.923]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 105, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 152, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-22T22:36:47.547Z", "oldest_timestamp": "2019-07-22T22:36:47.545Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.3, "is_biased": true, "majority": {"total_fav_percent": 75.53956834532374, "total_rows_percent": 38.71866295264624, "values": [{"value": [26, 75], "fav_class_percent": 75.53956834532374}]}, "minority": {"total_fav_percent": 69.0909090909091, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 69.0909090909091, "fairness_value": 91.3, "perfect_equality": 75.71428571428571, "acceptable_fav_class_percent": 74.2, "is_biased": true}], "acceptable_fav_class_percent": 74.2}, "records_evaluated": {"newest_timestamp": "2019-07-22T22:36:47.547Z", "oldest_timestamp": "2019-07-22T22:36:47.545Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 69.091% of the time. The perfect equality is 75.714%. Debiased fairness for Age is 91.3% (69.091/75.714).", "parameters": ["[18-25]", 69.091, 75.714, "Age", 91.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 69.091%. The perfect equality value for that group is 75.714%. The fairness score is 0.913 using the following formula. 69.091/75.714 = 0.913", "parameters": ["Age", "18-25", 69.091, 75.714, 0.913]}, {"id": "disparate_impact_ratio_formula", "message": "69.091 / 75.714 = 0.913", "parameters": [69.091, "/", 75.714, 0.913]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.30000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 98, true, "reference"], ["Sex", "male", "Risk", 22, false, "reference"], ["Sex", "female", "No Risk", 98, true, "monitored"], ["Sex", "female", "Risk", 22, false, "monitored"], ["Age", [26, 75], "No Risk", 125, true, "reference"], ["Age", [26, 75], "Risk", 22, false, "reference"], ["Age", [18, 25], "No Risk", 169, true, "monitored"], ["Age", [18, 25], "Risk", 44, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 81.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 81.66666666666667}]}, "minority": {"total_fav_percent": 81.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 81.66666666666667, "fairness_value": 100.0, "perfect_equality": 81.66666666666667, "acceptable_fav_class_percent": 80.0333, "is_biased": false}], "acceptable_fav_class_percent": 80.0333}, "records_evaluated": {"newest_timestamp": "2019-07-22T21:36:47.550Z", "oldest_timestamp": "2019-07-22T21:36:47.547Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 81.667% of the time. The perfect equality is 81.667%. Debiased fairness for Sex is 100.0% (81.667/81.667).", "parameters": ["female", 81.667, 81.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 81.667%. The perfect equality value for that group is 81.667%. The fairness score is 1.0 using the following formula. 81.667/81.667 = 1.0", "parameters": ["Sex", "female", 81.667, 81.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "81.667 / 81.667 = 1.0", "parameters": [81.667, "/", 81.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.30000000000001, "is_biased": true, "majority": {"total_fav_percent": 85.03401360544217, "total_rows_percent": 40.833333333333336, "values": [{"value": [26, 75], "fav_class_percent": 85.03401360544217}]}, "minority": {"total_fav_percent": 79.34272300469483, "total_rows_percent": 59.166666666666664, "values": [{"value": [18, 25], "fav_class_percent": 79.34272300469483, "fairness_value": 93.30000000000001, "perfect_equality": 85.03401360544217, "acceptable_fav_class_percent": 83.3333, "is_biased": true}], "acceptable_fav_class_percent": 83.3333}, "records_evaluated": {"newest_timestamp": "2019-07-22T21:36:47.550Z", "oldest_timestamp": "2019-07-22T21:36:47.547Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 76.47058823529412}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 79.343% of the time. The perfect equality is 85.034%. Debiased fairness for Age is 93.3% (79.343/85.034).", "parameters": ["[18-25]", 79.343, 85.034, "Age", 93.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 79.343%. The perfect equality value for that group is 85.034%. The fairness score is 0.933 using the following formula. 79.343/85.034 = 0.933", "parameters": ["Age", "18-25", 79.343, 85.034, 0.933]}, {"id": "disparate_impact_ratio_formula", "message": "79.343 / 85.034 = 0.933", "parameters": [79.343, "/", 85.034, 0.933]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 105, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 150, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-22T20:36:47.552Z", "oldest_timestamp": "2019-07-22T20:36:47.550Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.5, "is_biased": true, "majority": {"total_fav_percent": 75.53956834532374, "total_rows_percent": 38.93557422969188, "values": [{"value": [26, 75], "fav_class_percent": 75.53956834532374}]}, "minority": {"total_fav_percent": 68.80733944954129, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 68.80733944954129, "fairness_value": 90.5, "perfect_equality": 76.05633802816901, "acceptable_fav_class_percent": 74.5352, "is_biased": true}], "acceptable_fav_class_percent": 74.5352}, "records_evaluated": {"newest_timestamp": "2019-07-22T20:36:47.552Z", "oldest_timestamp": "2019-07-22T20:36:47.550Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 59.42028985507246}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.807% of the time. The perfect equality is 76.056%. Debiased fairness for Age is 90.5% (68.807/76.056).", "parameters": ["[18-25]", 68.807, 76.056, "Age", 90.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.807%. The perfect equality value for that group is 76.056%. The fairness score is 0.905 using the following formula. 68.807/76.056 = 0.905", "parameters": ["Age", "18-25", 68.807, 76.056, 0.905]}, {"id": "disparate_impact_ratio_formula", "message": "68.807 / 76.056 = 0.905", "parameters": [68.807, "/", 76.056, 0.905]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.69999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 101, true, "reference"], ["Sex", "male", "Risk", 19, false, "reference"], ["Sex", "female", "No Risk", 101, true, "monitored"], ["Sex", "female", "Risk", 19, false, "monitored"], ["Age", [26, 75], "No Risk", 126, true, "reference"], ["Age", [26, 75], "Risk", 19, false, "reference"], ["Age", [18, 25], "No Risk", 177, true, "monitored"], ["Age", [18, 25], "Risk", 38, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 84.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 84.16666666666667}]}, "minority": {"total_fav_percent": 84.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 84.16666666666667, "fairness_value": 100.0, "perfect_equality": 84.16666666666667, "acceptable_fav_class_percent": 82.4833, "is_biased": false}], "acceptable_fav_class_percent": 82.4833}, "records_evaluated": {"newest_timestamp": "2019-07-22T19:36:47.554Z", "oldest_timestamp": "2019-07-22T19:36:47.552Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 84.167% of the time. The perfect equality is 84.167%. Debiased fairness for Sex is 100.0% (84.167/84.167).", "parameters": ["female", 84.167, 84.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 84.167%. The perfect equality value for that group is 84.167%. The fairness score is 1.0 using the following formula. 84.167/84.167 = 1.0", "parameters": ["Sex", "female", 84.167, 84.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "84.167 / 84.167 = 1.0", "parameters": [84.167, "/", 84.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.69999999999999, "is_biased": true, "majority": {"total_fav_percent": 86.89655172413792, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 86.89655172413792}]}, "minority": {"total_fav_percent": 82.32558139534883, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 82.32558139534883, "fairness_value": 94.69999999999999, "perfect_equality": 86.89655172413792, "acceptable_fav_class_percent": 85.1586, "is_biased": true}], "acceptable_fav_class_percent": 85.1586}, "records_evaluated": {"newest_timestamp": "2019-07-22T19:36:47.554Z", "oldest_timestamp": "2019-07-22T19:36:47.552Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 21], "fav_percent": 79.76190476190477}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 82.326% of the time. The perfect equality is 86.897%. Debiased fairness for Age is 94.7% (82.326/86.897).", "parameters": ["[18-25]", 82.326, 86.897, "Age", 94.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 82.326%. The perfect equality value for that group is 86.897%. The fairness score is 0.947 using the following formula. 82.326/86.897 = 0.947", "parameters": ["Age", "18-25", 82.326, 86.897, 0.947]}, {"id": "disparate_impact_ratio_formula", "message": "82.326 / 86.897 = 0.947", "parameters": [82.326, "/", 86.897, 0.947]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 87.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 80, true, "reference"], ["Sex", "male", "Risk", 40, false, "reference"], ["Sex", "female", "No Risk", 80, true, "monitored"], ["Sex", "female", "Risk", 40, false, "monitored"], ["Age", [26, 75], "No Risk", 103, true, "reference"], ["Age", [26, 75], "Risk", 40, false, "reference"], ["Age", [18, 25], "No Risk", 137, true, "monitored"], ["Age", [18, 25], "Risk", 80, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 66.66666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 66.66666666666666}]}, "minority": {"total_fav_percent": 66.66666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 66.66666666666666, "fairness_value": 100.0, "perfect_equality": 66.66666666666666, "acceptable_fav_class_percent": 65.3333, "is_biased": false}], "acceptable_fav_class_percent": 65.3333}, "records_evaluated": {"newest_timestamp": "2019-07-22T18:36:47.556Z", "oldest_timestamp": "2019-07-22T18:36:47.554Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 66.667% of the time. The perfect equality is 66.667%. Debiased fairness for Sex is 100.0% (66.667/66.667).", "parameters": ["female", 66.667, 66.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 66.667%. The perfect equality value for that group is 66.667%. The fairness score is 1.0 using the following formula. 66.667/66.667 = 1.0", "parameters": ["Sex", "female", 66.667, 66.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "66.667 / 66.667 = 1.0", "parameters": [66.667, "/", 66.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 87.7, "is_biased": true, "majority": {"total_fav_percent": 72.02797202797203, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 72.02797202797203}]}, "minority": {"total_fav_percent": 63.133640552995395, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 63.133640552995395, "fairness_value": 87.7, "perfect_equality": 72.02797202797203, "acceptable_fav_class_percent": 70.5874, "is_biased": true}], "acceptable_fav_class_percent": 70.5874}, "records_evaluated": {"newest_timestamp": "2019-07-22T18:36:47.556Z", "oldest_timestamp": "2019-07-22T18:36:47.554Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 57.35294117647059}, {"range": [26, 34], "fav_percent": 96.96969696969697}, {"range": [62, 70], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 63.134% of the time. The perfect equality is 72.028%. Debiased fairness for Age is 87.7% (63.134/72.028).", "parameters": ["[18-25]", 63.134, 72.028, "Age", 87.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 63.134%. The perfect equality value for that group is 72.028%. The fairness score is 0.877 using the following formula. 63.134/72.028 = 0.877", "parameters": ["Age", "18-25", 63.134, 72.028, 0.877]}, {"id": "disparate_impact_ratio_formula", "message": "63.134 / 72.028 = 0.877", "parameters": [63.134, "/", 72.028, 0.877]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.8, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 87, true, "reference"], ["Sex", "male", "Risk", 33, false, "reference"], ["Sex", "female", "No Risk", 87, true, "monitored"], ["Sex", "female", "Risk", 33, false, "monitored"], ["Age", [26, 75], "No Risk", 108, true, "reference"], ["Age", [26, 75], "Risk", 33, false, "reference"], ["Age", [18, 25], "No Risk", 152, true, "monitored"], ["Age", [18, 25], "Risk", 66, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 72.5}]}, "minority": {"total_fav_percent": 72.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 72.5, "fairness_value": 100.0, "perfect_equality": 72.5, "acceptable_fav_class_percent": 71.05, "is_biased": false}], "acceptable_fav_class_percent": 71.05}, "records_evaluated": {"newest_timestamp": "2019-07-22T17:36:47.558Z", "oldest_timestamp": "2019-07-22T17:36:47.556Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 72.5% of the time. The perfect equality is 72.5%. Debiased fairness for Sex is 100.0% (72.5/72.5).", "parameters": ["female", 72.5, 72.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 72.5%. The perfect equality value for that group is 72.5%. The fairness score is 1.0 using the following formula. 72.5/72.5 = 1.0", "parameters": ["Sex", "female", 72.5, 72.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "72.5 / 72.5 = 1.0", "parameters": [72.5, "/", 72.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.8, "is_biased": true, "majority": {"total_fav_percent": 76.59574468085107, "total_rows_percent": 39.27576601671309, "values": [{"value": [26, 75], "fav_class_percent": 76.59574468085107}]}, "minority": {"total_fav_percent": 69.72477064220183, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 69.72477064220183, "fairness_value": 90.8, "perfect_equality": 76.76056338028168, "acceptable_fav_class_percent": 75.2254, "is_biased": true}], "acceptable_fav_class_percent": 75.2254}, "records_evaluated": {"newest_timestamp": "2019-07-22T17:36:47.558Z", "oldest_timestamp": "2019-07-22T17:36:47.556Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 58.06451612903226}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 69.725% of the time. The perfect equality is 76.761%. Debiased fairness for Age is 90.8% (69.725/76.761).", "parameters": ["[18-25]", 69.725, 76.761, "Age", 90.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 69.725%. The perfect equality value for that group is 76.761%. The fairness score is 0.908 using the following formula. 