{ "W1": { "n_train": 2358, "n_valid": 723, "n_feat": 99, "n_feat_dropped": 0, "base": 0.3789764868603043, "reg": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.4355385920271416, "recall": 0.8642779587404995 }, { "P1": 0.0333000011742115, "closed": 0.4355385920271416, "recall": 0.8642779587404995 }, { "P1": 0.05000000074505806, "closed": 0.4686174724342663, "recall": 0.8403908794788274 }, { "P1": 0.06669999659061432, "closed": 0.5135708227311281, "recall": 0.8067318132464713 }, { "P1": 0.08330000191926956, "closed": 0.5135708227311281, "recall": 0.8067318132464713 }, { "P1": 0.10000000149011612, "closed": 0.5322307039864291, "recall": 0.7926167209554832 }, { "P1": 0.11670000106096268, "closed": 0.55470737913486, "recall": 0.7763300760043431 }, { "P1": 0.13330000638961792, "closed": 0.55470737913486, "recall": 0.7763300760043431 }, { "P1": 0.15000000596046448, "closed": 0.5627650551314674, "recall": 0.7665580890336591 }, { "P1": 0.16670000553131104, "closed": 0.5725190839694656, "recall": 0.758957654723127 }, { "P1": 0.18330000340938568, "closed": 0.5725190839694656, "recall": 0.758957654723127 }, { "P1": 0.20000000298023224, "closed": 0.5797285835453774, "recall": 0.753528773072747 }, { "P1": 0.2167000025510788, "closed": 0.590754877014419, "recall": 0.742671009771987 }, { "P1": 0.23330000042915344, "closed": 0.590754877014419, "recall": 0.742671009771987 }, { "P1": 0.25, "closed": 0.5966921119592875, "recall": 0.7361563517915309 }, { "P1": 0.26669999957084656, "closed": 0.6039016115351994, "recall": 0.7274701411509229 }, { "P1": 0.2833000123500824, "closed": 0.6039016115351994, "recall": 0.7274701411509229 }, { "P1": 0.30000001192092896, "closed": 0.6072943172179813, "recall": 0.7242128121606949 }, { "P1": 0.3167000114917755, "closed": 0.6149279050042409, "recall": 0.7166123778501629 }, { "P1": 0.33329999446868896, "closed": 0.6149279050042409, "recall": 0.7166123778501629 }, { "P1": 0.3499999940395355, "closed": 0.6195928753180662, "recall": 0.7111834961997828 }, { "P1": 0.3666999936103821, "closed": 0.6272264631043257, "recall": 0.7046688382193268 }, { "P1": 0.3833000063896179, "closed": 0.6272264631043257, "recall": 0.7046688382193268 }, { "P1": 0.4000000059604645, "closed": 0.6293469041560644, "recall": 0.7024972855591748 }, { "P1": 0.41670000553131104, "closed": 0.6348600508905853, "recall": 0.6905537459283387 }, { "P1": 0.4332999885082245, "closed": 0.6348600508905853, "recall": 0.6905537459283387 }, { "P1": 0.44999998807907104, "closed": 0.6395250212044106, "recall": 0.6851248642779587 }, { "P1": 0.4666999876499176, "closed": 0.6475826972010178, "recall": 0.6720955483170467 }, { "P1": 0.48330000042915344, "closed": 0.6475826972010178, "recall": 0.6720955483170467 }, { "P1": 0.5, "closed": 0.6518235793044953, "recall": 0.6634093376764386 }, { "P1": 0.516700029373169, "closed": 0.6594571670907549, "recall": 0.6558089033659066 }, { "P1": 0.53329998254776, "closed": 0.6594571670907549, "recall": 0.6558089033659066 }, { "P1": 0.550000011920929, "closed": 0.6645462256149279, "recall": 0.6482084690553745 }, { "P1": 0.5666999816894531, "closed": 0.6704834605597965, "recall": 0.6416938110749185 }, { "P1": 0.583299994468689, "closed": 0.6704834605597965, "recall": 0.6416938110749185 }, { "P1": 0.6000000238418579, "closed": 0.6751484308736218, "recall": 0.6319218241042345 }, { "P1": 0.6166999936103821, "closed": 0.6823579304495335, "recall": 0.6254071661237784 }, { "P1": 0.6333000063896179, "closed": 0.6823579304495335, "recall": 0.6254071661237784 }, { "P1": 0.6499999761581421, "closed": 0.6857506361323156, "recall": 0.6199782844733985 }, { "P1": 0.666700005531311, "closed": 0.6938083121289228, "recall": 0.6091205211726385 }, { "P1": 0.6833000183105469, "closed": 0.6938083121289228, "recall": 0.6091205211726385 }, { "P1": 0.699999988079071, "closed": 0.6997455470737913, "recall": 0.6004343105320304 }, { "P1": 0.71670001745224, "closed": 0.7094995759117897, "recall": 0.5895765472312704 }, { "P1": 0.733299970626831, "closed": 0.7094995759117897, "recall": 0.5895765472312704 }, { "P1": 0.75, "closed": 0.7120441051738762, "recall": 0.5841476655808904 }, { "P1": 0.766700029373169, "closed": 0.7179813401187447, "recall": 0.5776330076004343 }, { "P1": 0.78329998254776, "closed": 0.7179813401187447, "recall": 0.5776330076004343 }, { "P1": 0.800000011920929, "closed": 0.7234944868532656, "recall": 0.5700325732899023 }, { "P1": 0.8166999816894531, "closed": 0.734520780322307, "recall": 0.5515743756786102 }, { "P1": 0.833299994468689, "closed": 0.734520780322307, "recall": 0.5515743756786102 }, { "P1": 0.8500000238418579, "closed": 0.7421543681085666, "recall": 0.5418023887079262 }, { "P1": 0.8666999936103821, "closed": 0.7625106022052587, "recall": 0.509229098805646 }, { "P1": 0.8833000063896179, "closed": 0.7625106022052587, "recall": 0.509229098805646 }, { "P1": 0.8999999761581421, "closed": 0.7735368956743003, "recall": 0.48968512486427795 }, { "P1": 0.916700005531311, "closed": 0.7955894826123834, "recall": 0.4505971769815418 }, { "P1": 0.9333000183105469, "closed": 0.7955894826123834, "recall": 0.4505971769815418 }, { "P1": 0.949999988079071, "closed": 0.8112807463952503, "recall": 0.4158523344191097 }, { "P1": 0.96670001745224, "closed": 0.8507209499575912, "recall": 0.34310532030401736 }, { "P1": 0.983299970626831, "closed": 0.8507209499575912, "recall": 0.34310532030401736 }, { "P1": 1.0, "closed": 0.8804071246819338, "recall": 0.2768729641693811 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 274.0, "AUC_p1": 0.8437566042950271 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.25 }, "final": { "a": 196.0, "b": 90.0, "c": 78.0, "d": 359.0, "n": 723.0, "base": 0.3789764868603043, "POD": 0.7153284671532847, "POFD": 0.20044543429844097, "FAR": 0.3146853146853147, "FBI": 1.0437956204379562, "CSI": 0.5384615384615384, "SEDI": 0.673490714261794 }, "one_stage": { "a": 173.0, "b": 73.0, "c": 101.0, "d": 376.0, "n": 723.0, "base": 0.3789764868603043, "POD": 0.6313868613138686, "POFD": 0.16258351893095768, "FAR": 0.2967479674796748, "FBI": 0.8978102189781022, "CSI": 0.49855907780979825, "SEDI": 0.6307650310291945 }, "AUC_p1": 0.8437566042950271 }, "clf": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.4575911789652247, "recall": 0.8588490770901195 }, { "P1": 0.0333000011742115, "closed": 0.4575911789652247, "recall": 0.8588490770901195 }, { "P1": 0.05000000074505806, "closed": 0.4817642069550466, "recall": 0.8382193268186754 }, { "P1": 0.06669999659061432, "closed": 0.5148430873621713, "recall": 0.8023887079261672 }, { "P1": 0.08330000191926956, "closed": 0.5148430873621713, "recall": 0.8023887079261672 }, { "P1": 0.10000000149011612, "closed": 0.5301102629346904, "recall": 0.7871878393051032 }, { "P1": 0.11670000106096268, "closed": 0.5470737913486006, "recall": 0.7665580890336591 }, { "P1": 0.13330000638961792, "closed": 0.5470737913486006, "recall": 0.7665580890336591 }, { "P1": 0.15000000596046448, "closed": 0.5593723494486853, "recall": 0.756786102062975 }, { "P1": 0.16670000553131104, "closed": 0.5742154368108567, "recall": 0.739413680781759 }, { "P1": 0.18330000340938568, "closed": 0.5742154368108567, "recall": 0.739413680781759 }, { "P1": 0.20000000298023224, "closed": 0.5797285835453774, "recall": 0.7328990228013029 }, { "P1": 0.2167000025510788, "closed": 0.587362171331637, "recall": 0.7296416938110749 }, { "P1": 0.23330000042915344, "closed": 0.587362171331637, "recall": 0.7296416938110749 }, { "P1": 0.25, "closed": 0.5928753180661578, "recall": 0.7242128121606949 }, { "P1": 0.26669999957084656, "closed": 0.5992366412213741, "recall": 0.7176981541802389 }, { "P1": 0.2833000123500824, "closed": 0.5992366412213741, "recall": 0.7176981541802389 }, { "P1": 0.30000001192092896, "closed": 0.6030534351145038, "recall": 0.7166123778501629 }, { "P1": 0.3167000114917755, "closed": 0.6106870229007634, "recall": 0.7079261672095548 }, { "P1": 0.33329999446868896, "closed": 0.6106870229007634, "recall": 0.7079261672095548 }, { "P1": 0.3499999940395355, "closed": 0.6136556403731976, "recall": 0.7014115092290988 }, { "P1": 0.3666999936103821, "closed": 0.6208651399491094, "recall": 0.6948968512486428 }, { "P1": 0.3833000063896179, "closed": 0.6208651399491094, "recall": 0.6948968512486428 }, { "P1": 0.4000000059604645, "closed": 0.6255301102629347, "recall": 0.6872964169381107 }, { "P1": 0.41670000553131104, "closed": 0.6306191687871077, "recall": 0.6807817589576547 }, { "P1": 0.4332999885082245, "closed": 