Gridlock / reports /metrics.json
parvmittal07's picture
Initial Demo complete
01eb82e
Raw
History Blame Contribute Delete
5.36 kB
{
"closure": {
"n": 1611,
"positive_rate": 0.07200496585971446,
"average_precision": 0.3263505400313411,
"ap_lift_over_base": 4.53233379302147,
"roc_auc": 0.8352266174605005,
"f1": 0.38974358974358975,
"f_beta": 0.5149051490514905,
"precision": 0.2773722627737226,
"recall": 0.6551724137931034,
"balanced_accuracy": 0.7613654711105986,
"mcc": 0.3596555894637104,
"brier": 0.05664688220141249,
"threshold": 0.09999999999999999,
"confusion": {
"tn": 1297,
"fp": 198,
"fn": 40,
"tp": 76
},
"operating_points": {
"mcc_optimal": {
"threshold": 0.2126065162907268,
"recall": 0.5086206896551724,
"precision": 0.39864864864864863,
"f1": 0.44696969696969696,
"f2": 0.4820261437908497,
"mcc": 0.40191008835518693
},
"f1_optimal": {
"threshold": 0.2126065162907268,
"recall": 0.5086206896551724,
"precision": 0.39864864864864863,
"f1": 0.44696969696969696,
"f2": 0.4820261437908497,
"mcc": 0.40191008835518693
},
"f2_optimal": {
"threshold": 0.09716791979949874,
"recall": 0.6551724137931034,
"precision": 0.2773722627737226,
"f1": 0.38974358974358975,
"f2": 0.5149051490514905,
"mcc": 0.3596555894637104
},
"recall>=0.8": {
"threshold": 0.05711779448621553,
"recall": 0.8275862068965517,
"precision": 0.1509433962264151,
"f1": 0.2553191489361702,
"f2": 0.43636363636363634,
"mcc": 0.24663839523319026
}
},
"oof": {
"oof_ap": 0.39627852600682373,
"scale_pos_weight": 1.0,
"neg_over_pos": 12.429166666666667,
"threshold": 0.09999999999999999,
"lgb_params": {
"num_leaves": 86,
"learning_rate": 0.011458508699530053,
"n_estimators": 250,
"min_child_samples": 5,
"subsample": 0.6507774558532785,
"colsample_bytree": 0.7837980570049118,
"reg_alpha": 0.003085046460763864,
"reg_lambda": 0.001619132987388796
},
"base_oof_ap": {
"lightgbm": 0.3799753613210454,
"xgboost": 0.3923288561587357,
"catboost": 0.3885351582091373
}
},
"train_seconds": 465.7
},
"priority": {
"n": 1611,
"positive_rate": 0.6219739292364991,
"average_precision": 0.9844337242820254,
"ap_lift_over_base": 1.5827572153875678,
"roc_auc": 0.980162827055249,
"f1": 0.9630359783144407,
"f_beta": 0.9630359783144407,
"precision": 0.9513145082765336,
"recall": 0.9750499001996008,
"balanced_accuracy": 0.9464740469799318,
"mcc": 0.9006935989563881,
"brier": 0.039712671638426275,
"threshold": 0.37999999999999995,
"confusion": {
"tn": 559,
"fp": 50,
"fn": 25,
"tp": 977
},
"operating_points": {
"mcc_optimal": {
"threshold": 0.4010776942355889,
"recall": 0.9750499001996008,
"precision": 0.9522417153996101,
"f1": 0.9635108481262328,
"f2": 0.9704012713547875,
"mcc": 0.9020175677955835
},
"f1_optimal": {
"threshold": 0.4010776942355889,
"recall": 0.9750499001996008,
"precision": 0.9522417153996101,
"f1": 0.9635108481262328,
"f2": 0.9704012713547875,
"mcc": 0.9020175677955835
},
"f2_optimal": {
"threshold": 0.12779448621553882,
"recall": 0.9810379241516967,
"precision": 0.9433781190019194,
"f1": 0.961839530332681,
"f2": 0.9732673267326732,
"mcc": 0.8969790371192826
},
"recall>=0.8": {
"threshold": 0.8887468671679197,
"recall": 0.8093812375249501,
"precision": 0.9771084337349397,
"f1": 0.8853711790393013,
"f2": 0.8381562629185614,
"mcc": 0.755021697768632
}
},
"oof": {
"oof_ap": 0.9892487843395792,
"scale_pos_weight": 1.0,
"neg_over_pos": 0.622860020140987,
"threshold": 0.37999999999999995,
"lgb_params": {
"num_leaves": 88,
"learning_rate": 0.022397486770398815,
"n_estimators": 594,
"min_child_samples": 6,
"subsample": 0.9977678821188093,
"colsample_bytree": 0.9091592353010274,
"reg_alpha": 0.001129059573387675,
"reg_lambda": 0.0010459059537794272
},
"base_oof_ap": {
"lightgbm": 0.9909060047868504,
"xgboost": 0.987657335027849,
"catboost": 0.9856494384343163
}
},
"train_seconds": 485.3
},
"duration": {
"n": 630,
"mae_min": 2411.2297557911534,
"rmse_min": 5580.569785007189,
"r2": 0.09176289519605296,
"mape": 17.180642861083374,
"median_ae_min": 73.83615512844955,
"mae_log": 1.440191701379456,
"r2_log": 0.2505081166150642,
"pinball_p50": 1213.1385815673314,
"interval_coverage_80": 0.780952380952381,
"interval_width_med_min": 119.30841168884896,
"lgb_params": {
"num_leaves": 27,
"learning_rate": 0.010160271806645233,
"n_estimators": 374,
"min_child_samples": 18,
"subsample": 0.9073827546653543,
"colsample_bytree": 0.9439188912725156,
"reg_lambda": 0.00517734583792422
},
"train_seconds": 80.8,
"n_train": 2568
}
}