69.725/76.761 = 0.908", "parameters": ["Age", "18-25", 69.725, 76.761, 0.908]}, {"id": "disparate_impact_ratio_formula", "message": "69.725 / 76.761 = 0.908", "parameters": [69.725, "/", 76.761, 0.908]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.89999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 114, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 51, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-22T16:36:47.560Z", "oldest_timestamp": "2019-07-22T16:36:47.558Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.89999999999999, "is_biased": true, "majority": {"total_fav_percent": 80.85106382978722, "total_rows_percent": 39.166666666666664, "values": [{"value": [26, 75], "fav_class_percent": 80.85106382978722}]}, "minority": {"total_fav_percent": 76.71232876712328, "total_rows_percent": 60.83333333333333, "values": [{"value": [18, 25], "fav_class_percent": 76.71232876712328, "fairness_value": 94.89999999999999, "perfect_equality": 80.85106382978722, "acceptable_fav_class_percent": 79.234, "is_biased": true}], "acceptable_fav_class_percent": 79.234}, "records_evaluated": {"newest_timestamp": "2019-07-22T16:36:47.560Z", "oldest_timestamp": "2019-07-22T16:36:47.558Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 67.85714285714286}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.712% of the time. The perfect equality is 80.851%. Debiased fairness for Age is 94.9% (76.712/80.851).", "parameters": ["[18-25]", 76.712, 80.851, "Age", 94.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.712%. The perfect equality value for that group is 80.851%. The fairness score is 0.949 using the following formula. 76.712/80.851 = 0.949", "parameters": ["Age", "18-25", 76.712, 80.851, 0.949]}, {"id": "disparate_impact_ratio_formula", "message": "76.712 / 80.851 = 0.949", "parameters": [76.712, "/", 80.851, 0.949]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 111, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 147, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-22T15:37:02.557Z", "oldest_timestamp": "2019-07-22T15:37:02.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.3, "is_biased": true, "majority": {"total_fav_percent": 76.55172413793103, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 76.55172413793103}]}, "minority": {"total_fav_percent": 68.37209302325581, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 68.37209302325581, "fairness_value": 89.3, "perfect_equality": 76.55172413793103, "acceptable_fav_class_percent": 75.0207, "is_biased": true}], "acceptable_fav_class_percent": 75.0207}, "records_evaluated": {"newest_timestamp": "2019-07-22T15:37:02.557Z", "oldest_timestamp": "2019-07-22T15:37:02.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 58.333333333333336}, {"range": [62, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.372% of the time. The perfect equality is 76.552%. Debiased fairness for Age is 89.3% (68.372/76.552).", "parameters": ["[18-25]", 68.372, 76.552, "Age", 89.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.372%. The perfect equality value for that group is 76.552%. The fairness score is 0.893 using the following formula. 68.372/76.552 = 0.893", "parameters": ["Age", "18-25", 68.372, 76.552, 0.893]}, {"id": "disparate_impact_ratio_formula", "message": "68.372 / 76.552 = 0.893", "parameters": [68.372, "/", 76.552, 0.893]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 121, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 155, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-22T14:37:02.557Z", "oldest_timestamp": "2019-07-22T14:37:02.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.5, "is_biased": true, "majority": {"total_fav_percent": 81.20805369127517, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 81.20805369127517}]}, "minority": {"total_fav_percent": 73.45971563981043, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 73.45971563981043, "fairness_value": 90.5, "perfect_equality": 81.20805369127517, "acceptable_fav_class_percent": 79.5839, "is_biased": true}], "acceptable_fav_class_percent": 79.5839}, "records_evaluated": {"newest_timestamp": "2019-07-22T14:37:02.557Z", "oldest_timestamp": "2019-07-22T14:37:02.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.46% of the time. The perfect equality is 81.208%. Debiased fairness for Age is 90.5% (73.46/81.208).", "parameters": ["[18-25]", 73.46, 81.208, "Age", 90.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.46%. The perfect equality value for that group is 81.208%. The fairness score is 0.905 using the following formula. 73.46/81.208 = 0.905", "parameters": ["Age", "18-25", 73.46, 81.208, 0.905]}, {"id": "disparate_impact_ratio_formula", "message": "73.46 / 81.208 = 0.905", "parameters": [73.46, "/", 81.208, 0.905]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 88.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 109, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 146, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-22T13:37:02.557Z", "oldest_timestamp": "2019-07-22T13:37:02.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 88.9, "is_biased": true, "majority": {"total_fav_percent": 76.22377622377621, "total_rows_percent": 40.056022408963585, "values": [{"value": [26, 75], "fav_class_percent": 76.22377622377621}]}, "minority": {"total_fav_percent": 68.22429906542055, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 68.22429906542055, "fairness_value": 88.9, "perfect_equality": 76.71232876712328, "acceptable_fav_class_percent": 75.1781, "is_biased": true}], "acceptable_fav_class_percent": 75.1781}, "records_evaluated": {"newest_timestamp": "2019-07-22T13:37:02.557Z", "oldest_timestamp": "2019-07-22T13:37:02.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 54.347826086956516}, {"range": [26, 34], "fav_percent": 97.36842105263158}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.224% of the time. The perfect equality is 76.712%. Debiased fairness for Age is 88.9% (68.224/76.712).", "parameters": ["[18-25]", 68.224, 76.712, "Age", 88.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.224%. The perfect equality value for that group is 76.712%. The fairness score is 0.889 using the following formula. 68.224/76.712 = 0.889", "parameters": ["Age", "18-25", 68.224, 76.712, 0.889]}, {"id": "disparate_impact_ratio_formula", "message": "68.224 / 76.712 = 0.889", "parameters": [68.224, "/", 76.712, 0.889]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.39999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 110, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 169, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-22T12:37:02.557Z", "oldest_timestamp": "2019-07-22T12:37:02.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.39999999999999, "is_biased": true, "majority": {"total_fav_percent": 80.2919708029197, "total_rows_percent": 38.05555555555556, "values": [{"value": [26, 75], "fav_class_percent": 80.2919708029197}]}, "minority": {"total_fav_percent": 75.7847533632287, "total_rows_percent": 61.94444444444444, "values": [{"value": [18, 25], "fav_class_percent": 75.7847533632287, "fairness_value": 94.39999999999999, "perfect_equality": 80.2919708029197, "acceptable_fav_class_percent": 78.6861, "is_biased": true}], "acceptable_fav_class_percent": 78.6861}, "records_evaluated": {"newest_timestamp": "2019-07-22T12:37:02.557Z", "oldest_timestamp": "2019-07-22T12:37:02.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 61.224489795918366}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.785% of the time. The perfect equality is 80.292%. Debiased fairness for Age is 94.4% (75.785/80.292).", "parameters": ["[18-25]", 75.785, 80.292, "Age", 94.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.785%. The perfect equality value for that group is 80.292%. The fairness score is 0.944 using the following formula. 75.785/80.292 = 0.944", "parameters": ["Age", "18-25", 75.785, 80.292, 0.944]}, {"id": "disparate_impact_ratio_formula", "message": "75.785 / 80.292 = 0.944", "parameters": [75.785, "/", 80.292, 0.944]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.30000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 111, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 159, true, "monitored"], ["Age", [18, 25], "Risk", 59, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-22T11:37:02.557Z", "oldest_timestamp": "2019-07-22T11:37:02.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.30000000000001, "is_biased": true, "majority": {"total_fav_percent": 78.16901408450704, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 78.16901408450704}]}, "minority": {"total_fav_percent": 72.93577981651376, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 72.93577981651376, "fairness_value": 93.30000000000001, "perfect_equality": 78.16901408450704, "acceptable_fav_class_percent": 76.6056, "is_biased": true}], "acceptable_fav_class_percent": 76.6056}, "records_evaluated": {"newest_timestamp": "2019-07-22T11:37:02.557Z", "oldest_timestamp": "2019-07-22T11:37:02.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 54.347826086956516}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.936% of the time. The perfect equality is 78.169%. Debiased fairness for Age is 93.3% (72.936/78.169).", "parameters": ["[18-25]", 72.936, 78.169, "Age", 93.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.936%. The perfect equality value for that group is 78.169%. The fairness score is 0.933 using the following formula. 72.936/78.169 = 0.933", "parameters": ["Age", "18-25", 72.936, 78.169, 0.933]}, {"id": "disparate_impact_ratio_formula", "message": "72.936 / 78.169 = 0.933", "parameters": [72.936, "/", 78.169, 0.933]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.10000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-22T10:37:02.557Z", "oldest_timestamp": "2019-07-22T10:37:02.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.10000000000001, "is_biased": true, "majority": {"total_fav_percent": 80.6896551724138, "total_rows_percent": 40.502793296089386, "values": [{"value": [26, 75], "fav_class_percent": 80.6896551724138}]}, "minority": {"total_fav_percent": 73.70892018779342, "total_rows_percent": 59.166666666666664, "values": [{"value": [18, 25], "fav_class_percent": 73.70892018779342, "fairness_value": 91.10000000000001, "perfect_equality": 80.95238095238095, "acceptable_fav_class_percent": 79.3333, "is_biased": true}], "acceptable_fav_class_percent": 79.3333}, "records_evaluated": {"newest_timestamp": "2019-07-22T10:37:02.557Z", "oldest_timestamp": "2019-07-22T10:37:02.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 62.16216216216216}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.709% of the time. The perfect equality is 80.952%. Debiased fairness for Age is 91.1% (73.709/80.952).", "parameters": ["[18-25]", 73.709, 80.952, "Age", 91.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.709%. The perfect equality value for that group is 80.952%. The fairness score is 0.911 using the following formula. 73.709/80.952 = 0.911", "parameters": ["Age", "18-25", 73.709, 80.952, 0.911]}, {"id": "disparate_impact_ratio_formula", "message": "73.709 / 80.952 = 0.911", "parameters": [73.709, "/", 80.952, 0.911]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.69999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 99, true, "reference"], ["Sex", "male", "Risk", 21, false, "reference"], ["Sex", "female", "No Risk", 99, true, "monitored"], ["Sex", "female", "Risk", 21, false, "monitored"], ["Age", [26, 75], "No Risk", 121, true, "reference"], ["Age", [26, 75], "Risk", 21, false, "reference"], ["Age", [18, 25], "No Risk", 176, true, "monitored"], ["Age", [18, 25], "Risk", 42, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 82.5}]}, "minority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 82.5, "fairness_value": 100.0, "perfect_equality": 82.5, "acceptable_fav_class_percent": 80.85, "is_biased": false}], "acceptable_fav_class_percent": 80.85}, "records_evaluated": {"newest_timestamp": "2019-07-22T09:37:02.557Z", "oldest_timestamp": "2019-07-22T09:37:02.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 82.5% of the time. The perfect equality is 82.5%. Debiased fairness for Sex is 100.0% (82.5/82.5).", "parameters": ["female", 82.5, 82.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 82.5%. The perfect equality value for that group is 82.5%. The fairness score is 1.0 using the following formula. 82.5/82.5 = 1.0", "parameters": ["Sex", "female", 82.5, 82.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "82.5 / 82.5 = 1.0", "parameters": [82.5, "/", 82.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.69999999999999, "is_biased": true, "majority": {"total_fav_percent": 85.2112676056338, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 85.2112676056338}]}, "minority": {"total_fav_percent": 80.73394495412845, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 80.73394495412845, "fairness_value": 94.69999999999999, "perfect_equality": 85.2112676056338, "acceptable_fav_class_percent": 83.507, "is_biased": true}], "acceptable_fav_class_percent": 83.507}, "records_evaluated": {"newest_timestamp": "2019-07-22T09:37:02.557Z", "oldest_timestamp": "2019-07-22T09:37:02.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 63.888888888888886}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 80.734% of the time. The perfect equality is 85.211%. Debiased fairness for Age is 94.7% (80.734/85.211).", "parameters": ["[18-25]", 80.734, 85.211, "Age", 94.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 80.734%. The perfect equality value for that group is 85.211%. The fairness score is 0.947 using the following formula. 80.734/85.211 = 0.947", "parameters": ["Age", "18-25", 80.734, 85.211, 0.947]}, {"id": "disparate_impact_ratio_formula", "message": "80.734 / 85.211 = 0.947", "parameters": [80.734, "/", 85.211, 0.947]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 105, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 162, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-22T08:37:02.573Z", "oldest_timestamp": "2019-07-22T08:37:02.557Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.7, "is_biased": true, "majority": {"total_fav_percent": 77.20588235294117, "total_rows_percent": 37.77777777777778, "values": [{"value": [26, 75], "fav_class_percent": 77.20588235294117}]}, "minority": {"total_fav_percent": 72.32142857142857, "total_rows_percent": 62.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 72.32142857142857, "fairness_value": 93.7, "perfect_equality": 77.20588235294117, "acceptable_fav_class_percent": 75.6618, "is_biased": true}], "acceptable_fav_class_percent": 75.6618}, "records_evaluated": {"newest_timestamp": "2019-07-22T08:37:02.573Z", "oldest_timestamp": "2019-07-22T08:37:02.557Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 59.523809523809526}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.321% of the time. The perfect equality is 77.206%. Debiased fairness for Age is 93.7% (72.321/77.206).", "parameters": ["[18-25]", 72.321, 77.206, "Age", 93.