0.6306191687871077, "recall": 0.6807817589576547 }, { "P1": 0.44999998807907104, "closed": 0.6323155216284988, "recall": 0.6764386536373507 }, { "P1": 0.4666999876499176, "closed": 0.640373197625106, "recall": 0.6677524429967426 }, { "P1": 0.48330000042915344, "closed": 0.640373197625106, "recall": 0.6677524429967426 }, { "P1": 0.5, "closed": 0.6416454622561493, "recall": 0.6666666666666666 }, { "P1": 0.516700029373169, "closed": 0.6480067854113656, "recall": 0.6568946796959826 }, { "P1": 0.53329998254776, "closed": 0.6480067854113656, "recall": 0.6568946796959826 }, { "P1": 0.550000011920929, "closed": 0.6526717557251909, "recall": 0.6514657980456026 }, { "P1": 0.5666999816894531, "closed": 0.6590330788804071, "recall": 0.6438653637350705 }, { "P1": 0.583299994468689, "closed": 0.6590330788804071, "recall": 0.6438653637350705 }, { "P1": 0.6000000238418579, "closed": 0.6615776081424936, "recall": 0.6427795874049945 }, { "P1": 0.6166999936103821, "closed": 0.6692111959287532, "recall": 0.6340933767643865 }, { "P1": 0.6333000063896179, "closed": 0.6692111959287532, "recall": 0.6340933767643865 }, { "P1": 0.6499999761581421, "closed": 0.6730279898218829, "recall": 0.6275787187839305 }, { "P1": 0.666700005531311, "closed": 0.681509754028838, "recall": 0.6156351791530945 }, { "P1": 0.6833000183105469, "closed": 0.681509754028838, "recall": 0.6156351791530945 }, { "P1": 0.699999988079071, "closed": 0.6832061068702291, "recall": 0.6134636264929425 }, { "P1": 0.71670001745224, "closed": 0.688295165394402, "recall": 0.6080347448425625 }, { "P1": 0.733299970626831, "closed": 0.688295165394402, "recall": 0.6080347448425625 }, { "P1": 0.75, "closed": 0.693384223918575, "recall": 0.6026058631921825 }, { "P1": 0.766700029373169, "closed": 0.70186598812553, "recall": 0.5895765472312704 }, { "P1": 0.78329998254776, "closed": 0.70186598812553, "recall": 0.5895765472312704 }, { "P1": 0.800000011920929, "closed": 0.7073791348600509, "recall": 0.5808903365906624 }, { "P1": 0.8166999816894531, "closed": 0.7217981340118744, "recall": 0.5624321389793703 }, { "P1": 0.833299994468689, "closed": 0.7217981340118744, "recall": 0.5624321389793703 }, { "P1": 0.8500000238418579, "closed": 0.7273112807463953, "recall": 0.5526601520086862 }, { "P1": 0.8666999936103821, "closed": 0.7379134860050891, "recall": 0.5352877307274702 }, { "P1": 0.8833000063896179, "closed": 0.7379134860050891, "recall": 0.5352877307274702 }, { "P1": 0.8999999761581421, "closed": 0.7400339270568278, "recall": 0.5320304017372421 }, { "P1": 0.916700005531311, "closed": 0.7565733672603902, "recall": 0.50271444082519 }, { "P1": 0.9333000183105469, "closed": 0.7565733672603902, "recall": 0.50271444082519 }, { "P1": 0.949999988079071, "closed": 0.7726887192536047, "recall": 0.4777415852334419 }, { "P1": 0.96670001745224, "closed": 0.8074639525021204, "recall": 0.4180238870792617 }, { "P1": 0.983299970626831, "closed": 0.8074639525021204, "recall": 0.4180238870792617 }, { "P1": 1.0, "closed": 0.8329092451229856, "recall": 0.36807817589576547 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 274.0, "AUC_p1": 0.8063051712646108 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.10000000149011612 }, "final": { "a": 205.0, "b": 114.0, "c": 69.0, "d": 335.0, "n": 723.0, "base": 0.3789764868603043, "POD": 0.7481751824817519, "POFD": 0.25389755011135856, "FAR": 0.3573667711598746, "FBI": 1.1642335766423357, "CSI": 0.5283505154639175, "SEDI": 0.6501436657022903 }, "one_stage": { "a": 170.0, "b": 64.0, "c": 104.0, "d": 385.0, "n": 723.0, "base": 0.3789764868603043, "POD": 0.6204379562043796, "POFD": 0.14253897550111358, "FAR": 0.27350427350427353, "FBI": 0.8540145985401459, "CSI": 0.5029585798816568, "SEDI": 0.644243702712578 }, "AUC_p1": 0.8063051712646108 } }, "W2": { "n_train": 2358, "n_valid": 723, "n_feat": 99, "n_feat_dropped": 0, "base": 0.3112033195020747, "reg": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.6060220525869381, "recall": 0.5716417910447761 }, { "P1": 0.0333000011742115, "closed": 0.6060220525869381, "recall": 0.5716417910447761 }, { "P1": 0.05000000074505806, "closed": 0.64715860899067, "recall": 0.5238805970149254 }, { "P1": 0.06669999659061432, "closed": 0.7094995759117897, "recall": 0.44776119402985076 }, { "P1": 0.08330000191926956, "closed": 0.7094995759117897, "recall": 0.44776119402985076 }, { "P1": 0.10000000149011612, "closed": 0.7319762510602206, "recall": 0.4253731343283582 }, { "P1": 0.11670000106096268, "closed": 0.7612383375742154, "recall": 0.373134328358209 }, { "P1": 0.13330000638961792, "closed": 0.7612383375742154, "recall": 0.373134328358209 }, { "P1": 0.15000000596046448, "closed": 0.7743850720949957, "recall": 0.3537313432835821 }, { "P1": 0.16670000553131104, "closed": 0.8002544529262087, "recall": 0.31492537313432833 }, { "P1": 0.18330000340938568, "closed": 0.8002544529262087, "recall": 0.31492537313432833 }, { "P1": 0.20000000298023224, "closed": 0.8074639525021204, "recall": 0.30149253731343284 }, { "P1": 0.2167000025510788, "closed": 0.820186598812553, "recall": 0.28059701492537314 }, { "P1": 0.23330000042915344, "closed": 0.820186598812553, "recall": 0.28059701492537314 }, { "P1": 0.25, "closed": 0.8265479219677693, "recall": 0.2716417910447761 }, { "P1": 0.26669999957084656, "closed": 0.8396946564885497, "recall": 0.24328358208955222 }, { "P1": 0.2833000123500824, "closed": 0.8396946564885497, "recall": 0.24328358208955222 }, { "P1": 0.30000001192092896, "closed": 0.8452078032230704, "recall": 0.24029850746268658 }, { "P1": 0.3167000114917755, "closed": 0.8575063613231553, "recall": 0.21343283582089553 }, { "P1": 0.33329999446868896, "closed": 0.8575063613231553, "recall": 0.21343283582089553 }, { "P1": 0.3499999940395355, "closed": 0.8634435962680238, "recall": 0.20597014925373133 }, { "P1": 0.3666999936103821, "closed": 0.8706530958439356, "recall": 0.19552238805970149 }, { "P1": 0.3833000063896179, "closed": 0.8706530958439356, "recall": 0.19552238805970149 }, { "P1": 0.4000000059604645, "closed": 0.8744698897370653, "recall": 0.1925373134328358 }, { "P1": 0.41670000553131104, "closed": 0.879983036471586, "recall": 0.18507462686567164 }, { "P1": 0.4332999885082245, "closed": 0.879983036471586, "recall": 0.18507462686567164 }, { "P1": 0.44999998807907104, "closed": 0.8825275657336726, "recall": 0.18358208955223881 }, { "P1": 0.4666999876499176, "closed": 0.8931297709923665, "recall": 0.16865671641791044 }, { "P1": 0.48330000042915344, "closed": 0.8931297709923665, "recall": 0.16865671641791044 }, { "P1": 0.5, "closed": 0.8965224766751484, "recall": 0.1626865671641791 }, { "P1": 0.516700029373169, "closed": 0.9045801526717557, "recall": 0.1537313432835821 }, { "P1": 0.53329998254776, "closed": 0.9045801526717557, "recall": 0.1537313432835821 }, { "P1": 0.550000011920929, "closed": 0.9096692111959288, "recall": 0.14925373134328357 }, { "P1": 0.5666999816894531, "closed": 0.9198473282442748, "recall": 0.13432835820895522 }, { "P1": 0.583299994468689, "closed": 0.9198473282442748, "recall": 0.13432835820895522 }, { "P1": 0.6000000238418579, "closed": 0.9240882103477523, "recall": 0.12835820895522387 }, { "P1": 0.6166999936103821, "closed": 0.9308736217133163, "recall": 0.11641791044776119 }, { "P1": 0.6333000063896179, "closed": 0.9308736217133163, "recall": 0.11641791044776119 }, { "P1": 0.6499999761581421, "closed": 0.9329940627650551, "recall": 0.11343283582089553 }, { "P1": 0.666700005531311, "closed": 0.9414758269720102, "recall": 0.1 }, { "P1": 0.6833000183105469, "closed": 0.9414758269720102, "recall": 0.1 }, { "P1": 0.699999988079071, "closed": 0.9448685326547922, "recall": 0.0955223880597015 }, { "P1": 0.71670001745224, "closed": 0.9512298558100085, "recall": 0.08358208955223881 }, { "P1": 0.733299970626831, "closed": 0.9512298558100085, "recall": 0.08358208955223881 }, { "P1": 0.75, "closed": 0.9541984732824428, "recall": 0.07462686567164178 }, { "P1": 0.766700029373169, "closed": 0.957167090754877, "recall": 0.06567164179104477 }, { "P1": 0.78329998254776, "closed": 0.957167090754877, "recall": 0.06567164179104477 }, { "P1": 0.800000011920929, "closed": 0.9588634435962681, "recall": 0.06417910447761194 }, { "P1": 0.8166999816894531, "closed": 0.963952502120441, "recall": 0.05223880597014925 }, { "P1": 0.833299994468689, "closed": 0.963952502120441, "recall": 0.05223880597014925 }, { "P1": 0.8500000238418579, "closed": 0.9673452078032231, "recall": 0.04776119402985075 }, { "P1": 