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.321%. The perfect equality value for that group is 77.206%. The fairness score is 0.937 using the following formula. 72.321/77.206 = 0.937", "parameters": ["Age", "18-25", 72.321, 77.206, 0.937]}, {"id": "disparate_impact_ratio_formula", "message": "72.321 / 77.206 = 0.937", "parameters": [72.321, "/", 77.206, 0.937]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.80000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 96, true, "reference"], ["Sex", "male", "Risk", 24, false, "reference"], ["Sex", "female", "No Risk", 96, true, "monitored"], ["Sex", "female", "Risk", 24, false, "monitored"], ["Age", [26, 75], "No Risk", 122, true, "reference"], ["Age", [26, 75], "Risk", 24, false, "reference"], ["Age", [18, 25], "No Risk", 166, true, "monitored"], ["Age", [18, 25], "Risk", 48, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.0, "fairness_value": 100.0, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": false}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-22T07:37:02.573Z", "oldest_timestamp": "2019-07-22T07:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.0% of the time. The perfect equality is 80.0%. Debiased fairness for Sex is 100.0% (80.0/80.0).", "parameters": ["female", 80.0, 80.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.0%. The perfect equality value for that group is 80.0%. The fairness score is 1.0 using the following formula. 80.0/80.0 = 1.0", "parameters": ["Sex", "female", 80.0, 80.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 80.0 = 1.0", "parameters": [80.0, "/", 80.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.80000000000001, "is_biased": true, "majority": {"total_fav_percent": 83.56164383561644, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 83.56164383561644}]}, "minority": {"total_fav_percent": 77.57009345794393, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 77.57009345794393, "fairness_value": 92.80000000000001, "perfect_equality": 83.56164383561644, "acceptable_fav_class_percent": 81.8904, "is_biased": true}], "acceptable_fav_class_percent": 81.8904}, "records_evaluated": {"newest_timestamp": "2019-07-22T07:37:02.573Z", "oldest_timestamp": "2019-07-22T07:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 56.41025641025641}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.57% of the time. The perfect equality is 83.562%. Debiased fairness for Age is 92.8% (77.57/83.562).", "parameters": ["[18-25]", 77.57, 83.562, "Age", 92.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.57%. The perfect equality value for that group is 83.562%. The fairness score is 0.928 using the following formula. 77.57/83.562 = 0.928", "parameters": ["Age", "18-25", 77.57, 83.562, 0.928]}, {"id": "disparate_impact_ratio_formula", "message": "77.57 / 83.562 = 0.928", "parameters": [77.57, "/", 83.562, 0.928]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 126, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-22T06:37:02.573Z", "oldest_timestamp": "2019-07-22T06:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.5, "is_biased": true, "majority": {"total_fav_percent": 82.89473684210526, "total_rows_percent": 42.22222222222222, "values": [{"value": [26, 75], "fav_class_percent": 82.89473684210526}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 57.77777777777777, "values": [{"value": [18, 25], "fav_class_percent": 75.0, "fairness_value": 90.5, "perfect_equality": 82.89473684210526, "acceptable_fav_class_percent": 81.2368, "is_biased": true}], "acceptable_fav_class_percent": 81.2368}, "records_evaluated": {"newest_timestamp": "2019-07-22T06:37:02.573Z", "oldest_timestamp": "2019-07-22T06:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 44.827586206896555}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.0% of the time. The perfect equality is 82.895%. Debiased fairness for Age is 90.5% (75.0/82.895).", "parameters": ["[18-25]", 75.0, 82.895, "Age", 90.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.0%. The perfect equality value for that group is 82.895%. The fairness score is 0.905 using the following formula. 75.0/82.895 = 0.905", "parameters": ["Age", "18-25", 75.0, 82.895, 0.905]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 82.895 = 0.905", "parameters": [75.0, "/", 82.895, 0.905]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 95, true, "reference"], ["Sex", "male", "Risk", 25, false, "reference"], ["Sex", "female", "No Risk", 95, true, "monitored"], ["Sex", "female", "Risk", 25, false, "monitored"], ["Age", [26, 75], "No Risk", 120, true, "reference"], ["Age", [26, 75], "Risk", 25, false, "reference"], ["Age", [18, 25], "No Risk", 165, true, "monitored"], ["Age", [18, 25], "Risk", 50, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 79.16666666666666}]}, "minority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 79.16666666666666, "fairness_value": 100.0, "perfect_equality": 79.16666666666666, "acceptable_fav_class_percent": 77.5833, "is_biased": false}], "acceptable_fav_class_percent": 77.5833}, "records_evaluated": {"newest_timestamp": "2019-07-22T05:37:02.573Z", "oldest_timestamp": "2019-07-22T05:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 79.167% of the time. The perfect equality is 79.167%. Debiased fairness for Sex is 100.0% (79.167/79.167).", "parameters": ["female", 79.167, 79.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 79.167%. The perfect equality value for that group is 79.167%. The fairness score is 1.0 using the following formula. 79.167/79.167 = 1.0", "parameters": ["Sex", "female", 79.167, 79.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "79.167 / 79.167 = 1.0", "parameters": [79.167, "/", 79.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.7, "is_biased": true, "majority": {"total_fav_percent": 82.75862068965517, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 82.75862068965517}]}, "minority": {"total_fav_percent": 76.74418604651163, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 76.74418604651163, "fairness_value": 92.7, "perfect_equality": 82.75862068965517, "acceptable_fav_class_percent": 81.1034, "is_biased": true}], "acceptable_fav_class_percent": 81.1034}, "records_evaluated": {"newest_timestamp": "2019-07-22T05:37:02.573Z", "oldest_timestamp": "2019-07-22T05:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.744% of the time. The perfect equality is 82.759%. Debiased fairness for Age is 92.7% (76.744/82.759).", "parameters": ["[18-25]", 76.744, 82.759, "Age", 92.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.744%. The perfect equality value for that group is 82.759%. The fairness score is 0.927 using the following formula. 76.744/82.759 = 0.927", "parameters": ["Age", "18-25", 76.744, 82.759, 0.927]}, {"id": "disparate_impact_ratio_formula", "message": "76.744 / 82.759 = 0.927", "parameters": [76.744, "/", 82.759, 0.927]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 112, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 155, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-22T04:37:02.573Z", "oldest_timestamp": "2019-07-22T04:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.2, "is_biased": true, "majority": {"total_fav_percent": 78.32167832167832, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 78.32167832167832}]}, "minority": {"total_fav_percent": 71.42857142857143, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 71.42857142857143, "fairness_value": 91.2, "perfect_equality": 78.32167832167832, "acceptable_fav_class_percent": 76.7552, "is_biased": true}], "acceptable_fav_class_percent": 76.7552}, "records_evaluated": {"newest_timestamp": "2019-07-22T04:37:02.573Z", "oldest_timestamp": "2019-07-22T04:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 54.285714285714285}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.429% of the time. The perfect equality is 78.322%. Debiased fairness for Age is 91.2% (71.429/78.322).", "parameters": ["[18-25]", 71.429, 78.322, "Age", 91.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.429%. The perfect equality value for that group is 78.322%. The fairness score is 0.912 using the following formula. 71.429/78.322 = 0.912", "parameters": ["Age", "18-25", 71.429, 78.322, 0.912]}, {"id": "disparate_impact_ratio_formula", "message": "71.429 / 78.322 = 0.912", "parameters": [71.429, "/", 78.322, 0.912]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 111, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-22T03:37:02.573Z", "oldest_timestamp": "2019-07-22T03:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.5, "is_biased": true, "majority": {"total_fav_percent": 78.16901408450704, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 78.16901408450704}]}, "minority": {"total_fav_percent": 71.55963302752293, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 71.55963302752293, "fairness_value": 91.5, "perfect_equality": 78.16901408450704, "acceptable_fav_class_percent": 76.6056, "is_biased": true}], "acceptable_fav_class_percent": 76.6056}, "records_evaluated": {"newest_timestamp": "2019-07-22T03:37:02.573Z", "oldest_timestamp": "2019-07-22T03:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 61.76470588235294}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.56% of the time. The perfect equality is 78.169%. Debiased fairness for Age is 91.5% (71.56/78.169).", "parameters": ["[18-25]", 71.56, 78.169, "Age", 91.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.56%. The perfect equality value for that group is 78.169%. The fairness score is 0.915 using the following formula. 71.56/78.169 = 0.915", "parameters": ["Age", "18-25", 71.56, 78.169, 0.915]}, {"id": "disparate_impact_ratio_formula", "message": "71.56 / 78.169 = 0.915", "parameters": [71.56, "/", 78.169, 0.915]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.30000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 92, true, "reference"], ["Sex", "male", "Risk", 28, false, "reference"], ["Sex", "female", "No Risk", 92, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 28, false, "reference"], ["Age", [18, 25], "No Risk", 161, true, "monitored"], ["Age", [18, 25], "Risk", 56, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 76.66666666666667}]}, "minority": {"total_fav_percent": 76.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 76.66666666666667, "fairness_value": 100.0, "perfect_equality": 76.66666666666667, "acceptable_fav_class_percent": 75.1333, "is_biased": false}], "acceptable_fav_class_percent": 75.1333}, "records_evaluated": {"newest_timestamp": "2019-07-22T02:37:02.573Z", "oldest_timestamp": "2019-07-22T02:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 76.667% of the time. The perfect equality is 76.667%. Debiased fairness for Sex is 100.0% (76.667/76.667).", "parameters": ["female", 76.667, 76.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 76.667%. The perfect equality value for that group is 76.667%. The fairness score is 1.0 using the following formula. 76.667/76.667 = 1.0", "parameters": ["Sex", "female", 76.667, 76.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "76.667 / 76.667 = 1.0", "parameters": [76.667, "/", 76.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.30000000000001, "is_biased": true, "majority": {"total_fav_percent": 80.41958041958041, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 80.41958041958041}]}, "minority": {"total_fav_percent": 74.19354838709677, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 74.19354838709677, "fairness_value": 92.30000000000001, "perfect_equality": 80.41958041958041, "acceptable_fav_class_percent": 78.8112, "is_biased": true}], "acceptable_fav_class_percent": 78.8112}, "records_evaluated": {"newest_timestamp": "2019-07-22T02:37:02.573Z", "oldest_timestamp": "2019-07-22T02:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 60.416666666666664}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.194% of the time. The perfect equality is 80.42%. Debiased fairness for Age is 92.3% (74.194/80.42).", "parameters": ["[18-25]", 74.194, 80.42, "Age", 92.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.194%. The perfect equality value for that group is 80.42%. The fairness score is 0.923 using the following formula. 74.194/80.42 = 0.923", "parameters": ["Age", "18-25", 74.194, 80.42, 0.923]}, {"id": "disparate_impact_ratio_formula", "message": "74.194 / 80.42 = 0.923", "parameters": [74.194, "/", 80.42, 0.923]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 88.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 112, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 146, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-22T01:37:02.573Z", "oldest_timestamp": "2019-07-22T01:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 88.9, "is_biased": true, "majority": {"total_fav_percent": 76.71232876712328, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 76.71232876712328}]}, "minority": {"total_fav_percent": 68.22429906542055, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 68.22429906542055, "fairness_value": 88.9, "perfect_equality": 76.71232876712328, "acceptable_fav_class_percent": 75.1781, "is_biased": true}], "acceptable_fav_class_percent": 75.1781}, "records_evaluated": {"newest_timestamp": "2019-07-22T01:37:02.573Z", "oldest_timestamp": "2019-07-22T01:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 56.41025641025641}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.224% of the time. The perfect equality is 76.712%. Debiased fairness for Age is 88.9% (68.224/76.712).", "parameters": ["[18-25]", 68.224, 76.712, "Age", 88.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.224%. The perfect equality value for that group is 76.712%. The fairness score is 0.889 using the following formula. 68.224/76.712 = 0.889", "parameters": ["Age", "18-25", 68.224, 76.712, 0.889]}, {"id": "disparate_impact_ratio_formula", "message": "68.224 / 76.712 = 0.889", "parameters": [68.224, "/", 76.712, 0.889]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.8, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 79, true, "reference"], ["Sex", "male", "Risk", 41, false, "reference"], ["Sex", "female", "No Risk", 79, true, "monitored"], ["Sex", "female", "Risk", 41, false, "monitored"], ["Age", [26, 75], "No Risk", 95, true, "reference"], ["Age", [26, 75], "Risk", 41, false, "reference"], ["Age", [18, 25], "No Risk", 142, true, "monitored"], ["Age", [18, 25], "Risk", 82, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 65.