0.8666999936103821, "closed": 0.972434266327396, "recall": 0.041791044776119404 }, { "P1": 0.8833000063896179, "closed": 0.972434266327396, "recall": 0.041791044776119404 }, { "P1": 0.8999999761581421, "closed": 0.9754028837998303, "recall": 0.04029850746268657 }, { "P1": 0.916700005531311, "closed": 0.9830364715860899, "recall": 0.03283582089552239 }, { "P1": 0.9333000183105469, "closed": 0.9830364715860899, "recall": 0.03283582089552239 }, { "P1": 0.949999988079071, "closed": 0.9868532654792197, "recall": 0.022388059701492536 }, { "P1": 0.96670001745224, "closed": 0.9919423240033927, "recall": 0.014925373134328358 }, { "P1": 0.983299970626831, "closed": 0.9919423240033927, "recall": 0.014925373134328358 }, { "P1": 1.0, "closed": 0.9944868532654793, "recall": 0.010447761194029851 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 225.0, "AUC_p1": 0.6986345381526105 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.05000000074505806 }, "final": { "a": 125.0, "b": 124.0, "c": 100.0, "d": 374.0, "n": 723.0, "base": 0.3112033195020747, "POD": 0.5555555555555556, "POFD": 0.24899598393574296, "FAR": 0.4979919678714859, "FBI": 1.1066666666666667, "CSI": 0.35816618911174786, "SEDI": 0.43152973765892755 }, "one_stage": { "a": 39.0, "b": 26.0, "c": 186.0, "d": 472.0, "n": 723.0, "base": 0.3112033195020747, "POD": 0.17333333333333334, "POFD": 0.05220883534136546, "FAR": 0.4, "FBI": 0.28888888888888886, "CSI": 0.1553784860557769, "SEDI": 0.27009351330123404 }, "AUC_p1": 0.6986345381526105 }, "clf": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.6310432569974554, "recall": 0.5582089552238806 }, { "P1": 0.0333000011742115, "closed": 0.6310432569974554, "recall": 0.5582089552238806 }, { "P1": 0.05000000074505806, "closed": 0.6675148430873622, "recall": 0.5149253731343284 }, { "P1": 0.06669999659061432, "closed": 0.7184054283290924, "recall": 0.44925373134328356 }, { "P1": 0.08330000191926956, "closed": 0.7184054283290924, "recall": 0.44925373134328356 }, { "P1": 0.10000000149011612, "closed": 0.7366412213740459, "recall": 0.41940298507462687 }, { "P1": 0.11670000106096268, "closed": 0.768871925360475, "recall": 0.36716417910447763 }, { "P1": 0.13330000638961792, "closed": 0.768871925360475, "recall": 0.36716417910447763 }, { "P1": 0.15000000596046448, "closed": 0.779050042408821, "recall": 0.35074626865671643 }, { "P1": 0.16670000553131104, "closed": 0.7951653944020356, "recall": 0.3328358208955224 }, { "P1": 0.18330000340938568, "closed": 0.7951653944020356, "recall": 0.3328358208955224 }, { "P1": 0.20000000298023224, "closed": 0.8027989821882952, "recall": 0.3164179104477612 }, { "P1": 0.2167000025510788, "closed": 0.8159457167090755, "recall": 0.29701492537313434 }, { "P1": 0.23330000042915344, "closed": 0.8159457167090755, "recall": 0.29701492537313434 }, { "P1": 0.25, "closed": 0.8189143341815097, "recall": 0.291044776119403 }, { "P1": 0.26669999957084656, "closed": 0.8303647158608991, "recall": 0.27611940298507465 }, { "P1": 0.2833000123500824, "closed": 0.8303647158608991, "recall": 0.27611940298507465 }, { "P1": 0.30000001192092896, "closed": 0.8341815097540288, "recall": 0.26865671641791045 }, { "P1": 0.3167000114917755, "closed": 0.8443596268023749, "recall": 0.2507462686567164 }, { "P1": 0.33329999446868896, "closed": 0.8443596268023749, "recall": 0.2507462686567164 }, { "P1": 0.3499999940395355, "closed": 0.8498727735368956, "recall": 0.24477611940298508 }, { "P1": 0.3666999936103821, "closed": 0.8553859202714165, "recall": 0.2373134328358209 }, { "P1": 0.3833000063896179, "closed": 0.8553859202714165, "recall": 0.2373134328358209 }, { "P1": 0.4000000059604645, "closed": 0.8604749787955894, "recall": 0.23134328358208955 }, { "P1": 0.41670000553131104, "closed": 0.866412213740458, "recall": 0.22238805970149253 }, { "P1": 0.4332999885082245, "closed": 0.866412213740458, "recall": 0.22238805970149253 }, { "P1": 0.44999998807907104, "closed": 0.8702290076335878, "recall": 0.21791044776119403 }, { "P1": 0.4666999876499176, "closed": 0.8774385072094996, "recall": 0.20597014925373133 }, { "P1": 0.48330000042915344, "closed": 0.8774385072094996, "recall": 0.20597014925373133 }, { "P1": 0.5, "closed": 0.8787107718405428, "recall": 0.2044776119402985 }, { "P1": 0.516700029373169, "closed": 0.8884648006785412, "recall": 0.19701492537313434 }, { "P1": 0.53329998254776, "closed": 0.8884648006785412, "recall": 0.19701492537313434 }, { "P1": 0.550000011920929, "closed": 0.8918575063613232, "recall": 0.18955223880597014 }, { "P1": 0.5666999816894531, "closed": 0.9016115351993215, "recall": 0.17313432835820897 }, { "P1": 0.583299994468689, "closed": 0.9016115351993215, "recall": 0.17313432835820897 }, { "P1": 0.6000000238418579, "closed": 0.9045801526717557, "recall": 0.16865671641791044 }, { "P1": 0.6166999936103821, "closed": 0.9130619168787107, "recall": 0.15223880597014924 }, { "P1": 0.6333000063896179, "closed": 0.9130619168787107, "recall": 0.15223880597014924 }, { "P1": 0.6499999761581421, "closed": 0.9168787107718406, "recall": 0.14477611940298507 }, { "P1": 0.666700005531311, "closed": 0.9219677692960135, "recall": 0.13432835820895522 }, { "P1": 0.6833000183105469, "closed": 0.9219677692960135, "recall": 0.13432835820895522 }, { "P1": 0.699999988079071, "closed": 0.9266327396098388, "recall": 0.12835820895522387 }, { "P1": 0.71670001745224, "closed": 0.9334181509754029, "recall": 0.11940298507462686 }, { "P1": 0.733299970626831, "closed": 0.9334181509754029, "recall": 0.11940298507462686 }, { "P1": 0.75, "closed": 0.9355385920271416, "recall": 0.11492537313432835 }, { "P1": 0.766700029373169, "closed": 0.9427480916030534, "recall": 0.1 }, { "P1": 0.78329998254776, "closed": 0.9427480916030534, "recall": 0.1 }, { "P1": 0.800000011920929, "closed": 0.9465648854961832, "recall": 0.09253731343283582 }, { "P1": 0.8166999816894531, "closed": 0.952078032230704, "recall": 0.08208955223880597 }, { "P1": 0.833299994468689, "closed": 0.952078032230704, "recall": 0.08208955223880597 }, { "P1": 0.8500000238418579, "closed": 0.9563189143341815, "recall": 0.07462686567164178 }, { "P1": 0.8666999936103821, "closed": 0.96225614927905, "recall": 0.06567164179104477 }, { "P1": 0.8833000063896179, "closed": 0.96225614927905, "recall": 0.06567164179104477 }, { "P1": 0.8999999761581421, "closed": 0.9652247667514843, "recall": 0.06417910447761194 }, { "P1": 0.916700005531311, "closed": 0.9732824427480916, "recall": 0.049253731343283584 }, { "P1": 0.9333000183105469, "closed": 0.9732824427480916, "recall": 0.049253731343283584 }, { "P1": 0.949999988079071, "closed": 0.9766751484308737, "recall": 0.04477611940298507 }, { "P1": 0.96670001745224, "closed": 0.9855810008481765, "recall": 0.03134328358208955 }, { "P1": 0.983299970626831, "closed": 0.9855810008481765, "recall": 0.03134328358208955 }, { "P1": 1.0, "closed": 0.993214588634436, "recall": 0.016417910447761194 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 225.0, "AUC_p1": 0.6874832663989291 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.05000000074505806 }, "final": { "a": 117.0, "b": 110.0, "c": 108.0, "d": 388.0, "n": 723.0, "base": 0.3112033195020747, "POD": 0.52, "POFD": 0.22088353413654618, "FAR": 0.4845814977973568, "FBI": 1.008888888888889, "CSI": 0.3492537313432836, "SEDI": 0.425900172733015 }, "one_stage": { "a": 49.0, "b": 31.0, "c": 176.0, "d": 467.0, "n": 723.0, "base": 0.3112033195020747, "POD": 0.21777777777777776, "POFD": 0.06224899598393574, "FAR": 0.3875, "FBI": 0.35555555555555557, "CSI": 0.19140625, "SEDI": 0.31094051181947646 }, "AUC_p1": 0.6874832663989291 } }, "W3": { "n_train": 2358, "n_valid": 723, "n_feat": 99, "n_feat_dropped": 0, "base": 0.31673582295988933, "reg": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.6212892281594571, "recall": 0.46567164179104475 }, { "P1": 0.0333000011742115, "closed": 0.6212892281594571, "recall": 0.46567164179104475 }, { "P1": 0.05000000074505806, "closed": 0.6802374893977947, "recall": 0.3850746268656716 }, { "P1": 0.06669999659061432, "closed": 0.7565733672603902, "recall": 0.2835820895522388 }, { "P1": 0.08330000191926956, "closed": 0.7565733672603902, "recall": 0.2835820895522388 }, { "P1": 0.10000000149011612, "closed": 0.7824427480916031, "recall": 0.26119402985074625 }, { "P1": 0.11670000106096268, "closed": 0.8172179813401188, "recall": 0.21641791044776118 }, { "P1": 0.13330000638961792, "closed": 0.8172179813401188, "recall": 0.21641791044776118 }, { "P1": 0.15000000596046448, "closed": 