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 65.83333333333333}]}, "minority": {"total_fav_percent": 65.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 65.83333333333333, "fairness_value": 100.0, "perfect_equality": 65.83333333333333, "acceptable_fav_class_percent": 64.5167, "is_biased": false}], "acceptable_fav_class_percent": 64.5167}, "records_evaluated": {"newest_timestamp": "2019-07-22T00:37:02.573Z", "oldest_timestamp": "2019-07-22T00:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 65.833% of the time. The perfect equality is 65.833%. Debiased fairness for Sex is 100.0% (65.833/65.833).", "parameters": ["female", 65.833, 65.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 65.833%. The perfect equality value for that group is 65.833%. The fairness score is 1.0 using the following formula. 65.833/65.833 = 1.0", "parameters": ["Sex", "female", 65.833, 65.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "65.833 / 65.833 = 1.0", "parameters": [65.833, "/", 65.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.8, "is_biased": true, "majority": {"total_fav_percent": 69.85294117647058, "total_rows_percent": 37.77777777777778, "values": [{"value": [26, 75], "fav_class_percent": 69.85294117647058}]}, "minority": {"total_fav_percent": 63.39285714285714, "total_rows_percent": 62.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 63.39285714285714, "fairness_value": 90.8, "perfect_equality": 69.85294117647058, "acceptable_fav_class_percent": 68.4559, "is_biased": true}], "acceptable_fav_class_percent": 68.4559}, "records_evaluated": {"newest_timestamp": "2019-07-22T00:37:02.573Z", "oldest_timestamp": "2019-07-22T00:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 47.05882352941176}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 63.393% of the time. The perfect equality is 69.853%. Debiased fairness for Age is 90.8% (63.393/69.853).", "parameters": ["[18-25]", 63.393, 69.853, "Age", 90.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 63.393%. The perfect equality value for that group is 69.853%. The fairness score is 0.908 using the following formula. 63.393/69.853 = 0.908", "parameters": ["Age", "18-25", 63.393, 69.853, 0.908]}, {"id": "disparate_impact_ratio_formula", "message": "63.393 / 69.853 = 0.908", "parameters": [63.393, "/", 69.853, 0.908]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-21T23:37:02.588Z", "oldest_timestamp": "2019-07-21T23:37:02.573Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 79.86111111111111, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 79.86111111111111}]}, "minority": {"total_fav_percent": 73.14814814814815, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 73.14814814814815, "fairness_value": 91.60000000000001, "perfect_equality": 79.86111111111111, "acceptable_fav_class_percent": 78.2639, "is_biased": true}], "acceptable_fav_class_percent": 78.2639}, "records_evaluated": {"newest_timestamp": "2019-07-21T23:37:02.588Z", "oldest_timestamp": "2019-07-21T23:37:02.573Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.148% of the time. The perfect equality is 79.861%. Debiased fairness for Age is 91.6% (73.148/79.861).", "parameters": ["[18-25]", 73.148, 79.861, "Age", 91.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.148%. The perfect equality value for that group is 79.861%. The fairness score is 0.916 using the following formula. 73.148/79.861 = 0.916", "parameters": ["Age", "18-25", 73.148, 79.861, 0.916]}, {"id": "disparate_impact_ratio_formula", "message": "73.148 / 79.861 = 0.916", "parameters": [73.148, "/", 79.861, 0.916]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 110, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 166, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-21T22:37:02.588Z", "oldest_timestamp": "2019-07-21T22:37:02.588Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.5, "is_biased": true, "majority": {"total_fav_percent": 80.2919708029197, "total_rows_percent": 38.37535014005603, "values": [{"value": [26, 75], "fav_class_percent": 80.2919708029197}]}, "minority": {"total_fav_percent": 75.45454545454545, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 75.45454545454545, "fairness_value": 93.5, "perfect_equality": 80.71428571428572, "acceptable_fav_class_percent": 79.1, "is_biased": true}], "acceptable_fav_class_percent": 79.1}, "records_evaluated": {"newest_timestamp": "2019-07-21T22:37:02.588Z", "oldest_timestamp": "2019-07-21T22:37:02.588Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 69.23076923076923}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.455% of the time. The perfect equality is 80.714%. Debiased fairness for Age is 93.5% (75.455/80.714).", "parameters": ["[18-25]", 75.455, 80.714, "Age", 93.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.455%. The perfect equality value for that group is 80.714%. The fairness score is 0.935 using the following formula. 75.455/80.714 = 0.935", "parameters": ["Age", "18-25", 75.455, 80.714, 0.935]}, {"id": "disparate_impact_ratio_formula", "message": "75.455 / 80.714 = 0.935", "parameters": [75.455, "/", 80.714, 0.935]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 165, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-21T21:37:02.588Z", "oldest_timestamp": "2019-07-21T21:37:02.588Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.9, "is_biased": true, "majority": {"total_fav_percent": 81.81818181818183, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 81.81818181818183}]}, "minority": {"total_fav_percent": 76.036866359447, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 76.036866359447, "fairness_value": 92.9, "perfect_equality": 81.81818181818183, "acceptable_fav_class_percent": 80.1818, "is_biased": true}], "acceptable_fav_class_percent": 80.1818}, "records_evaluated": {"newest_timestamp": "2019-07-21T21:37:02.588Z", "oldest_timestamp": "2019-07-21T21:37:02.588Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 25], "fav_percent": 65.65656565656566}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.037% of the time. The perfect equality is 81.818%. Debiased fairness for Age is 92.9% (76.037/81.818).", "parameters": ["[18-25]", 76.037, 81.818, "Age", 92.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.037%. The perfect equality value for that group is 81.818%. The fairness score is 0.929 using the following formula. 76.037/81.818 = 0.929", "parameters": ["Age", "18-25", 76.037, 81.818, 0.929]}, {"id": "disparate_impact_ratio_formula", "message": "76.037 / 81.818 = 0.929", "parameters": [76.037, "/", 81.818, 0.929]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.10000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 96, true, "reference"], ["Sex", "male", "Risk", 24, false, "reference"], ["Sex", "female", "No Risk", 96, true, "monitored"], ["Sex", "female", "Risk", 24, false, "monitored"], ["Age", [26, 75], "No Risk", 125, true, "reference"], ["Age", [26, 75], "Risk", 24, false, "reference"], ["Age", [18, 25], "No Risk", 163, true, "monitored"], ["Age", [18, 25], "Risk", 48, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.0, "fairness_value": 100.0, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": false}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-21T20:37:02.588Z", "oldest_timestamp": "2019-07-21T20:37:02.588Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.0% of the time. The perfect equality is 80.0%. Debiased fairness for Sex is 100.0% (80.0/80.0).", "parameters": ["female", 80.0, 80.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.0%. The perfect equality value for that group is 80.0%. The fairness score is 1.0 using the following formula. 80.0/80.0 = 1.0", "parameters": ["Sex", "female", 80.0, 80.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 80.0 = 1.0", "parameters": [80.0, "/", 80.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.10000000000001, "is_biased": true, "majority": {"total_fav_percent": 83.89261744966443, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 83.89261744966443}]}, "minority": {"total_fav_percent": 77.25118483412322, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 77.25118483412322, "fairness_value": 92.10000000000001, "perfect_equality": 83.89261744966443, "acceptable_fav_class_percent": 82.2148, "is_biased": true}], "acceptable_fav_class_percent": 82.2148}, "records_evaluated": {"newest_timestamp": "2019-07-21T20:37:02.588Z", "oldest_timestamp": "2019-07-21T20:37:02.588Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 73.13432835820896}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.251% of the time. The perfect equality is 83.893%. Debiased fairness for Age is 92.1% (77.251/83.893).", "parameters": ["[18-25]", 77.251, 83.893, "Age", 92.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.251%. The perfect equality value for that group is 83.893%. The fairness score is 0.921 using the following formula. 77.251/83.893 = 0.921", "parameters": ["Age", "18-25", 77.251, 83.893, 0.921]}, {"id": "disparate_impact_ratio_formula", "message": "77.251 / 83.893 = 0.921", "parameters": [77.251, "/", 83.893, 0.921]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 111, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-21T19:37:02.588Z", "oldest_timestamp": "2019-07-21T19:37:02.588Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.5, "is_biased": true, "majority": {"total_fav_percent": 78.16901408450704, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 78.16901408450704}]}, "minority": {"total_fav_percent": 71.55963302752293, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 71.55963302752293, "fairness_value": 91.5, "perfect_equality": 78.16901408450704, "acceptable_fav_class_percent": 76.6056, "is_biased": true}], "acceptable_fav_class_percent": 76.6056}, "records_evaluated": {"newest_timestamp": "2019-07-21T19:37:02.588Z", "oldest_timestamp": "2019-07-21T19:37:02.588Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 55.10204081632652}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.56% of the time. The perfect equality is 78.169%. Debiased fairness for Age is 91.5% (71.56/78.169).", "parameters": ["[18-25]", 71.56, 78.169, "Age", 91.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.56%. The perfect equality value for that group is 78.169%. The fairness score is 0.915 using the following formula. 71.56/78.169 = 0.915", "parameters": ["Age", "18-25", 71.56, 78.169, 0.915]}, {"id": "disparate_impact_ratio_formula", "message": "71.56 / 78.169 = 0.915", "parameters": [71.56, "/", 78.169, 0.915]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 114, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 159, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-21T18:37:02.588Z", "oldest_timestamp": "2019-07-21T18:37:02.588Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.9, "is_biased": true, "majority": {"total_fav_percent": 79.72027972027972, "total_rows_percent": 39.72222222222222, "values": [{"value": [26, 75], "fav_class_percent": 79.72027972027972}]}, "minority": {"total_fav_percent": 73.27188940092167, "total_rows_percent": 60.27777777777777, "values": [{"value": [18, 25], "fav_class_percent": 73.27188940092167, "fairness_value": 91.9, "perfect_equality": 79.72027972027972, "acceptable_fav_class_percent": 78.1259, "is_biased": true}], "acceptable_fav_class_percent": 78.1259}, "records_evaluated": {"newest_timestamp": "2019-07-21T18:37:02.588Z", "oldest_timestamp": "2019-07-21T18:37:02.588Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 59.57446808510638}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.272% of the time. The perfect equality is 79.72%. Debiased fairness for Age is 91.9% (73.272/79.72).", "parameters": ["[18-25]", 73.272, 79.72, "Age", 91.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.272%. The perfect equality value for that group is 79.72%. The fairness score is 0.919 using the following formula. 73.272/79.72 = 0.919", "parameters": ["Age", "18-25", 73.272, 79.72, 0.919]}, {"id": "disparate_impact_ratio_formula", "message": "73.272 / 79.72 = 0.919", "parameters": [73.272, "/", 79.72, 0.919]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 122, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-21T17:37:02.588Z", "oldest_timestamp": "2019-07-21T17:37:02.588Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 81.87919463087249, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 81.87919463087249}]}, "minority": {"total_fav_percent": 74.40758293838863, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 74.40758293838863, "fairness_value": 90.9, "perfect_equality": 81.87919463087249, "acceptable_fav_class_percent": 80.2416, "is_biased": true}], "acceptable_fav_class_percent": 80.2416}, "records_evaluated": {"newest_timestamp": "2019-07-21T17:37:02.588Z", "oldest_timestamp": "2019-07-21T17:37:02.588Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 64.86486486486487}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.408% of the time. The perfect equality is 81.879%. Debiased fairness for Age is 90.9% (74.408/81.879).", "parameters": ["[18-25]", 74.408, 81.879, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.408%. The perfect equality value for that group is 81.879%. The fairness score is 0.909 using the following formula. 74.408/81.879 = 0.909", "parameters": ["Age", "18-25", 74.408, 81.879, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "74.408 / 81.879 = 0.909", "parameters": [74.408, "/", 81.879, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 93.30000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 187, true, "reference"], ["Sex", "male", "Risk", 53, false, "reference"], ["Sex", "female", "No Risk", 187, true, "monitored"], ["Sex", "female", "Risk", 53, false, "monitored"], ["Age", [26, 75], "No Risk", 229, true, "reference"], ["Age", [26, 75], "Risk", 53, false, "reference"], ["Age", [18, 25], "No Risk", 332, true, "monitored"], ["Age", [18, 25], "Risk", 106, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.91666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.91666666666667}]}, "minority": {"total_fav_percent": 77.91666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.91666666666667, "fairness_value": 100.0, "perfect_equality": 77.91666666666667, "acceptable_fav_class_percent": 76.3583, "is_biased": false}], "acceptable_fav_class_percent": 76.3583}, "records_evaluated": {"newest_timestamp": "2019-07-21T16:37:02.588Z", "oldest_timestamp": "2019-07-21T15:37:17.583Z", "number_of_records": 240, "perturbed_records": 240, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.917% of the time. The perfect equality is 77.917%. Debiased fairness for Sex is 100.0% (77.917/77.917).", "parameters": ["female", 77.917, 77.917, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.917%. The perfect equality value for that group is 77.917%. The fairness score is 1.0 using the following formula. 