0.8290924512298559, "recall": 0.208955223880597 }, { "P1": 0.16670000553131104, "closed": 0.8481764206955047, "recall": 0.18955223880597014 }, { "P1": 0.18330000340938568, "closed": 0.8481764206955047, "recall": 0.18955223880597014 }, { "P1": 0.20000000298023224, "closed": 0.8549618320610687, "recall": 0.1791044776119403 }, { "P1": 0.2167000025510788, "closed": 0.868108566581849, "recall": 0.1626865671641791 }, { "P1": 0.23330000042915344, "closed": 0.868108566581849, "recall": 0.1626865671641791 }, { "P1": 0.25, "closed": 0.8748939779474131, "recall": 0.1537313432835821 }, { "P1": 0.26669999957084656, "closed": 0.8876166242578456, "recall": 0.1373134328358209 }, { "P1": 0.2833000123500824, "closed": 0.8876166242578456, "recall": 0.1373134328358209 }, { "P1": 0.30000001192092896, "closed": 0.8914334181509754, "recall": 0.13134328358208955 }, { "P1": 0.3167000114917755, "closed": 0.9037319762510603, "recall": 0.11492537313432835 }, { "P1": 0.33329999446868896, "closed": 0.9037319762510603, "recall": 0.11492537313432835 }, { "P1": 0.3499999940395355, "closed": 0.9100932994062765, "recall": 0.10746268656716418 }, { "P1": 0.3666999936103821, "closed": 0.9215436810856659, "recall": 0.09104477611940298 }, { "P1": 0.3833000063896179, "closed": 0.9215436810856659, "recall": 0.09104477611940298 }, { "P1": 0.4000000059604645, "closed": 0.9262086513994912, "recall": 0.08656716417910448 }, { "P1": 0.41670000553131104, "closed": 0.9338422391857506, "recall": 0.08208955223880597 }, { "P1": 0.4332999885082245, "closed": 0.9338422391857506, "recall": 0.08208955223880597 }, { "P1": 0.44999998807907104, "closed": 0.9372349448685326, "recall": 0.07611940298507462 }, { "P1": 0.4666999876499176, "closed": 0.9414758269720102, "recall": 0.07313432835820896 }, { "P1": 0.48330000042915344, "closed": 0.9414758269720102, "recall": 0.07313432835820896 }, { "P1": 0.5, "closed": 0.94529262086514, "recall": 0.06865671641791045 }, { "P1": 0.516700029373169, "closed": 0.9512298558100085, "recall": 0.056716417910447764 }, { "P1": 0.53329998254776, "closed": 0.9512298558100085, "recall": 0.056716417910447764 }, { "P1": 0.550000011920929, "closed": 0.9580152671755725, "recall": 0.04477611940298507 }, { "P1": 0.5666999816894531, "closed": 0.9686174724342663, "recall": 0.029850746268656716 }, { "P1": 0.583299994468689, "closed": 0.9686174724342663, "recall": 0.029850746268656716 }, { "P1": 0.6000000238418579, "closed": 0.9728583545377438, "recall": 0.025373134328358207 }, { "P1": 0.6166999936103821, "closed": 0.9770992366412213, "recall": 0.022388059701492536 }, { "P1": 0.6333000063896179, "closed": 0.9770992366412213, "recall": 0.022388059701492536 }, { "P1": 0.6499999761581421, "closed": 0.9804919423240034, "recall": 0.019402985074626865 }, { "P1": 0.666700005531311, "closed": 0.9838846480067854, "recall": 0.013432835820895522 }, { "P1": 0.6833000183105469, "closed": 0.9838846480067854, "recall": 0.013432835820895522 }, { "P1": 0.699999988079071, "closed": 0.9847328244274809, "recall": 0.013432835820895522 }, { "P1": 0.71670001745224, "closed": 0.9877014418999152, "recall": 0.008955223880597015 }, { "P1": 0.733299970626831, "closed": 0.9877014418999152, "recall": 0.008955223880597015 }, { "P1": 0.75, "closed": 0.9881255301102629, "recall": 0.008955223880597015 }, { "P1": 0.766700029373169, "closed": 0.9893977947413062, "recall": 0.007462686567164179 }, { "P1": 0.78329998254776, "closed": 0.9893977947413062, "recall": 0.007462686567164179 }, { "P1": 0.800000011920929, "closed": 0.9923664122137404, "recall": 0.004477611940298508 }, { "P1": 0.8166999816894531, "closed": 0.9957591178965225, "recall": 0.0029850746268656717 }, { "P1": 0.833299994468689, "closed": 0.9957591178965225, "recall": 0.0029850746268656717 }, { "P1": 0.8500000238418579, "closed": 0.9970313825275657, "recall": 0.0014925373134328358 }, { "P1": 0.8833000063896179, "closed": 0.998303647158609, "recall": 0.0014925373134328358 }, { "P1": 0.8999999761581421, "closed": 0.9987277353689568, "recall": 0.0014925373134328358 }, { "P1": 0.9333000183105469, "closed": 0.9995759117896522, "recall": 0.0014925373134328358 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 229.0, "AUC_p1": 0.5893737955907572 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.05000000074505806 }, "final": { "a": 89.0, "b": 146.0, "c": 140.0, "d": 348.0, "n": 723.0, "base": 0.31673582295988933, "POD": 0.388646288209607, "POFD": 0.29554655870445345, "FAR": 0.6212765957446809, "FBI": 1.0262008733624455, "CSI": 0.23733333333333334, "SEDI": 0.13823378541283826 }, "one_stage": { "a": 16.0, "b": 9.0, "c": 213.0, "d": 485.0, "n": 723.0, "base": 0.31673582295988933, "POD": 0.06986899563318777, "POFD": 0.018218623481781375, "FAR": 0.36, "FBI": 0.1091703056768559, "CSI": 0.06722689075630252, "SEDI": 0.20692125629862795 }, "AUC_p1": 0.5893737955907572 }, "clf": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.6539440203562341, "recall": 0.4298507462686567 }, { "P1": 0.0333000011742115, "closed": 0.6539440203562341, "recall": 0.4298507462686567 }, { "P1": 0.05000000074505806, "closed": 0.7031382527565734, "recall": 0.373134328358209 }, { "P1": 0.06669999659061432, "closed": 0.7684478371501272, "recall": 0.2865671641791045 }, { "P1": 0.08330000191926956, "closed": 0.7684478371501272, "recall": 0.2865671641791045 }, { "P1": 0.10000000149011612, "closed": 0.7955894826123834, "recall": 0.25223880597014925 }, { "P1": 0.11670000106096268, "closed": 0.8261238337574215, "recall": 0.21194029850746268 }, { "P1": 0.13330000638961792, "closed": 0.8261238337574215, "recall": 0.21194029850746268 }, { "P1": 0.15000000596046448, "closed": 0.8375742154368109, "recall": 0.1925373134328358 }, { "P1": 0.16670000553131104, "closed": 0.8507209499575912, "recall": 0.1761194029850746 }, { "P1": 0.18330000340938568, "closed": 0.8507209499575912, "recall": 0.1761194029850746 }, { "P1": 0.20000000298023224, "closed": 0.8558100084817641, "recall": 0.1701492537313433 }, { "P1": 0.2167000025510788, "closed": 0.8685326547921968, "recall": 0.15074626865671642 }, { "P1": 0.23330000042915344, "closed": 0.8685326547921968, "recall": 0.15074626865671642 }, { "P1": 0.25, "closed": 0.8706530958439356, "recall": 0.14626865671641792 }, { "P1": 0.26669999957084656, "closed": 0.8825275657336726, "recall": 0.13432835820895522 }, { "P1": 0.2833000123500824, "closed": 0.8825275657336726, "recall": 0.13432835820895522 }, { "P1": 0.30000001192092896, "closed": 0.8888888888888888, "recall": 0.1253731343283582 }, { "P1": 0.3167000114917755, "closed": 0.897370653095844, "recall": 0.11641791044776119 }, { "P1": 0.33329999446868896, "closed": 0.897370653095844, "recall": 0.11641791044776119 }, { "P1": 0.3499999940395355, "closed": 0.8999151823579304, "recall": 0.11044776119402985 }, { "P1": 0.3666999936103821, "closed": 0.9113655640373197, "recall": 0.09701492537313433 }, { "P1": 0.3833000063896179, "closed": 0.9113655640373197, "recall": 0.09701492537313433 }, { "P1": 0.4000000059604645, "closed": 0.9151823579304496, "recall": 0.09253731343283582 }, { "P1": 0.41670000553131104, "closed": 0.9228159457167091, "recall": 0.08507462686567165 }, { "P1": 0.4332999885082245, "closed": 0.9228159457167091, "recall": 0.08507462686567165 }, { "P1": 0.44999998807907104, "closed": 0.9266327396098388, "recall": 0.08358208955223881 }, { "P1": 0.4666999876499176, "closed": 0.9325699745547074, "recall": 0.07761194029850746 }, { "P1": 0.48330000042915344, "closed": 0.9325699745547074, "recall": 0.07761194029850746 }, { "P1": 0.5, "closed": 0.9346904156064462, "recall": 0.07611940298507462 }, { "P1": 0.516700029373169, "closed": 0.9423240033927057, "recall": 0.06567164179104477 }, { "P1": 0.53329998254776, "closed": 0.9423240033927057, "recall": 0.06567164179104477 }, { "P1": 0.550000011920929, "closed": 0.94529262086514, "recall": 0.06119402985074627 }, { "P1": 0.5666999816894531, "closed": 0.9516539440203562, "recall": 0.058208955223880594 }, { "P1": 0.583299994468689, "closed": 0.9516539440203562, "recall": 0.058208955223880594 }, { "P1": 0.6000000238418579, "closed": 0.9546225614927905, "recall": 0.05373134328358209 }, { "P1": 0.6166999936103821, "closed": 0.9584393553859203, "recall": 0.04776119402985075 }, { "P1": 0.6333000063896179, "closed": 0.9584393553859203, "recall": 0.04776119402985075 }, { "P1": 0.6499999761581421, "closed": 0.9609838846480068, "recall": 0.04328358208955224 }, { "P1": 0.666700005531311, "closed": 0.9656488549618321, "recall": 0.03731343283582089 }, { "P1": 0.6833000183105469, "closed": 0.9656488549618321, "recall": 0.03731343283582089 }, { "P1": 0.699999988079071, "closed": 0.9694656488549618, "recall": 0.034328358208955224 }, { "P1": 0.71670001745224, "closed": 0.9732824427480916, "recall": 0.029850746268656716 }, { "P1": 0.733299970626831, "closed": 0.9732824427480916, "recall": 0.029850746268656716 }, { "P1": 0.75, "closed": 0.9749787955894826, "recall": 0.026865671641791045 }, { "P1": 0.766700029373169, "closed": 0.9817642069550466, "recall": 0.014925373134328358 }, { "P1": 0.78329998254776, "closed": 0.9817642069550466, "recall": 0.014925373134328358 }, { "P1": 0.800000011920929, "closed": 0.9821882951653944, "recall": 0.013432835820895522 }, { "P1": 0.8166999816894531, "closed": 0.9864291772688719, "recall": 0.008955223880597015 }, { "P1": 0.8500000238418579, "closed": 0.9864291772688719, "recall": 0.008955223880597015 }, { "P1": 0.8666999936103821, "closed": 0.989821882951654, "recall": 0.005970149253731343 }, { "P1": 0.8833000063896179, "closed": 0.989821882951654, "recall": 0.005970149253731343 }, { "P1": 0.8999999761581421, "closed": 0.9910941475826972, "recall": 0.004477611940298508 }, { "P1": 0.916700005531311, "closed": 0.9940627650551315, "recall": 0.0029850746268656717 }, { "P1": 0.9333000183105469, "closed": 0.9940627650551315, "recall": 0.0029850746268656717 }, { "P1": 0.949999988079071, "closed": 0.9949109414758269, "recall": 0.0014925373134328358 }, { "P1": 0.96670001745224, "closed": 0.9991518235793045, "recall": 0.0 }, { "P1": 0.983299970626831, "closed": 0.9991518235793045, "recall": 0.0 }, { "P1": 1.0, "closed": 0.9995759117896522, "recall": 0.0 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 229.0, "AUC_p1": 0.5471200254583385 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.016699999570846558 }, "final": { "a": 70.0, "b": 121.0, "c": 159.0, "d": 373.0, "n": 723.0, "base": 0.31673582295988933, "POD": 0.3056768558951965, "POFD": 0.24493927125506074, "FAR": 0.6335078534031413, "FBI": 0.834061135371179, "CSI": 0.2, "SEDI": 0.09431834809445874 }, "one_stage": { "a": 12.0, "b": 18.0, "c": 217.0, "d": 476.0, "n": 723.0, "base": 0.31673582295988933, "POD": 0.05240174672489083, "POFD": 0.03643724696356275, "FAR": 0.6, "FBI": 0.13100436681222707, "CSI": 0.048582995951417005, "SEDI": 0.0598331382100292 }, "AUC_p1": 0.5471200254583385 } }, "W4": { "n_train": 2358, "n_valid": 723, "n_feat": 99, "n_feat_dropped": 0, "base": 0.30428769017980634, "reg": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.5877862595419847, "recall": 0.5051851851851852 }, { "P1": 0.0333000011742115, "closed": 0.5877862595419847, "recall": 0.5051851851851852 }, { "P1": 0.05000000074505806, "closed": 0.6488549618320612, "recall": 0.44 }, { "P1": 0.06669999659061432, "closed": 0.7201017811704835, "recall": 0.3348148148148148 }, { "P1": 0.08330000191926956, "closed": 0.7201017811704835, "recall": 0.3348148148148148 }, { "P1": 0.10000000149011612, "closed": 0.7476675148430874, "recall": 0.3022222222222222 }, { "P1": 0.11670000106096268, "closed": 0.7964376590330788, "recall": 0.23703703703703705 }, { "P1": 0.13330000638961792, "closed": 0.7964376590330788, "recall": 0.23703703703703705 }, { "P1": 0.15000000596046448, "closed": 0.8155216284987277, "recall": 0.21481481481481482 }, { "P1": 0.16670000553131104, "closed": 0.8430873621713316, "recall": 0.17629629629629628 }, { "P1": 0.18330000340938568, "closed": 0.8430873621713316, "recall": 0.17629629629629628 }, { "P1": 0.20000000298023224, "closed": 0.8558100084817641, "recall": 0.15703703703703703 }, { "P1": 0.2167000025510788, "closed": 0.8727735368956743, "recall": 0.1437037037037037 }, { "P1": 0.23330000042915344, "closed": 0.8727735368956743, "recall": 0.1437037037037037 }, { "P1": 0.25, "closed": 0.8846480067854113, "recall": 0.13185185185185186 }, { "P1": 0.26669999957084656, "closed": 0.897370653095844, "recall": 0.10666666666666667 }, { "P1": 0.2833000123500824, "closed": 0.897370653095844, "recall": 0.10666666666666667 }, { "P1": 0.30000001192092896, "closed": 0.8994910941475827, "recall": 0.10518518518518519 }, { "P1": 0.3167000114917755, "closed": 0.9096692111959288, "recall": 0.10222222222222223 }, { "P1": 0.33329999446868896, "closed": 0.9096692111959288, "recall": 0.10222222222222223 }, { "P1": 0.3499999940395355, "closed": 0.912637828668363, "recall": 0.09777777777777778 }, { "P1": 0.3666999936103821, "closed": 0.9202714164546225, "recall": 0.08888888888888889 }, { "P1": 0.3833000063896179, "closed": 0.9202714164546225, "recall": 0.08888888888888889 }, { "P1": 0.4000000059604645, "closed": 0.9257845631891434, "recall": 0.08296296296296296 }, { "P1": 0.41670000553131104, "closed": 0.9329940627650551, "recall": 0.07703703703703704 }, { "P1": 0.4332999885082245, "closed": 0.9329940627650551, "recall": 0.07703703703703704 }, { "P1": 0.44999998807907104, "closed": 0.9393553859202715, "recall": 0.0725925925925926 }, { "P1": 0.4666999876499176, "closed": 0.9461407972858354, "recall": 0.06814814814814815 }, { "P1": 0.48330000042915344, "closed": 0.9461407972858354, "recall": 0.06814814814814815 }, { "P1": 0.5, "closed": 0.9478371501272265, "recall": 0.06814814814814815 }, { "P1": 0.516700029373169, "closed": 0.9546225614927905, "recall": 0.06666666666666667 }, { "P1": 0.53329998254776, "closed": 0.9546225614927905, "recall": 0.06666666666666667 }, { "P1": 0.550000011920929, "closed": 0.9580152671755725, "recall": 0.06074074074074074 }, { "P1": 0.5666999816894531, "closed": 0.9643765903307888, "recall": 0.05185185185185185 }, { "P1": 0.583299994468689, "closed": 0.9643765903307888, "recall": 0.05185185185185185 }, { "P1": 0.6000000238418579, "closed": 0.9669211195928753, "recall": 0.047407407407407405 }, { "P1": 0.6166999936103821, "closed": 0.972434266327396, "recall": 0.04148148148148148 }, { "P1": 0.6333000063896179, "closed": 0.972434266327396, "recall": 0.04148148148148148 }, { "P1": 0.6499999761581421, "closed": 0.9754028837998303, "recall": 0.035555555555555556 }, { "P1": 0.666700005531311, "closed": 0.9821882951653944, "recall": 0.023703703703703703 }, { "P1": 0.6833000183105469, "closed": 0.9821882951653944, "recall": 0.023703703703703703 }, { "P1": 0.699999988079071, "closed": 0.9843087362171332, "recall": 0.02074074074074074 }, { "P1": 0.71670001745224, "closed": 0.9868532654792197, "recall": 0.017777777777777778 }, { "P1": 0.733299970626831, "closed": 0.9868532654792197, "recall": 0.017777777777777778 }, { "P1": 0.75, "closed": 0.9877014418999152, "recall": 0.014814814814814815 }, { "P1": 0.766700029373169, "closed": 0.9919423240033927, "recall": 0.008888888888888889 }, { "P1": 0.78329998254776, "closed": 0.9919423240033927, "recall": 0.008888888888888889 }, { "P1": 0.800000011920929, "closed": 0.9927905004240882, "recall": 0.007407407407407408 }, { "P1": 0.8166999816894531, "closed": 0.9949109414758269, "recall": 0.002962962962962963 }, { "P1": 0.833299994468689, "closed": 0.9949109414758269, "recall": 0.002962962962962963 }, { "P1": 0.8500000238418579, "closed": 0.9953350296861747, "recall": 0.002962962962962963 }, { "P1": 0.8666999936103821, "closed": 0.9974554707379135, "recall": 0.0014814814814814814 }, { "P1": 0.8833000063896179, "closed": 0.9974554707379135, "recall": 0.0014814814814814814 }, { "P1": 0.8999999761581421, "closed": 0.9978795589482612, "recall": 0.0014814814814814814 }, { "P1": 0.9333000183105469, "closed": 0.9987277353689568, "recall": 0.0 }, { "P1": 1.0, "closed": 0.9995759117896522, "recall": 0.0 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 220.0, "AUC_p1": 0.606935658774625 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.05000000074505806 }, "final": { "a": 84.0, "b": 126.0, "c": 136.0, "d": 377.0, "n": 723.0, "base": 0.30428769017980634, "POD": 0.38181818181818183, "POFD": 0.2504970178926441, "FAR": 0.6, "FBI": 0.9545454545454546, "CSI": 0.24277456647398843, "SEDI": 0.19706005987006522 }, "one_stage": { "a": 16.0, "b": 15.0, "c": 204.0, "d": 488.0, "n": 723.0, "base": 0.30428769017980634, "POD": 0.07272727272727272, "POFD": 0.02982107355864811, "FAR": 0.4838709677419355, "FBI": 0.1409090909090909, "CSI": 0.06808510638297872, "SEDI": 0.15013298904361588 }, "AUC_p1": 0.606935658774625 }, "clf": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.633587786259542, "recall": 0.4651851851851852 }, { "P1": 0.0333000011742115, "closed": 0.633587786259542, "recall": 0.4651851851851852 }, { "P1": 0.05000000074505806, "closed": 