77.917/77.917 = 1.0", "parameters": ["Sex", "female", 77.917, 77.917, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.917 / 77.917 = 1.0", "parameters": [77.917, "/", 77.917, 1.0]}]}]}, {"feature": "Age", "fairness_value": 93.30000000000001, "is_biased": true, "majority": {"total_fav_percent": 81.20567375886525, "total_rows_percent": 39.166666666666664, "values": [{"value": [26, 75], "fav_class_percent": 81.20567375886525}]}, "minority": {"total_fav_percent": 75.79908675799086, "total_rows_percent": 60.83333333333333, "values": [{"value": [18, 25], "fav_class_percent": 75.79908675799086, "fairness_value": 93.30000000000001, "perfect_equality": 81.20567375886525, "acceptable_fav_class_percent": 79.5816, "is_biased": true}], "acceptable_fav_class_percent": 79.5816}, "records_evaluated": {"newest_timestamp": "2019-07-21T16:37:02.588Z", "oldest_timestamp": "2019-07-21T15:37:17.583Z", "number_of_records": 240, "perturbed_records": 480, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 69.93006993006993}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.799% of the time. The perfect equality is 81.206%. Debiased fairness for Age is 93.3% (75.799/81.206).", "parameters": ["[18-25]", 75.799, 81.206, "Age", 93.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.799%. The perfect equality value for that group is 81.206%. The fairness score is 0.933 using the following formula. 75.799/81.206 = 0.933", "parameters": ["Age", "18-25", 75.799, 81.206, 0.933]}, {"id": "disparate_impact_ratio_formula", "message": "75.799 / 81.206 = 0.933", "parameters": [75.799, "/", 81.206, 0.933]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 720, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 240, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 122, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 160, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-21T14:37:17.586Z", "oldest_timestamp": "2019-07-21T14:37:17.585Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 82.43243243243244, "total_rows_percent": 41.11111111111111, "values": [{"value": [26, 75], "fav_class_percent": 82.43243243243244}]}, "minority": {"total_fav_percent": 75.47169811320755, "total_rows_percent": 58.88888888888889, "values": [{"value": [18, 25], "fav_class_percent": 75.47169811320755, "fairness_value": 91.60000000000001, "perfect_equality": 82.43243243243244, "acceptable_fav_class_percent": 80.7838, "is_biased": true}], "acceptable_fav_class_percent": 80.7838}, "records_evaluated": {"newest_timestamp": "2019-07-21T14:37:17.586Z", "oldest_timestamp": "2019-07-21T14:37:17.585Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.472% of the time. The perfect equality is 82.432%. Debiased fairness for Age is 91.6% (75.472/82.432).", "parameters": ["[18-25]", 75.472, 82.432, "Age", 91.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.472%. The perfect equality value for that group is 82.432%. The fairness score is 0.916 using the following formula. 75.472/82.432 = 0.916", "parameters": ["Age", "18-25", 75.472, 82.432, 0.916]}, {"id": "disparate_impact_ratio_formula", "message": "75.472 / 82.432 = 0.916", "parameters": [75.472, "/", 82.432, 0.916]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 84, true, "reference"], ["Sex", "male", "Risk", 36, false, "reference"], ["Sex", "female", "No Risk", 84, true, "monitored"], ["Sex", "female", "Risk", 36, false, "monitored"], ["Age", [26, 75], "No Risk", 108, true, "reference"], ["Age", [26, 75], "Risk", 37, false, "reference"], ["Age", [18, 25], "No Risk", 144, true, "monitored"], ["Age", [18, 25], "Risk", 71, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 70.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 70.0}]}, "minority": {"total_fav_percent": 70.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 70.0, "fairness_value": 100.0, "perfect_equality": 70.0, "acceptable_fav_class_percent": 68.6, "is_biased": false}], "acceptable_fav_class_percent": 68.6}, "records_evaluated": {"newest_timestamp": "2019-07-21T13:37:17.588Z", "oldest_timestamp": "2019-07-21T13:37:17.586Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 70.0% of the time. The perfect equality is 70.0%. Debiased fairness for Sex is 100.0% (70.0/70.0).", "parameters": ["female", 70.0, 70.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 70.0%. The perfect equality value for that group is 70.0%. The fairness score is 1.0 using the following formula. 70.0/70.0 = 1.0", "parameters": ["Sex", "female", 70.0, 70.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "70.0 / 70.0 = 1.0", "parameters": [70.0, "/", 70.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.9, "is_biased": true, "majority": {"total_fav_percent": 74.48275862068967, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 74.48275862068967}]}, "minority": {"total_fav_percent": 66.97674418604652, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 66.97674418604652, "fairness_value": 89.9, "perfect_equality": 74.48275862068967, "acceptable_fav_class_percent": 72.9931, "is_biased": true}], "acceptable_fav_class_percent": 72.9931}, "records_evaluated": {"newest_timestamp": "2019-07-21T13:37:17.588Z", "oldest_timestamp": "2019-07-21T13:37:17.586Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 66.977% of the time. The perfect equality is 74.483%. Debiased fairness for Age is 89.9% (66.977/74.483).", "parameters": ["[18-25]", 66.977, 74.483, "Age", 89.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 66.977%. The perfect equality value for that group is 74.483%. The fairness score is 0.899 using the following formula. 66.977/74.483 = 0.899", "parameters": ["Age", "18-25", 66.977, 74.483, 0.899]}, {"id": "disparate_impact_ratio_formula", "message": "66.977 / 74.483 = 0.899", "parameters": [66.977, "/", 74.483, 0.899]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 93, true, "reference"], ["Sex", "male", "Risk", 27, false, "reference"], ["Sex", "female", "No Risk", 93, true, "monitored"], ["Sex", "female", "Risk", 27, false, "monitored"], ["Age", [26, 75], "No Risk", 124, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 155, true, "monitored"], ["Age", [18, 25], "Risk", 54, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 77.5}]}, "minority": {"total_fav_percent": 77.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 77.5, "fairness_value": 100.0, "perfect_equality": 77.5, "acceptable_fav_class_percent": 75.95, "is_biased": false}], "acceptable_fav_class_percent": 75.95}, "records_evaluated": {"newest_timestamp": "2019-07-21T12:37:17.590Z", "oldest_timestamp": "2019-07-21T12:37:17.588Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 77.5% of the time. The perfect equality is 77.5%. Debiased fairness for Sex is 100.0% (77.5/77.5).", "parameters": ["female", 77.5, 77.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 77.5%. The perfect equality value for that group is 77.5%. The fairness score is 1.0 using the following formula. 77.5/77.5 = 1.0", "parameters": ["Sex", "female", 77.5, 77.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "77.5 / 77.5 = 1.0", "parameters": [77.5, "/", 77.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.3, "is_biased": true, "majority": {"total_fav_percent": 82.11920529801324, "total_rows_percent": 41.94444444444444, "values": [{"value": [26, 75], "fav_class_percent": 82.11920529801324}]}, "minority": {"total_fav_percent": 74.16267942583733, "total_rows_percent": 58.05555555555556, "values": [{"value": [18, 25], "fav_class_percent": 74.16267942583733, "fairness_value": 90.3, "perfect_equality": 82.11920529801324, "acceptable_fav_class_percent": 80.4768, "is_biased": true}], "acceptable_fav_class_percent": 80.4768}, "records_evaluated": {"newest_timestamp": "2019-07-21T12:37:17.590Z", "oldest_timestamp": "2019-07-21T12:37:17.588Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [18, 19], "fav_percent": 65.71428571428571}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 74.163% of the time. The perfect equality is 82.119%. Debiased fairness for Age is 90.3% (74.163/82.119).", "parameters": ["[18-25]", 74.163, 82.119, "Age", 90.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 74.163%. The perfect equality value for that group is 82.119%. The fairness score is 0.903 using the following formula. 74.163/82.119 = 0.903", "parameters": ["Age", "18-25", 74.163, 82.119, 0.903]}, {"id": "disparate_impact_ratio_formula", "message": "74.163 / 82.119 = 0.903", "parameters": [74.163, "/", 82.119, 0.903]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 85, true, "reference"], ["Sex", "male", "Risk", 35, false, "reference"], ["Sex", "female", "No Risk", 85, true, "monitored"], ["Sex", "female", "Risk", 35, false, "monitored"], ["Age", [26, 75], "No Risk", 102, true, "reference"], ["Age", [26, 75], "Risk", 35, false, "reference"], ["Age", [18, 25], "No Risk", 153, true, "monitored"], ["Age", [18, 25], "Risk", 70, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 70.83333333333334}]}, "minority": {"total_fav_percent": 70.83333333333334, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 70.83333333333334, "fairness_value": 100.0, "perfect_equality": 70.83333333333334, "acceptable_fav_class_percent": 69.4167, "is_biased": false}], "acceptable_fav_class_percent": 69.4167}, "records_evaluated": {"newest_timestamp": "2019-07-21T11:37:17.591Z", "oldest_timestamp": "2019-07-21T11:37:17.590Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 70.833% of the time. The perfect equality is 70.833%. Debiased fairness for Sex is 100.0% (70.833/70.833).", "parameters": ["female", 70.833, 70.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 70.833%. The perfect equality value for that group is 70.833%. The fairness score is 1.0 using the following formula. 70.833/70.833 = 1.0", "parameters": ["Sex", "female", 70.833, 70.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "70.833 / 70.833 = 1.0", "parameters": [70.833, "/", 70.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.2, "is_biased": true, "majority": {"total_fav_percent": 74.45255474452554, "total_rows_percent": 38.05555555555556, "values": [{"value": [26, 75], "fav_class_percent": 74.45255474452554}]}, "minority": {"total_fav_percent": 68.60986547085201, "total_rows_percent": 61.94444444444444, "values": [{"value": [18, 25], "fav_class_percent": 68.60986547085201, "fairness_value": 92.2, "perfect_equality": 74.45255474452554, "acceptable_fav_class_percent": 72.9635, "is_biased": true}], "acceptable_fav_class_percent": 72.9635}, "records_evaluated": {"newest_timestamp": "2019-07-21T11:37:17.591Z", "oldest_timestamp": "2019-07-21T11:37:17.590Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 57.99999999999999}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 68.61% of the time. The perfect equality is 74.453%. Debiased fairness for Age is 92.2% (68.61/74.453).", "parameters": ["[18-25]", 68.61, 74.453, "Age", 92.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 68.61%. The perfect equality value for that group is 74.453%. The fairness score is 0.922 using the following formula. 68.61/74.453 = 0.922", "parameters": ["Age", "18-25", 68.61, 74.453, 0.922]}, {"id": "disparate_impact_ratio_formula", "message": "68.61 / 74.453 = 0.922", "parameters": [68.61, "/", 74.453, 0.922]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.2, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 152, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-21T10:37:17.593Z", "oldest_timestamp": "2019-07-21T10:37:17.591Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.2, "is_biased": true, "majority": {"total_fav_percent": 78.76712328767124, "total_rows_percent": 40.55555555555556, "values": [{"value": [26, 75], "fav_class_percent": 78.76712328767124}]}, "minority": {"total_fav_percent": 71.02803738317756, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 71.02803738317756, "fairness_value": 90.2, "perfect_equality": 78.76712328767124, "acceptable_fav_class_percent": 77.1918, "is_biased": true}], "acceptable_fav_class_percent": 77.1918}, "records_evaluated": {"newest_timestamp": "2019-07-21T10:37:17.593Z", "oldest_timestamp": "2019-07-21T10:37:17.591Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.028% of the time. The perfect equality is 78.767%. Debiased fairness for Age is 90.2% (71.028/78.767).", "parameters": ["[18-25]", 71.028, 78.767, "Age", 90.2]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.028%. The perfect equality value for that group is 78.767%. The fairness score is 0.902 using the following formula. 71.028/78.767 = 0.902", "parameters": ["Age", "18-25", 71.028, 78.767, 0.902]}, {"id": "disparate_impact_ratio_formula", "message": "71.028 / 78.767 = 0.902", "parameters": [71.028, "/", 78.767, 0.902]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 117, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 150, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-21T09:37:17.594Z", "oldest_timestamp": "2019-07-21T09:37:17.593Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.5, "is_biased": true, "majority": {"total_fav_percent": 79.05405405405406, "total_rows_percent": 41.11111111111111, "values": [{"value": [26, 75], "fav_class_percent": 79.05405405405406}]}, "minority": {"total_fav_percent": 70.75471698113208, "total_rows_percent": 58.88888888888889, "values": [{"value": [18, 25], "fav_class_percent": 70.75471698113208, "fairness_value": 89.5, "perfect_equality": 79.05405405405406, "acceptable_fav_class_percent": 77.473, "is_biased": true}], "acceptable_fav_class_percent": 77.473}, "records_evaluated": {"newest_timestamp": "2019-07-21T09:37:17.594Z", "oldest_timestamp": "2019-07-21T09:37:17.593Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 69.38775510204081}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.755% of the time. The perfect equality is 79.054%. Debiased fairness for Age is 89.5% (70.755/79.054).", "parameters": ["[18-25]", 70.755, 79.054, "Age", 89.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.755%. The perfect equality value for that group is 79.054%. The fairness score is 0.895 using the following formula. 