0.688295165394402, "recall": 0.3925925925925926 }, { "P1": 0.06669999659061432, "closed": 0.7400339270568278, "recall": 0.31851851851851853 }, { "P1": 0.08330000191926956, "closed": 0.7400339270568278, "recall": 0.31851851851851853 }, { "P1": 0.10000000149011612, "closed": 0.7650551314673453, "recall": 0.28444444444444444 }, { "P1": 0.11670000106096268, "closed": 0.7930449533502969, "recall": 0.24592592592592594 }, { "P1": 0.13330000638961792, "closed": 0.7930449533502969, "recall": 0.24592592592592594 }, { "P1": 0.15000000596046448, "closed": 0.8053435114503817, "recall": 0.2325925925925926 }, { "P1": 0.16670000553131104, "closed": 0.821882951653944, "recall": 0.21481481481481482 }, { "P1": 0.18330000340938568, "closed": 0.821882951653944, "recall": 0.21481481481481482 }, { "P1": 0.20000000298023224, "closed": 0.8367260390161153, "recall": 0.20148148148148148 }, { "P1": 0.2167000025510788, "closed": 0.8498727735368956, "recall": 0.18518518518518517 }, { "P1": 0.23330000042915344, "closed": 0.8498727735368956, "recall": 0.18518518518518517 }, { "P1": 0.25, "closed": 0.8549618320610687, "recall": 0.18222222222222223 }, { "P1": 0.26669999957084656, "closed": 0.864715860899067, "recall": 0.1688888888888889 }, { "P1": 0.2833000123500824, "closed": 0.864715860899067, "recall": 0.1688888888888889 }, { "P1": 0.30000001192092896, "closed": 0.86980491942324, "recall": 0.16148148148148148 }, { "P1": 0.3167000114917755, "closed": 0.8757421543681085, "recall": 0.15555555555555556 }, { "P1": 0.33329999446868896, "closed": 0.8757421543681085, "recall": 0.15555555555555556 }, { "P1": 0.3499999940395355, "closed": 0.8821034775233249, "recall": 0.14814814814814814 }, { "P1": 0.3666999936103821, "closed": 0.8910093299406276, "recall": 0.13925925925925925 }, { "P1": 0.3833000063896179, "closed": 0.8910093299406276, "recall": 0.13925925925925925 }, { "P1": 0.4000000059604645, "closed": 0.8956743002544529, "recall": 0.1348148148148148 }, { "P1": 0.41670000553131104, "closed": 0.9028837998303647, "recall": 0.13037037037037036 }, { "P1": 0.4332999885082245, "closed": 0.9028837998303647, "recall": 0.13037037037037036 }, { "P1": 0.44999998807907104, "closed": 0.905852417302799, "recall": 0.1288888888888889 }, { "P1": 0.4666999876499176, "closed": 0.9168787107718406, "recall": 0.1111111111111111 }, { "P1": 0.48330000042915344, "closed": 0.9168787107718406, "recall": 0.1111111111111111 }, { "P1": 0.5, "closed": 0.9198473282442748, "recall": 0.1111111111111111 }, { "P1": 0.516700029373169, "closed": 0.9274809160305344, "recall": 0.10222222222222223 }, { "P1": 0.53329998254776, "closed": 0.9274809160305344, "recall": 0.10222222222222223 }, { "P1": 0.550000011920929, "closed": 0.9325699745547074, "recall": 0.09777777777777778 }, { "P1": 0.5666999816894531, "closed": 0.9402035623409669, "recall": 0.09037037037037036 }, { "P1": 0.583299994468689, "closed": 0.9402035623409669, "recall": 0.09037037037037036 }, { "P1": 0.6000000238418579, "closed": 0.9427480916030534, "recall": 0.08592592592592592 }, { "P1": 0.6166999936103821, "closed": 0.9499575911789653, "recall": 0.07703703703703704 }, { "P1": 0.6333000063896179, "closed": 0.9499575911789653, "recall": 0.07703703703703704 }, { "P1": 0.6499999761581421, "closed": 0.9529262086513995, "recall": 0.06962962962962962 }, { "P1": 0.666700005531311, "closed": 0.957167090754877, "recall": 0.06518518518518518 }, { "P1": 0.6833000183105469, "closed": 0.957167090754877, "recall": 0.06518518518518518 }, { "P1": 0.699999988079071, "closed": 0.9609838846480068, "recall": 0.06222222222222222 }, { "P1": 0.71670001745224, "closed": 0.9648006785411366, "recall": 0.056296296296296296 }, { "P1": 0.733299970626831, "closed": 0.9648006785411366, "recall": 0.056296296296296296 }, { "P1": 0.75, "closed": 0.9677692960135709, "recall": 0.05185185185185185 }, { "P1": 0.766700029373169, "closed": 0.9711620016963528, "recall": 0.047407407407407405 }, { "P1": 0.78329998254776, "closed": 0.9711620016963528, "recall": 0.047407407407407405 }, { "P1": 0.800000011920929, "closed": 0.9715860899067006, "recall": 0.047407407407407405 }, { "P1": 0.8166999816894531, "closed": 0.9770992366412213, "recall": 0.03851851851851852 }, { "P1": 0.833299994468689, "closed": 0.9770992366412213, "recall": 0.03851851851851852 }, { "P1": 0.8500000238418579, "closed": 0.9792196776929601, "recall": 0.037037037037037035 }, { "P1": 0.8666999936103821, "closed": 0.9843087362171332, "recall": 0.02962962962962963 }, { "P1": 0.8833000063896179, "closed": 0.9843087362171332, "recall": 0.02962962962962963 }, { "P1": 0.8999999761581421, "closed": 0.9855810008481765, "recall": 0.028148148148148148 }, { "P1": 0.916700005531311, "closed": 0.9902459711620017, "recall": 0.016296296296296295 }, { "P1": 0.9333000183105469, "closed": 0.9902459711620017, "recall": 0.016296296296296295 }, { "P1": 0.949999988079071, "closed": 0.9927905004240882, "recall": 0.01037037037037037 }, { "P1": 0.96670001745224, "closed": 0.996607294317218, "recall": 0.0014814814814814814 }, { "P1": 0.983299970626831, "closed": 0.996607294317218, "recall": 0.0014814814814814814 }, { "P1": 1.0, "closed": 0.9987277353689568, "recall": 0.0 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 220.0, "AUC_p1": 0.524945779866257 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.016699999570846558 }, "final": { "a": 75.0, "b": 135.0, "c": 145.0, "d": 368.0, "n": 723.0, "base": 0.30428769017980634, "POD": 0.3409090909090909, "POFD": 0.268389662027833, "FAR": 0.6428571428571429, "FBI": 0.9545454545454546, "CSI": 0.2112676056338028, "SEDI": 0.11008599763041058 }, "one_stage": { "a": 17.0, "b": 21.0, "c": 203.0, "d": 482.0, "n": 723.0, "base": 0.30428769017980634, "POD": 0.07727272727272727, "POFD": 0.041749502982107355, "FAR": 0.5526315789473685, "FBI": 0.17272727272727273, "CSI": 0.07053941908713693, "SEDI": 0.11151523421214116 }, "AUC_p1": 0.524945779866257 } }, "W5": { "n_train": 2358, "n_valid": 723, "n_feat": 99, "n_feat_dropped": 0, "base": 0.30567081604426005, "reg": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.5716709075487701, "recall": 0.5417867435158501 }, { "P1": 0.0333000011742115, "closed": 0.5716709075487701, "recall": 0.5417867435158501 }, { "P1": 0.05000000074505806, "closed": 0.6208651399491094, "recall": 0.5014409221902018 }, { "P1": 0.06669999659061432, "closed": 0.6844783715012723, "recall": 0.41786743515850144 }, { "P1": 0.08330000191926956, "closed": 0.6844783715012723, "recall": 0.41786743515850144 }, { "P1": 0.10000000149011612, "closed": 0.7158608990670059, "recall": 0.37319884726224783 }, { "P1": 0.11670000106096268, "closed": 0.7659033078880407, "recall": 0.3112391930835735 }, { "P1": 0.13330000638961792, "closed": 0.7659033078880407, "recall": 0.3112391930835735 }, { "P1": 0.15000000596046448, "closed": 0.7845631891433418, "recall": 0.276657060518732 }, { "P1": 0.16670000553131104, "closed": 0.8155216284987277, "recall": 0.23919308357348704 }, { "P1": 0.18330000340938568, "closed": 0.8155216284987277, "recall": 0.23919308357348704 }, { "P1": 0.20000000298023224, "closed": 0.8303647158608991, "recall": 0.22478386167146974 }, { "P1": 0.2167000025510788, "closed": 0.8490245971162002, "recall": 0.20028818443804033 }, { "P1": 0.23330000042915344, "closed": 0.8490245971162002, "recall": 0.20028818443804033 }, { "P1": 0.25, "closed": 0.8541136556403732, "recall": 0.19452449567723343 }, { "P1": 0.26669999957084656, "closed": 0.8676844783715013, "recall": 0.17723342939481268 }, { "P1": 0.2833000123500824, "closed": 0.8676844783715013, "recall": 0.17723342939481268 }, { "P1": 0.30000001192092896, "closed": 0.8774385072094996, "recall": 0.16714697406340057 }, { "P1": 0.3167000114917755, "closed": 0.8863443596268024, "recall": 0.15994236311239193 }, { "P1": 0.33329999446868896, "closed": 0.8863443596268024, "recall": 0.15994236311239193 }, { "P1": 0.3499999940395355, "closed": 0.8922815945716709, "recall": 0.15129682997118155 }, { "P1": 0.3666999936103821, "closed": 0.9067005937234944, "recall": 0.13112391930835735 }, { "P1": 0.3833000063896179, "closed": 0.9067005937234944, "recall": 0.13112391930835735 }, { "P1": 0.4000000059604645, "closed": 0.9122137404580153, "recall": 0.12247838616714697 }, { "P1": 0.41670000553131104, "closed": 0.9240882103477523, "recall": 0.10518731988472622 }, { "P1": 0.4332999885082245, "closed": 0.9240882103477523, "recall": 0.10518731988472622 }, { "P1": 0.44999998807907104, "closed": 0.9287531806615776, "recall": 0.0994236311239193 }, { "P1": 