70.755/79.054 = 0.895", "parameters": ["Age", "18-25", 70.755, 79.054, 0.895]}, {"id": "disparate_impact_ratio_formula", "message": "70.755 / 79.054 = 0.895", "parameters": [70.755, "/", 79.054, 0.895]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.10000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 88, true, "reference"], ["Sex", "male", "Risk", 32, false, "reference"], ["Sex", "female", "No Risk", 88, true, "monitored"], ["Sex", "female", "Risk", 32, false, "monitored"], ["Age", [26, 75], "No Risk", 113, true, "reference"], ["Age", [26, 75], "Risk", 32, false, "reference"], ["Age", [18, 25], "No Risk", 151, true, "monitored"], ["Age", [18, 25], "Risk", 64, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 73.33333333333333}]}, "minority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 73.33333333333333, "fairness_value": 100.0, "perfect_equality": 73.33333333333333, "acceptable_fav_class_percent": 71.8667, "is_biased": false}], "acceptable_fav_class_percent": 71.8667}, "records_evaluated": {"newest_timestamp": "2019-07-21T08:37:17.596Z", "oldest_timestamp": "2019-07-21T08:37:17.594Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 73.333% of the time. The perfect equality is 73.333%. Debiased fairness for Sex is 100.0% (73.333/73.333).", "parameters": ["female", 73.333, 73.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 73.333%. The perfect equality value for that group is 73.333%. The fairness score is 1.0 using the following formula. 73.333/73.333 = 1.0", "parameters": ["Sex", "female", 73.333, 73.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "73.333 / 73.333 = 1.0", "parameters": [73.333, "/", 73.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.10000000000001, "is_biased": true, "majority": {"total_fav_percent": 77.93103448275862, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 77.93103448275862}]}, "minority": {"total_fav_percent": 70.23255813953489, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 70.23255813953489, "fairness_value": 90.10000000000001, "perfect_equality": 77.93103448275862, "acceptable_fav_class_percent": 76.3724, "is_biased": true}], "acceptable_fav_class_percent": 76.3724}, "records_evaluated": {"newest_timestamp": "2019-07-21T08:37:17.596Z", "oldest_timestamp": "2019-07-21T08:37:17.594Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 62.295081967213115}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.233% of the time. The perfect equality is 77.931%. Debiased fairness for Age is 90.1% (70.233/77.931).", "parameters": ["[18-25]", 70.233, 77.931, "Age", 90.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.233%. The perfect equality value for that group is 77.931%. The fairness score is 0.901 using the following formula. 70.233/77.931 = 0.901", "parameters": ["Age", "18-25", 70.233, 77.931, 0.901]}, {"id": "disparate_impact_ratio_formula", "message": "70.233 / 77.931 = 0.901", "parameters": [70.233, "/", 77.931, 0.901]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 89.8, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 88, true, "reference"], ["Sex", "male", "Risk", 32, false, "reference"], ["Sex", "female", "No Risk", 88, true, "monitored"], ["Sex", "female", "Risk", 32, false, "monitored"], ["Age", [26, 75], "No Risk", 112, true, "reference"], ["Age", [26, 75], "Risk", 32, false, "reference"], ["Age", [18, 25], "No Risk", 150, true, "monitored"], ["Age", [18, 25], "Risk", 64, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 73.33333333333333}]}, "minority": {"total_fav_percent": 73.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 73.33333333333333, "fairness_value": 100.0, "perfect_equality": 73.33333333333333, "acceptable_fav_class_percent": 71.8667, "is_biased": false}], "acceptable_fav_class_percent": 71.8667}, "records_evaluated": {"newest_timestamp": "2019-07-21T07:37:17.597Z", "oldest_timestamp": "2019-07-21T07:37:17.596Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 73.333% of the time. The perfect equality is 73.333%. Debiased fairness for Sex is 100.0% (73.333/73.333).", "parameters": ["female", 73.333, 73.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 73.333%. The perfect equality value for that group is 73.333%. The fairness score is 1.0 using the following formula. 73.333/73.333 = 1.0", "parameters": ["Sex", "female", 73.333, 73.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "73.333 / 73.333 = 1.0", "parameters": [73.333, "/", 73.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 89.8, "is_biased": true, "majority": {"total_fav_percent": 77.77777777777779, "total_rows_percent": 40.22346368715084, "values": [{"value": [26, 75], "fav_class_percent": 77.77777777777779}]}, "minority": {"total_fav_percent": 70.09345794392523, "total_rows_percent": 59.44444444444444, "values": [{"value": [18, 25], "fav_class_percent": 70.09345794392523, "fairness_value": 89.8, "perfect_equality": 78.08219178082192, "acceptable_fav_class_percent": 76.5205, "is_biased": true}], "acceptable_fav_class_percent": 76.5205}, "records_evaluated": {"newest_timestamp": "2019-07-21T07:37:17.597Z", "oldest_timestamp": "2019-07-21T07:37:17.596Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 61.904761904761905}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 70.093% of the time. The perfect equality is 78.082%. Debiased fairness for Age is 89.8% (70.093/78.082).", "parameters": ["[18-25]", 70.093, 78.082, "Age", 89.8]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 70.093%. The perfect equality value for that group is 78.082%. The fairness score is 0.898 using the following formula. 70.093/78.082 = 0.898", "parameters": ["Age", "18-25", 70.093, 78.082, 0.898]}, {"id": "disparate_impact_ratio_formula", "message": "70.093 / 78.082 = 0.898", "parameters": [70.093, "/", 78.082, 0.898]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-21T06:37:17.599Z", "oldest_timestamp": "2019-07-21T06:37:17.597Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 79.86111111111111, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 79.86111111111111}]}, "minority": {"total_fav_percent": 73.14814814814815, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 73.14814814814815, "fairness_value": 91.60000000000001, "perfect_equality": 79.86111111111111, "acceptable_fav_class_percent": 78.2639, "is_biased": true}], "acceptable_fav_class_percent": 78.2639}, "records_evaluated": {"newest_timestamp": "2019-07-21T06:37:17.599Z", "oldest_timestamp": "2019-07-21T06:37:17.597Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 56.81818181818182}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.148% of the time. The perfect equality is 79.861%. Debiased fairness for Age is 91.6% (73.148/79.861).", "parameters": ["[18-25]", 73.148, 79.861, "Age", 91.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.148%. The perfect equality value for that group is 79.861%. The fairness score is 0.916 using the following formula. 73.148/79.861 = 0.916", "parameters": ["Age", "18-25", 73.148, 79.861, 0.916]}, {"id": "disparate_impact_ratio_formula", "message": "73.148 / 79.861 = 0.916", "parameters": [73.148, "/", 79.861, 0.916]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.39999999999999, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 96, true, "reference"], ["Sex", "male", "Risk", 24, false, "reference"], ["Sex", "female", "No Risk", 96, true, "monitored"], ["Sex", "female", "Risk", 24, false, "monitored"], ["Age", [26, 75], "No Risk", 116, true, "reference"], ["Age", [26, 75], "Risk", 24, false, "reference"], ["Age", [18, 25], "No Risk", 172, true, "monitored"], ["Age", [18, 25], "Risk", 48, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.0, "fairness_value": 100.0, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": false}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-21T05:37:17.600Z", "oldest_timestamp": "2019-07-21T05:37:17.599Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.0% of the time. The perfect equality is 80.0%. Debiased fairness for Sex is 100.0% (80.0/80.0).", "parameters": ["female", 80.0, 80.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.0%. The perfect equality value for that group is 80.0%. The fairness score is 1.0 using the following formula. 80.0/80.0 = 1.0", "parameters": ["Sex", "female", 80.0, 80.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 80.0 = 1.0", "parameters": [80.0, "/", 80.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.39999999999999, "is_biased": true, "majority": {"total_fav_percent": 82.85714285714286, "total_rows_percent": 38.88888888888889, "values": [{"value": [26, 75], "fav_class_percent": 82.85714285714286}]}, "minority": {"total_fav_percent": 78.18181818181819, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 78.18181818181819, "fairness_value": 94.39999999999999, "perfect_equality": 82.85714285714286, "acceptable_fav_class_percent": 81.2, "is_biased": true}], "acceptable_fav_class_percent": 81.2}, "records_evaluated": {"newest_timestamp": "2019-07-21T05:37:17.600Z", "oldest_timestamp": "2019-07-21T05:37:17.599Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 66.66666666666666}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 78.182% of the time. The perfect equality is 82.857%. Debiased fairness for Age is 94.4% (78.182/82.857).", "parameters": ["[18-25]", 78.182, 82.857, "Age", 94.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 78.182%. The perfect equality value for that group is 82.857%. The fairness score is 0.944 using the following formula. 78.182/82.857 = 0.944", "parameters": ["Age", "18-25", 78.182, 82.857, 0.944]}, {"id": "disparate_impact_ratio_formula", "message": "78.182 / 82.857 = 0.944", "parameters": [78.182, "/", 82.857, 0.944]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 95, true, "reference"], ["Sex", "male", "Risk", 25, false, "reference"], ["Sex", "female", "No Risk", 95, true, "monitored"], ["Sex", "female", "Risk", 25, false, "monitored"], ["Age", [26, 75], "No Risk", 127, true, "reference"], ["Age", [26, 75], "Risk", 25, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 50, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 79.16666666666666}]}, "minority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 79.16666666666666, "fairness_value": 100.0, "perfect_equality": 79.16666666666666, "acceptable_fav_class_percent": 77.5833, "is_biased": false}], "acceptable_fav_class_percent": 77.5833}, "records_evaluated": {"newest_timestamp": "2019-07-21T04:37:17.602Z", "oldest_timestamp": "2019-07-21T04:37:17.600Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 79.167% of the time. The perfect equality is 79.167%. Debiased fairness for Sex is 100.0% (79.167/79.167).", "parameters": ["female", 79.167, 79.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 79.167%. The perfect equality value for that group is 79.167%. The fairness score is 1.0 using the following formula. 79.167/79.167 = 1.0", "parameters": ["Sex", "female", 79.167, 79.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "79.167 / 79.167 = 1.0", "parameters": [79.167, "/", 79.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 83.55263157894737, "total_rows_percent": 42.22222222222222, "values": [{"value": [26, 75], "fav_class_percent": 83.55263157894737}]}, "minority": {"total_fav_percent": 75.96153846153845, "total_rows_percent": 57.77777777777777, "values": [{"value": [18, 25], "fav_class_percent": 75.96153846153845, "fairness_value": 90.9, "perfect_equality": 83.55263157894737, "acceptable_fav_class_percent": 81.8816, "is_biased": true}], "acceptable_fav_class_percent": 81.8816}, "records_evaluated": {"newest_timestamp": "2019-07-21T04:37:17.602Z", "oldest_timestamp": "2019-07-21T04:37:17.600Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 62.5}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.962% of the time. The perfect equality is 83.553%. Debiased fairness for Age is 90.9% (75.962/83.553).", "parameters": ["[18-25]", 75.962, 83.553, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.962%. The perfect equality value for that group is 83.553%. The fairness score is 0.909 using the following formula. 75.962/83.553 = 0.909", "parameters": ["Age", "18-25", 75.962, 83.553, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "75.962 / 83.553 = 0.909", "parameters": [75.962, "/", 83.553, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 94.1, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 99, true, "reference"], ["Sex", "male", "Risk", 21, false, "reference"], ["Sex", "female", "No Risk", 99, true, "monitored"], ["Sex", "female", "Risk", 21, false, "monitored"], ["Age", [26, 75], "No Risk", 129, true, "reference"], ["Age", [26, 75], "Risk", 22, false, "reference"], ["Age", [18, 25], "No Risk", 168, true, "monitored"], ["Age", [18, 25], "Risk", 41, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 82.5}]}, "minority": {"total_fav_percent": 82.5, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 82.5, "fairness_value": 100.0, "perfect_equality": 82.5, "acceptable_fav_class_percent": 80.85, "is_biased": false}], "acceptable_fav_class_percent": 80.85}, "records_evaluated": {"newest_timestamp": "2019-07-21T03:37:17.604Z", "oldest_timestamp": "2019-07-21T03:37:17.602Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 82.5% of the time. The perfect equality is 82.5%. Debiased fairness for Sex is 100.0% (82.5/82.5).", "parameters": ["female", 82.5, 82.5, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 82.5%. The perfect equality value for that group is 82.5%. The fairness score is 1.0 using the following formula. 82.5/82.5 = 1.0", "parameters": ["Sex", "female", 82.5, 82.5, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "82.5 / 82.5 = 1.0", "parameters": [82.5, "/", 82.5, 1.0]}]}]}, {"feature": "Age", "fairness_value": 94.1, "is_biased": true, "majority": {"total_fav_percent": 85.43046357615894, "total_rows_percent": 41.94444444444444, "values": [{"value": [26, 75], "fav_class_percent": 85.43046357615894}]}, "minority": {"total_fav_percent": 80.38277511961722, "total_rows_percent": 58.05555555555556, "values": [{"value": [18, 25], "fav_class_percent": 80.38277511961722, "fairness_value": 94.1, "perfect_equality": 85.43046357615894, "acceptable_fav_class_percent": 83.7219, "is_biased": true}], "acceptable_fav_class_percent": 83.7219}, "records_evaluated": {"newest_timestamp": "2019-07-21T03:37:17.604Z", "oldest_timestamp": "2019-07-21T03:37:17.602Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 75.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 80.383% of the time. The perfect equality is 85.43%. Debiased fairness for Age is 94.1% (80.383/85.43).", "parameters": ["[18-25]", 80.383, 85.43, "Age", 94.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 80.383%. The perfect equality value for that group is 85.43%. The fairness score is 0.941 using the following formula. 80.383/85.43 = 0.941", "parameters": ["Age", "18-25", 80.383, 85.43, 0.941]}, {"id": "disparate_impact_ratio_formula", "message": "80.383 / 85.43 = 0.941", "parameters": [80.383, "/", 85.43, 0.941]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 110, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 160, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-21T02:37:17.605Z", "oldest_timestamp": "2019-07-21T02:37:17.604Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 78.57142857142857, "total_rows_percent": 38.88888888888889, "values": [{"value": [26, 75], "fav_class_percent": 78.57142857142857}]}, "minority": {"total_fav_percent": 72.72727272727273, "total_rows_percent": 61.111111111111114, "values": [{"value": [18, 25], "fav_class_percent": 72.72727272727273, "fairness_value": 92.60000000000001, "perfect_equality": 78.57142857142857, "acceptable_fav_class_percent": 77.0, "is_biased": true}], "acceptable_fav_class_percent": 77.0}, "records_evaluated": {"newest_timestamp": "2019-07-21T02:37:17.605Z", "oldest_timestamp": "2019-07-21T02:37:17.604Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 51.28205128205128}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.727% of the time. The perfect equality is 78.571%. Debiased fairness for Age is 92.6% (72.727/78.571).", "parameters": ["[18-25]", 72.727, 78.571, "Age", 92.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.727%. The perfect equality value for that group is 78.571%. The fairness score is 0.926 using the following formula. 72.727/78.571 = 0.926", "parameters": ["Age", "18-25", 72.727, 78.571, 0.926]}, {"id": "disparate_impact_ratio_formula", "message": "72.727 / 78.571 = 0.926", "parameters": [72.727, "/", 78.571, 0.926]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.7, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 95, true, "reference"], ["Sex", "male", "Risk", 25, false, "reference"], ["Sex", "female", "No Risk", 95, true, "monitored"], ["Sex", "female", "Risk", 25, false, "monitored"], ["Age", [26, 75], "No Risk", 120, true, "reference"], ["Age", [26, 75], "Risk", 25, false, "reference"], ["Age", [18, 25], "No Risk", 165, true, "monitored"], ["Age", [18, 25], "Risk", 50, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 79.16666666666666}]}, "minority": {"total_fav_percent": 79.16666666666666, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 79.16666666666666, "fairness_value": 100.0, "perfect_equality": 79.16666666666666, "acceptable_fav_class_percent": 77.5833, "is_biased": false}], "acceptable_fav_class_percent": 77.5833}, "records_evaluated": {"newest_timestamp": "2019-07-21T01:37:17.607Z", "oldest_timestamp": "2019-07-21T01:37:17.605Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 79.167% of the time. The perfect equality is 79.167%. Debiased fairness for Sex is 100.0% (79.167/79.167).", "parameters": ["female", 79.167, 79.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 79.167%. The perfect equality value for that group is 79.167%. The fairness score is 1.0 using the following formula. 79.167/79.167 = 1.0", "parameters": ["Sex", "female", 79.167, 79.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "79.167 / 79.167 = 1.0", "parameters": [79.167, "/", 79.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.7, "is_biased": true, "majority": {"total_fav_percent": 82.75862068965517, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 82.75862068965517}]}, "minority": {"total_fav_percent": 76.74418604651163, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 76.74418604651163, "fairness_value": 92.7, "perfect_equality": 82.75862068965517, "acceptable_fav_class_percent": 81.1034, "is_biased": true}], "acceptable_fav_class_percent": 81.1034}, "records_evaluated": {"newest_timestamp": "2019-07-21T01:37:17.607Z", "oldest_timestamp": "2019-07-21T01:37:17.605Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 61.29032258064516}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 76.744% of the time. The perfect equality is 82.759%. Debiased fairness for Age is 92.7% (76.744/82.759).", "parameters": ["[18-25]", 76.744, 82.759, "Age", 92.7]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 76.744%. The perfect equality value for that group is 82.759%. The fairness score is 0.927 using the following formula. 76.744/82.759 = 0.927", "parameters": ["Age", "18-25", 76.744, 82.759, 0.927]}, {"id": "disparate_impact_ratio_formula", "message": "76.744 / 82.759 = 0.927", "parameters": [76.744, "/", 82.759, 0.927]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.5, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 89, true, "reference"], ["Sex", "male", "Risk", 31, false, "reference"], ["Sex", "female", "No Risk", 89, true, "monitored"], ["Sex", "female", "Risk", 31, false, "monitored"], ["Age", [26, 75], "No Risk", 111, true, "reference"], ["Age", [26, 75], "Risk", 31, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 62, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 74.16666666666667}]}, "minority": {"total_fav_percent": 74.16666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 74.16666666666667, "fairness_value": 100.0, "perfect_equality": 74.16666666666667, "acceptable_fav_class_percent": 72.6833, "is_biased": false}], "acceptable_fav_class_percent": 72.6833}, "records_evaluated": {"newest_timestamp": "2019-07-21T00:37:17.608Z", "oldest_timestamp": "2019-07-21T00:37:17.607Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 74.167% of the time. The perfect equality is 74.167%. Debiased fairness for Sex is 100.0% (74.167/74.167).", "parameters": ["female", 74.167, 74.167, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 74.167%. The perfect equality value for that group is 74.167%. The fairness score is 1.0 using the following formula. 74.167/74.167 = 1.0", "parameters": ["Sex", "female", 74.167, 74.167, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "74.167 / 74.167 = 1.0", "parameters": [74.167, "/", 74.167, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.5, "is_biased": true, "majority": {"total_fav_percent": 78.16901408450704, "total_rows_percent": 39.44444444444444, "values": [{"value": [26, 75], "fav_class_percent": 78.16901408450704}]}, "minority": {"total_fav_percent": 71.55963302752293, "total_rows_percent": 60.55555555555555, "values": [{"value": [18, 25], "fav_class_percent": 71.55963302752293, "fairness_value": 91.5, "perfect_equality": 78.16901408450704, "acceptable_fav_class_percent": 76.6056, "is_biased": true}], "acceptable_fav_class_percent": 76.6056}, "records_evaluated": {"newest_timestamp": "2019-07-21T00:37:17.608Z", "oldest_timestamp": "2019-07-21T00:37:17.607Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 68.42105263157895}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 71.56% of the time. The perfect equality is 78.169%. Debiased fairness for Age is 91.5% (71.56/78.169).", "parameters": ["[18-25]", 71.56, 78.169, "Age", 91.5]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 71.56%. The perfect equality value for that group is 78.169%. The fairness score is 0.915 using the following formula. 71.56/78.169 = 0.915", "parameters": ["Age", "18-25", 71.56, 78.169, 0.915]}, {"id": "disparate_impact_ratio_formula", "message": "71.56 / 78.169 = 0.915", "parameters": [71.56, "/", 78.169, 0.915]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 94, true, "reference"], ["Sex", "male", "Risk", 26, false, "reference"], ["Sex", "female", "No Risk", 94, true, "monitored"], ["Sex", "female", "Risk", 26, false, "monitored"], ["Age", [26, 75], "No Risk", 119, true, "reference"], ["Age", [26, 75], "Risk", 26, false, "reference"], ["Age", [18, 25], "No Risk", 159, true, "monitored"], ["Age", [18, 25], "Risk", 52, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 78.33333333333333}]}, "minority": {"total_fav_percent": 78.33333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 78.33333333333333, "fairness_value": 100.0, "perfect_equality": 78.33333333333333, "acceptable_fav_class_percent": 76.7667, "is_biased": false}], "acceptable_fav_class_percent": 76.7667}, "records_evaluated": {"newest_timestamp": "2019-07-20T23:37:17.610Z", "oldest_timestamp": "2019-07-20T23:37:17.608Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 78.333% of the time. The perfect equality is 78.333%. Debiased fairness for Sex is 100.0% (78.333/78.333).", "parameters": ["female", 78.333, 78.333, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 78.333%. The perfect equality value for that group is 78.333%. The fairness score is 1.0 using the following formula. 78.333/78.333 = 1.0", "parameters": ["Sex", "female", 78.333, 78.333, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "78.333 / 78.333 = 1.0", "parameters": [78.333, "/", 78.333, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.3, "is_biased": true, "majority": {"total_fav_percent": 82.06896551724138, "total_rows_percent": 40.73033707865169, "values": [{"value": [26, 75], "fav_class_percent": 82.06896551724138}]}, "minority": {"total_fav_percent": 75.35545023696683, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 75.35545023696683, "fairness_value": 91.3, "perfect_equality": 82.5503355704698, "acceptable_fav_class_percent": 80.8993, "is_biased": true}], "acceptable_fav_class_percent": 80.8993}, "records_evaluated": {"newest_timestamp": "2019-07-20T23:37:17.610Z", "oldest_timestamp": "2019-07-20T23:37:17.608Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [22, 23], "fav_percent": 70.45454545454545}, {"range": [26, 34], "fav_percent": 100.0}, {"range": [71, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 75.355% of the time. The perfect equality is 82.55%. Debiased fairness for Age is 91.3% (75.355/82.55).", "parameters": ["[18-25]", 75.355, 82.55, "Age", 91.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 75.355%. The perfect equality value for that group is 82.55%. The fairness score is 0.913 using the following formula. 75.355/82.55 = 0.913", "parameters": ["Age", "18-25", 75.355, 82.55, 0.913]}, {"id": "disparate_impact_ratio_formula", "message": "75.355 / 82.55 = 0.913", "parameters": [75.355, "/", 82.55, 0.913]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 90.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 90, true, "reference"], ["Sex", "male", "Risk", 30, false, "reference"], ["Sex", "female", "No Risk", 90, true, "monitored"], ["Sex", "female", "Risk", 30, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 30, false, "reference"], ["Age", [18, 25], "No Risk", 155, true, "monitored"], ["Age", [18, 25], "Risk", 60, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.0, "fairness_value": 100.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": false}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-20T22:37:17.612Z", "oldest_timestamp": "2019-07-20T22:37:17.610Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 100.0% (75.0/75.0).", "parameters": ["female", 75.0, 75.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.0%. The perfect equality value for that group is 75.0%. The fairness score is 1.0 using the following formula. 75.0/75.0 = 1.0", "parameters": ["Sex", "female", 75.0, 75.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.0 / 75.0 = 1.0", "parameters": [75.0, "/", 75.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 90.9, "is_biased": true, "majority": {"total_fav_percent": 79.3103448275862, "total_rows_percent": 40.27777777777778, "values": [{"value": [26, 75], "fav_class_percent": 79.3103448275862}]}, "minority": {"total_fav_percent": 72.09302325581395, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 72.09302325581395, "fairness_value": 90.9, "perfect_equality": 79.3103448275862, "acceptable_fav_class_percent": 77.7241, "is_biased": true}], "acceptable_fav_class_percent": 77.7241}, "records_evaluated": {"newest_timestamp": "2019-07-20T22:37:17.612Z", "oldest_timestamp": "2019-07-20T22:37:17.610Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 55.26315789473685}, {"range": [62, 75], "fav_percent": 100.0}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 72.093% of the time. The perfect equality is 79.31%. Debiased fairness for Age is 90.9% (72.093/79.31).", "parameters": ["[18-25]", 72.093, 79.31, "Age", 90.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 72.093%. The perfect equality value for that group is 79.31%. The fairness score is 0.909 using the following formula. 72.093/79.31 = 0.909", "parameters": ["Age", "18-25", 72.093, 79.31, 0.909]}, {"id": "disparate_impact_ratio_formula", "message": "72.093 / 79.31 = 0.909", "parameters": [72.093, "/", 79.31, 0.909]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.3, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 114, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 157, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-20T21:37:17.613Z", "oldest_timestamp": "2019-07-20T21:37:17.612Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.3, "is_biased": true, "majority": {"total_fav_percent": 79.72027972027972, "total_rows_percent": 39.94413407821229, "values": [{"value": [26, 75], "fav_class_percent": 79.72027972027972}]}, "minority": {"total_fav_percent": 73.0232558139535, "total_rows_percent": 59.72222222222222, "values": [{"value": [18, 25], "fav_class_percent": 73.0232558139535, "fairness_value": 91.3, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": true}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-20T21:37:17.613Z", "oldest_timestamp": "2019-07-20T21:37:17.612Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 57.57575757575758}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.023% of the time. The perfect equality is 80.0%. Debiased fairness for Age is 91.3% (73.023/80.0).", "parameters": ["[18-25]", 73.023, 80.0, "Age", 91.3]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.023%. The perfect equality value for that group is 80.0%. The fairness score is 0.913 using the following formula. 