0.4666999876499176, "closed": 0.9385072094995759, "recall": 0.08501440922190202 }, { "P1": 0.48330000042915344, "closed": 0.9385072094995759, "recall": 0.08501440922190202 }, { "P1": 0.5, "closed": 0.9418999151823579, "recall": 0.0792507204610951 }, { "P1": 0.516700029373169, "closed": 0.9529262086513995, "recall": 0.059077809798270896 }, { "P1": 0.53329998254776, "closed": 0.9529262086513995, "recall": 0.059077809798270896 }, { "P1": 0.550000011920929, "closed": 0.9567430025445293, "recall": 0.053314121037463975 }, { "P1": 0.5666999816894531, "closed": 0.9635284139100933, "recall": 0.04755043227665706 }, { "P1": 0.583299994468689, "closed": 0.9635284139100933, "recall": 0.04755043227665706 }, { "P1": 0.6000000238418579, "closed": 0.9643765903307888, "recall": 0.04755043227665706 }, { "P1": 0.6166999936103821, "closed": 0.9686174724342663, "recall": 0.0446685878962536 }, { "P1": 0.6333000063896179, "closed": 0.9686174724342663, "recall": 0.0446685878962536 }, { "P1": 0.6499999761581421, "closed": 0.9698897370653096, "recall": 0.043227665706051875 }, { "P1": 0.666700005531311, "closed": 0.9770992366412213, "recall": 0.0345821325648415 }, { "P1": 0.6833000183105469, "closed": 0.9770992366412213, "recall": 0.0345821325648415 }, { "P1": 0.699999988079071, "closed": 0.9804919423240034, "recall": 0.03025936599423631 }, { "P1": 0.71670001745224, "closed": 0.9834605597964376, "recall": 0.024495677233429394 }, { "P1": 0.733299970626831, "closed": 0.9834605597964376, "recall": 0.024495677233429394 }, { "P1": 0.75, "closed": 0.9860050890585241, "recall": 0.023054755043227664 }, { "P1": 0.766700029373169, "closed": 0.9889737065309584, "recall": 0.020172910662824207 }, { "P1": 0.78329998254776, "closed": 0.9889737065309584, "recall": 0.020172910662824207 }, { "P1": 0.800000011920929, "closed": 0.9902459711620017, "recall": 0.01729106628242075 }, { "P1": 0.8166999816894531, "closed": 0.991518235793045, "recall": 0.01440922190201729 }, { "P1": 0.833299994468689, "closed": 0.991518235793045, "recall": 0.01440922190201729 }, { "P1": 0.8666999936103821, "closed": 0.9927905004240882, "recall": 0.011527377521613832 }, { "P1": 0.8833000063896179, "closed": 0.9927905004240882, "recall": 0.011527377521613832 }, { "P1": 0.916700005531311, "closed": 0.9940627650551315, "recall": 0.007204610951008645 }, { "P1": 0.9333000183105469, "closed": 0.9940627650551315, "recall": 0.007204610951008645 }, { "P1": 0.949999988079071, "closed": 0.9949109414758269, "recall": 0.005763688760806916 }, { "P1": 0.96670001745224, "closed": 0.9974554707379135, "recall": 0.002881844380403458 }, { "P1": 0.983299970626831, "closed": 0.9974554707379135, "recall": 0.002881844380403458 }, { "P1": 1.0, "closed": 0.9995759117896522, "recall": 0.001440922190201729 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 221.0, "AUC_p1": 0.6092552865461232 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.05000000074505806 }, "final": { "a": 105.0, "b": 151.0, "c": 116.0, "d": 351.0, "n": 723.0, "base": 0.30567081604426005, "POD": 0.4751131221719457, "POFD": 0.300796812749004, "FAR": 0.58984375, "FBI": 1.158371040723982, "CSI": 0.28225806451612906, "SEDI": 0.2523403997164995 }, "one_stage": { "a": 12.0, "b": 17.0, "c": 209.0, "d": 485.0, "n": 723.0, "base": 0.30567081604426005, "POD": 0.05429864253393665, "POFD": 0.03386454183266932, "FAR": 0.5862068965517241, "FBI": 0.13122171945701358, "CSI": 0.05042016806722689, "SEDI": 0.07724431533897802 }, "AUC_p1": 0.6092552865461232 }, "clf": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.5992366412213741, "recall": 0.5244956772334294 }, { "P1": 0.0333000011742115, "closed": 0.5992366412213741, "recall": 0.5244956772334294 }, { "P1": 0.05000000074505806, "closed": 0.640373197625106, "recall": 0.4827089337175792 }, { "P1": 0.06669999659061432, "closed": 0.6997455470737913, "recall": 0.4048991354466859 }, { "P1": 0.08330000191926956, "closed": 0.6997455470737913, "recall": 0.4048991354466859 }, { "P1": 0.10000000149011612, "closed": 0.7239185750636132, "recall": 0.3703170028818444 }, { "P1": 0.11670000106096268, "closed": 0.7536047497879559, "recall": 0.3314121037463977 }, { "P1": 0.13330000638961792, "closed": 0.7536047497879559, "recall": 0.3314121037463977 }, { "P1": 0.15000000596046448, "closed": 0.7633587786259541, "recall": 0.31412103746397696 }, { "P1": 0.16670000553131104, "closed": 0.7854113655640373, "recall": 0.28674351585014407 }, { "P1": 0.18330000340938568, "closed": 0.7854113655640373, "recall": 0.28674351585014407 }, { "P1": 0.20000000298023224, "closed": 0.7930449533502969, "recall": 0.27521613832853026 }, { "P1": 0.2167000025510788, "closed": 0.8044953350296862, "recall": 0.26512968299711814 }, { "P1": 0.23330000042915344, "closed": 0.8044953350296862, "recall": 0.26512968299711814 }, { "P1": 0.25, "closed": 0.8108566581849025, "recall": 0.2622478386167147 }, { "P1": 0.26669999957084656, "closed": 0.823579304495335, "recall": 0.2478386167146974 }, { "P1": 0.2833000123500824, "closed": 0.823579304495335, "recall": 0.2478386167146974 }, { "P1": 0.30000001192092896, "closed": 0.8303647158608991, "recall": 0.24063400576368876 }, { "P1": 0.3167000114917755, "closed": 0.8418150975402884, "recall": 0.2276657060518732 }, { "P1": 0.33329999446868896, "closed": 0.8418150975402884, "recall": 0.2276657060518732 }, { "P1": 0.3499999940395355, "closed": 0.8490245971162002, "recall": 0.2132564841498559 }, { "P1": 0.3666999936103821, "closed": 0.8587786259541985, "recall": 0.19452449567723343 }, { "P1": 0.3833000063896179, "closed": 0.8587786259541985, "recall": 0.19452449567723343 }, { "P1": 0.4000000059604645, "closed": 0.8638676844783715, "recall": 0.1873198847262248 }, { "P1": 0.41670000553131104, "closed": 0.8719253604749788, "recall": 0.17579250720461095 }, { "P1": 0.4332999885082245, "closed": 0.8719253604749788, "recall": 0.17579250720461095 }, { "P1": 0.44999998807907104, "closed": 0.8753180661577609, "recall": 0.17146974063400577 }, { "P1": 0.4666999876499176, "closed": 0.8884648006785412, "recall": 0.15129682997118155 }, { "P1": 0.48330000042915344, "closed": 0.8884648006785412, "recall": 0.15129682997118155 }, { "P1": 0.5, "closed": 0.8918575063613232, "recall": 0.14697406340057637 }, { "P1": 0.516700029373169, "closed": 0.9028837998303647, "recall": 0.14265129682997119 }, { "P1": 0.53329998254776, "closed": 0.9028837998303647, "recall": 0.14265129682997119 }, { "P1": 0.550000011920929, "closed": 0.9096692111959288, "recall": 0.13688760806916425 }, { "P1": 0.5666999816894531, "closed": 0.9181509754028838, "recall": 0.1282420749279539 }, { "P1": 0.583299994468689, "closed": 0.9181509754028838, "recall": 0.1282420749279539 }, { "P1": 0.6000000238418579, "closed": 0.9219677692960135, "recall": 0.12247838616714697 }, { "P1": 0.6166999936103821, "closed": 0.9274809160305344, "recall": 0.11239193083573487 }, { "P1": 0.6333000063896179, "closed": 0.9274809160305344, "recall": 0.11239193083573487 }, { "P1": 0.6499999761581421, "closed": 0.9312977099236641, "recall": 0.10662824207492795 }, { "P1": 0.666700005531311, "closed": 0.9385072094995759, "recall": 0.09798270893371758 }, { "P1": 0.6833000183105469, "closed": 0.9385072094995759, "recall": 0.09798270893371758 }, { "P1": 0.699999988079071, "closed": 0.9414758269720102, "recall": 0.09798270893371758 }, { "P1": 0.71670001745224, "closed": 0.9541984732824428, "recall": 0.07780979827089338 }, { "P1": 0.733299970626831, "closed": 0.9541984732824428, "recall": 0.07780979827089338 }, { "P1": 0.75, "closed": 0.957167090754877, "recall": 0.07492795389048991 }, { "P1": 0.766700029373169, "closed": 0.9652247667514843, "recall": 0.06195965417867435 }, { "P1": 0.78329998254776, "closed": 0.9652247667514843, "recall": 0.06195965417867435 }, { "P1": 0.800000011920929, "closed": 0.9677692960135709, "recall": 0.05763688760806916 }, { "P1": 0.8166999816894531, "closed": 0.9732824427480916, "recall": 0.04755043227665706 }, { "P1": 0.833299994468689, "closed": 0.9732824427480916, "recall": 0.04755043227665706 }, { "P1": 0.8500000238418579, "closed": 0.9775233248515691, "recall": 0.040345821325648415 }, { "P1": 0.8666999936103821, "closed": 0.9813401187446988, "recall": 0.03170028818443804 }, { "P1": 0.8833000063896179, "closed": 0.9813401187446988, "recall": 0.03170028818443804 }, { "P1": 0.8999999761581421, "closed": 0.9847328244274809, "recall": 0.023054755043227664 }, { "P1": 0.916700005531311, "closed": 0.9927905004240882, "recall": 0.012968299711815562 }, { "P1": 