73.023/80.0 = 0.913", "parameters": ["Age", "18-25", 73.023, 80.0, 0.913]}, {"id": "disparate_impact_ratio_formula", "message": "73.023 / 80.0 = 0.913", "parameters": [73.023, "/", 80.0, 0.913]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.10000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 96, true, "reference"], ["Sex", "male", "Risk", 24, false, "reference"], ["Sex", "female", "No Risk", 96, true, "monitored"], ["Sex", "female", "Risk", 24, false, "monitored"], ["Age", [26, 75], "No Risk", 125, true, "reference"], ["Age", [26, 75], "Risk", 24, false, "reference"], ["Age", [18, 25], "No Risk", 163, true, "monitored"], ["Age", [18, 25], "Risk", 48, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 80.0}]}, "minority": {"total_fav_percent": 80.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 80.0, "fairness_value": 100.0, "perfect_equality": 80.0, "acceptable_fav_class_percent": 78.4, "is_biased": false}], "acceptable_fav_class_percent": 78.4}, "records_evaluated": {"newest_timestamp": "2019-07-20T20:37:17.615Z", "oldest_timestamp": "2019-07-20T20:37:17.613Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 80.0% of the time. The perfect equality is 80.0%. Debiased fairness for Sex is 100.0% (80.0/80.0).", "parameters": ["female", 80.0, 80.0, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 80.0%. The perfect equality value for that group is 80.0%. The fairness score is 1.0 using the following formula. 80.0/80.0 = 1.0", "parameters": ["Sex", "female", 80.0, 80.0, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "80.0 / 80.0 = 1.0", "parameters": [80.0, "/", 80.0, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.10000000000001, "is_biased": true, "majority": {"total_fav_percent": 83.89261744966443, "total_rows_percent": 41.388888888888886, "values": [{"value": [26, 75], "fav_class_percent": 83.89261744966443}]}, "minority": {"total_fav_percent": 77.25118483412322, "total_rows_percent": 58.611111111111114, "values": [{"value": [18, 25], "fav_class_percent": 77.25118483412322, "fairness_value": 92.10000000000001, "perfect_equality": 83.89261744966443, "acceptable_fav_class_percent": 82.2148, "is_biased": true}], "acceptable_fav_class_percent": 82.2148}, "records_evaluated": {"newest_timestamp": "2019-07-20T20:37:17.615Z", "oldest_timestamp": "2019-07-20T20:37:17.613Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 67.56756756756756}, {"range": [24, 25], "fav_percent": 69.76744186046511}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 77.251% of the time. The perfect equality is 83.893%. Debiased fairness for Age is 92.1% (77.251/83.893).", "parameters": ["[18-25]", 77.251, 83.893, "Age", 92.1]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 77.251%. The perfect equality value for that group is 83.893%. The fairness score is 0.921 using the following formula. 77.251/83.893 = 0.921", "parameters": ["Age", "18-25", 77.251, 83.893, 0.921]}, {"id": "disparate_impact_ratio_formula", "message": "77.251 / 83.893 = 0.921", "parameters": [77.251, "/", 83.893, 0.921]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 91, true, "reference"], ["Sex", "male", "Risk", 29, false, "reference"], ["Sex", "female", "No Risk", 91, true, "monitored"], ["Sex", "female", "Risk", 29, false, "monitored"], ["Age", [26, 75], "No Risk", 115, true, "reference"], ["Age", [26, 75], "Risk", 29, false, "reference"], ["Age", [18, 25], "No Risk", 158, true, "monitored"], ["Age", [18, 25], "Risk", 58, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.83333333333333}]}, "minority": {"total_fav_percent": 75.83333333333333, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 75.83333333333333, "fairness_value": 100.0, "perfect_equality": 75.83333333333333, "acceptable_fav_class_percent": 74.3167, "is_biased": false}], "acceptable_fav_class_percent": 74.3167}, "records_evaluated": {"newest_timestamp": "2019-07-20T19:37:17.616Z", "oldest_timestamp": "2019-07-20T19:37:17.615Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 75.833% of the time. The perfect equality is 75.833%. Debiased fairness for Sex is 100.0% (75.833/75.833).", "parameters": ["female", 75.833, 75.833, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 75.833%. The perfect equality value for that group is 75.833%. The fairness score is 1.0 using the following formula. 75.833/75.833 = 1.0", "parameters": ["Sex", "female", 75.833, 75.833, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "75.833 / 75.833 = 1.0", "parameters": [75.833, "/", 75.833, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 79.86111111111111, "total_rows_percent": 40.0, "values": [{"value": [26, 75], "fav_class_percent": 79.86111111111111}]}, "minority": {"total_fav_percent": 73.14814814814815, "total_rows_percent": 60.0, "values": [{"value": [18, 25], "fav_class_percent": 73.14814814814815, "fairness_value": 91.60000000000001, "perfect_equality": 79.86111111111111, "acceptable_fav_class_percent": 78.2639, "is_biased": true}], "acceptable_fav_class_percent": 78.2639}, "records_evaluated": {"newest_timestamp": "2019-07-20T19:37:17.616Z", "oldest_timestamp": "2019-07-20T19:37:17.615Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 60.78431372549019}, {"range": [26, 34], "fav_percent": 96.29629629629629}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 73.148% of the time. The perfect equality is 79.861%. Debiased fairness for Age is 91.6% (73.148/79.861).", "parameters": ["[18-25]", 73.148, 79.861, "Age", 91.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 73.148%. The perfect equality value for that group is 79.861%. The fairness score is 0.916 using the following formula. 73.148/79.861 = 0.916", "parameters": ["Age", "18-25", 73.148, 79.861, 0.916]}, {"id": "disparate_impact_ratio_formula", "message": "73.148 / 79.861 = 0.916", "parameters": [73.148, "/", 79.861, 0.916]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 92.9, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 102, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 156, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-20T18:37:17.619Z", "oldest_timestamp": "2019-07-20T18:37:17.616Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 92.9, "is_biased": true, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 37.77777777777778, "values": [{"value": [26, 75], "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 69.64285714285714, "total_rows_percent": 62.22222222222222, "values": [{"value": [18, 25], "fav_class_percent": 69.64285714285714, "fairness_value": 92.9, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": true}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-20T18:37:17.619Z", "oldest_timestamp": "2019-07-20T18:37:17.616Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [24, 25], "fav_percent": 64.40677966101694}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 69.643% of the time. The perfect equality is 75.0%. Debiased fairness for Age is 92.9% (69.643/75.0).", "parameters": ["[18-25]", 69.643, 75.0, "Age", 92.9]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 69.643%. The perfect equality value for that group is 75.0%. The fairness score is 0.929 using the following formula. 69.643/75.0 = 0.929", "parameters": ["Age", "18-25", 69.643, 75.0, 0.929]}, {"id": "disparate_impact_ratio_formula", "message": "69.643 / 75.0 = 0.929", "parameters": [69.643, "/", 75.0, 0.929]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 100.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 91.60000000000001, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 86, true, "reference"], ["Sex", "male", "Risk", 34, false, "reference"], ["Sex", "female", "No Risk", 86, true, "monitored"], ["Sex", "female", "Risk", 34, false, "monitored"], ["Age", [26, 75], "No Risk", 103, true, "reference"], ["Age", [26, 75], "Risk", 34, false, "reference"], ["Age", [18, 25], "No Risk", 153, true, "monitored"], ["Age", [18, 25], "Risk", 68, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 100.0, "is_biased": false, "majority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 71.66666666666667}]}, "minority": {"total_fav_percent": 71.66666666666667, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 71.66666666666667, "fairness_value": 100.0, "perfect_equality": 71.66666666666667, "acceptable_fav_class_percent": 70.2333, "is_biased": false}], "acceptable_fav_class_percent": 70.2333}, "records_evaluated": {"newest_timestamp": "2019-07-20T17:37:17.621Z", "oldest_timestamp": "2019-07-20T17:37:17.619Z", "number_of_records": 120, "perturbed_records": 120, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 71.667% of the time. The perfect equality is 71.667%. Debiased fairness for Sex is 100.0% (71.667/71.667).", "parameters": ["female", 71.667, 71.667, "Sex", 100.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 71.667%. The perfect equality value for that group is 71.667%. The fairness score is 1.0 using the following formula. 71.667/71.667 = 1.0", "parameters": ["Sex", "female", 71.667, 71.667, 1.0]}, {"id": "disparate_impact_ratio_formula", "message": "71.667 / 71.667 = 1.0", "parameters": [71.667, "/", 71.667, 1.0]}]}]}, {"feature": "Age", "fairness_value": 91.60000000000001, "is_biased": true, "majority": {"total_fav_percent": 75.18248175182481, "total_rows_percent": 38.26815642458101, "values": [{"value": [26, 75], "fav_class_percent": 75.18248175182481}]}, "minority": {"total_fav_percent": 69.23076923076923, "total_rows_percent": 61.38888888888889, "values": [{"value": [18, 25], "fav_class_percent": 69.23076923076923, "fairness_value": 91.60000000000001, "perfect_equality": 75.53956834532374, "acceptable_fav_class_percent": 74.0288, "is_biased": true}], "acceptable_fav_class_percent": 74.0288}, "records_evaluated": {"newest_timestamp": "2019-07-20T17:37:17.621Z", "oldest_timestamp": "2019-07-20T17:37:17.619Z", "number_of_records": 120, "perturbed_records": 240, "additional_records": 0}, "bias_source": {"values": [{"range": [20, 21], "fav_percent": 59.523809523809526}]}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 69.231% of the time. The perfect equality is 75.54%. Debiased fairness for Age is 91.6% (69.231/75.54).", "parameters": ["[18-25]", 69.231, 75.54, "Age", 91.6]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 69.231%. The perfect equality value for that group is 75.54%. The fairness score is 0.916 using the following formula. 69.231/75.54 = 0.916", "parameters": ["Age", "18-25", 69.231, 75.54, 0.916]}, {"id": "disparate_impact_ratio_formula", "message": "69.231 / 75.54 = 0.916", "parameters": [69.231, "/", 75.54, 0.916]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 360, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 120, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}, {"metrics": [{"fairness_value": 96.0, "feature": "Sex", "feature_value": "female", "fairness_metric_type": "debiased_fairness"}, {"fairness_value": 104.4, "feature": "Age", "feature_value": "18-25", "fairness_metric_type": "debiased_fairness"}], "sources": [{"id": "debiased_scoring_payload_data_distribution", "type": "data_distribution", "data": {"fields": ["feature", "feature_value", "label", "count", "is_favourable", "group"], "values": [["Sex", "male", "No Risk", 75, true, "reference"], ["Sex", "male", "Risk", 25, false, "reference"], ["Sex", "female", "No Risk", 72, true, "monitored"], ["Sex", "female", "Risk", 28, false, "monitored"], ["Age", [26, 75], "No Risk", 90, true, "reference"], ["Age", [26, 75], "Risk", 27, false, "reference"], ["Age", [18, 25], "No Risk", 147, true, "monitored"], ["Age", [18, 25], "Risk", 36, false, "monitored"]]}}, {"id": "bias_detection_summary", "type": "bias_detection_summary", "data": {"summary": [{"feature": "Sex", "fairness_value": 96.0, "is_biased": true, "majority": {"total_fav_percent": 75.0, "total_rows_percent": 50.0, "values": [{"value": "male", "fav_class_percent": 75.0}]}, "minority": {"total_fav_percent": 72.0, "total_rows_percent": 50.0, "values": [{"value": "female", "fav_class_percent": 72.0, "fairness_value": 96.0, "perfect_equality": 75.0, "acceptable_fav_class_percent": 73.5, "is_biased": true}], "acceptable_fav_class_percent": 73.5}, "records_evaluated": {"newest_timestamp": "2019-07-20 17:37:17.620000", "oldest_timestamp": "2019-07-20 17:37:17.619000", "number_of_records": 100, "perturbed_records": 100, "additional_records": 0}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group female received favorable outcomes 72.0% of the time. The perfect equality is 75.0%. Debiased fairness for Sex is 96.0% (72.0/75.0).", "parameters": ["female", 72.0, 75.0, "Sex", 96.0]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Sex group female with 72.0%. The perfect equality value for that group is 75.0%. The fairness score is 0.96 using the following formula. 72.0/75.0 = 0.96", "parameters": ["Sex", "female", 72.0, 75.0, 0.96]}, {"id": "disparate_impact_ratio_formula", "message": "72.0 / 75.0 = 0.96", "parameters": [72.0, "/", 75.0, 0.96]}]}]}, {"feature": "Age", "fairness_value": 104.4, "is_biased": false, "majority": {"total_fav_percent": 76.92307692307693, "total_rows_percent": 39.0, "values": [{"value": [26, 75], "fav_class_percent": 76.92307692307693}]}, "minority": {"total_fav_percent": 80.32786885245902, "total_rows_percent": 61.0, "values": [{"value": [18, 25], "fav_class_percent": 80.32786885245902, "fairness_value": 104.4, "perfect_equality": 76.92307692307693, "acceptable_fav_class_percent": 75.3846, "is_biased": false}], "acceptable_fav_class_percent": 75.3846}, "records_evaluated": {"newest_timestamp": "2019-07-20 17:37:17.620000", "oldest_timestamp": "2019-07-20 17:37:17.619000", "number_of_records": 100, "perturbed_records": 200, "additional_records": 0}, "bias_source": {"values": []}, "fairness_calculation_details": [{"data_set_type": "debiased", "messages": [{"id": "debiased_fairness_score_calculation", "message": "After debiasing, the monitored group [18-25] received favorable outcomes 80.328% of the time. The perfect equality is 76.923%. Debiased fairness for Age is 104.4% (80.328/76.923).", "parameters": ["[18-25]", 80.328, 76.923, "Age", 104.4]}, {"id": "disparate_impact_ratio_calculation", "message": "The group with the lowest percentage of favorable outcomes is Age group 18-25 with 80.328%. The perfect equality value for that group is 76.923%. The fairness score is 1.044 using the following formula. 80.328/76.923 = 1.044", "parameters": ["Age", "18-25", 80.328, 76.923, 1.044]}, {"id": "disparate_impact_ratio_formula", "message": "80.328 / 76.923 = 1.044", "parameters": [80.328, "/", 76.923, 1.044]}]}]}], "metric_type": "debiased_fairness", "perturbed_data_size": 300, "manual_labelling_store": "Manual_Labeling_3842b84b-0f31-452b-8733-d8b7d85041b9", "rows_analyzed": 100, "score_type": "desperate impact", "debiased": true, "corrected_records": 0}}]}]