0.9333000183105469, "closed": 0.9927905004240882, "recall": 0.012968299711815562 }, { "P1": 0.949999988079071, "closed": 0.9953350296861747, "recall": 0.007204610951008645 }, { "P1": 0.96670001745224, "closed": 0.9991518235793045, "recall": 0.002881844380403458 }, { "P1": 0.983299970626831, "closed": 0.9991518235793045, "recall": 0.002881844380403458 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 221.0, "AUC_p1": 0.5605902183122713 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.05000000074505806 }, "final": { "a": 69.0, "b": 126.0, "c": 152.0, "d": 376.0, "n": 723.0, "base": 0.30567081604426005, "POD": 0.31221719457013575, "POFD": 0.250996015936255, "FAR": 0.6461538461538462, "FBI": 0.8823529411764706, "CSI": 0.1988472622478386, "SEDI": 0.0945684292494227 }, "one_stage": { "a": 18.0, "b": 39.0, "c": 203.0, "d": 463.0, "n": 723.0, "base": 0.30567081604426005, "POD": 0.08144796380090498, "POFD": 0.07768924302788845, "FAR": 0.6842105263157895, "FBI": 0.2579185520361991, "CSI": 0.06923076923076923, "SEDI": 0.009817275289098162 }, "AUC_p1": 0.5605902183122713 } }, "W6": { "n_train": 2358, "n_valid": 723, "n_feat": 99, "n_feat_dropped": 0, "base": 0.3112033195020747, "reg": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.5572519083969465, "recall": 0.5314787701317716 }, { "P1": 0.0333000011742115, "closed": 0.5572519083969465, "recall": 0.5314787701317716 }, { "P1": 0.05000000074505806, "closed": 0.6149279050042409, "recall": 0.465592972181552 }, { "P1": 0.06669999659061432, "closed": 0.6942324003392706, "recall": 0.36749633967789164 }, { "P1": 0.08330000191926956, "closed": 0.6942324003392706, "recall": 0.36749633967789164 }, { "P1": 0.10000000149011612, "closed": 0.7213740458015268, "recall": 0.3323572474377745 }, { "P1": 0.11670000106096268, "closed": 0.7561492790500424, "recall": 0.2752562225475842 }, { "P1": 0.13330000638961792, "closed": 0.7561492790500424, "recall": 0.2752562225475842 }, { "P1": 0.15000000596046448, "closed": 0.7735368956743003, "recall": 0.2562225475841874 }, { "P1": 0.16670000553131104, "closed": 0.8023748939779474, "recall": 0.21376281112737922 }, { "P1": 0.18330000340938568, "closed": 0.8023748939779474, "recall": 0.21376281112737922 }, { "P1": 0.20000000298023224, "closed": 0.8125530110262935, "recall": 0.20497803806734993 }, { "P1": 0.2167000025510788, "closed": 0.8307888040712468, "recall": 0.18740849194729137 }, { "P1": 0.23330000042915344, "closed": 0.8307888040712468, "recall": 0.18740849194729137 }, { "P1": 0.25, "closed": 0.8396946564885497, "recall": 0.17569546120058566 }, { "P1": 0.26669999957084656, "closed": 0.8604749787955894, "recall": 0.1493411420204978 }, { "P1": 0.2833000123500824, "closed": 0.8604749787955894, "recall": 0.1493411420204978 }, { "P1": 0.30000001192092896, "closed": 0.868108566581849, "recall": 0.14348462664714495 }, { "P1": 0.3167000114917755, "closed": 0.8821034775233249, "recall": 0.1273792093704246 }, { "P1": 0.33329999446868896, "closed": 0.8821034775233249, "recall": 0.1273792093704246 }, { "P1": 0.3499999940395355, "closed": 0.8867684478371501, "recall": 0.12298682284040996 }, { "P1": 0.3666999936103821, "closed": 0.8956743002544529, "recall": 0.11273792093704246 }, { "P1": 0.3833000063896179, "closed": 0.8956743002544529, "recall": 0.11273792093704246 }, { "P1": 0.4000000059604645, "closed": 0.9007633587786259, "recall": 0.1054172767203514 }, { "P1": 0.41670000553131104, "closed": 0.9117896522476675, "recall": 0.09663250366032211 }, { "P1": 0.4332999885082245, "closed": 0.9117896522476675, "recall": 0.09663250366032211 }, { "P1": 0.44999998807907104, "closed": 0.916030534351145, "recall": 0.09077598828696926 }, { "P1": 0.4666999876499176, "closed": 0.9232400339270568, "recall": 0.08199121522693997 }, { "P1": 0.48330000042915344, "closed": 0.9232400339270568, "recall": 0.08199121522693997 }, { "P1": 0.5, "closed": 0.9296013570822731, "recall": 0.07613469985358712 }, { "P1": 0.516700029373169, "closed": 0.9397794741306191, "recall": 0.06881405563689605 }, { "P1": 0.53329998254776, "closed": 0.9397794741306191, "recall": 0.06881405563689605 }, { "P1": 0.550000011920929, "closed": 0.9448685326547922, "recall": 0.06588579795021962 }, { "P1": 0.5666999816894531, "closed": 0.9533502968617472, "recall": 0.055636896046852125 }, { "P1": 0.583299994468689, "closed": 0.9533502968617472, "recall": 0.055636896046852125 }, { "P1": 0.6000000238418579, "closed": 0.9563189143341815, "recall": 0.055636896046852125 }, { "P1": 0.6166999936103821, "closed": 0.9626802374893978, "recall": 0.048316251830161056 }, { "P1": 0.6333000063896179, "closed": 0.9626802374893978, "recall": 0.048316251830161056 }, { "P1": 0.6499999761581421, "closed": 0.9643765903307888, "recall": 0.04538799414348463 }, { "P1": 0.666700005531311, "closed": 0.9715860899067006, "recall": 0.036603221083455345 }, { "P1": 0.6833000183105469, "closed": 0.9715860899067006, "recall": 0.036603221083455345 }, { "P1": 0.699999988079071, "closed": 0.9745547073791349, "recall": 0.032210834553440704 }, { "P1": 0.71670001745224, "closed": 0.9787955894826124, "recall": 0.029282576866764276 }, { "P1": 0.733299970626831, "closed": 0.9787955894826124, "recall": 0.029282576866764276 }, { "P1": 0.75, "closed": 0.9813401187446988, "recall": 0.027818448023426062 }, { "P1": 0.766700029373169, "closed": 0.9868532654792197, "recall": 0.017569546120058566 }, { "P1": 0.78329998254776, "closed": 0.9868532654792197, "recall": 0.017569546120058566 }, { "P1": 0.800000011920929, "closed": 0.9881255301102629, "recall": 0.014641288433382138 }, { "P1": 0.8166999816894531, "closed": 0.9923664122137404, "recall": 0.010248901903367497 }, { "P1": 0.833299994468689, "closed": 0.9923664122137404, "recall": 0.010248901903367497 }, { "P1": 0.8500000238418579, "closed": 0.993214588634436, "recall": 0.007320644216691069 }, { "P1": 0.8666999936103821, "closed": 0.996607294317218, "recall": 0.0029282576866764276 }, { "P1": 0.8999999761581421, "closed": 0.996607294317218, "recall": 0.0029282576866764276 }, { "P1": 0.916700005531311, "closed": 0.9987277353689568, "recall": 0.0014641288433382138 }, { "P1": 0.9333000183105469, "closed": 0.9987277353689568, "recall": 0.0014641288433382138 }, { "P1": 0.96670001745224, "closed": 1.0, "recall": 0.0 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 225.0, "AUC_p1": 0.583743864346274 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "ridge0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "ridge1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "enet0", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "enet1", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.06669999659061432 }, "final": { "a": 85.0, "b": 140.0, "c": 140.0, "d": 358.0, "n": 723.0, "base": 0.3112033195020747, "POD": 0.37777777777777777, "POFD": 0.28112449799196787, "FAR": 0.6222222222222222, "FBI": 1.0, "CSI": 0.2328767123287671, "SEDI": 0.14437454343936176 }, "one_stage": { "a": 15.0, "b": 26.0, "c": 210.0, "d": 472.0, "n": 723.0, "base": 0.3112033195020747, "POD": 0.06666666666666667, "POFD": 0.05220883534136546, "FAR": 0.6341463414634146, "FBI": 0.18222222222222223, "CSI": 0.05976095617529881, "SEDI": 0.04492782006176638 }, "AUC_p1": 0.583743864346274 }, "clf": { "gate": { "P1": 0.0, "trade": [ { "P1": 0.0, "closed": 0.0, "recall": 1.0 }, { "P1": 0.016699999570846558, "closed": 0.6221374045801527, "recall": 0.4685212298682284 }, { "P1": 0.0333000011742115, "closed": 0.6221374045801527, "recall": 0.4685212298682284 }, { "P1": 0.05000000074505806, "closed": 0.6704834605597965, "recall": 0.40995607613469986 }, { "P1": 0.06669999659061432, "closed": 0.73960983884648, "recall": 0.31332357247437775 }, { "P1": 0.08330000191926956, "closed": 0.73960983884648, "recall": 0.31332357247437775 }, { "P1": 0.10000000149011612, "closed": 0.7591178965224767, "recall": 0.2884333821376281 }, { "P1": 0.11670000106096268, "closed": 0.7896522476675149, "recall": 0.24890190336749635 }, { "P1": 0.13330000638961792, "closed": 0.7896522476675149, "recall": 0.24890190336749635 }, { "P1": 0.15000000596046448, "closed": 0.8015267175572519, "recall": 0.23718887262079064 }, { "P1": 0.16670000553131104, "closed": 0.8176420695504665, "recall": 0.2225475841874085 }, { "P1": 0.18330000340938568, "closed": 0.8176420695504665, "recall": 0.2225475841874085 }, { "P1": 0.20000000298023224, "closed": 0.8240033927056828, "recall": 0.21522693997071743 }, { "P1": 0.2167000025510788, "closed": 0.8422391857506362, "recall": 0.19472913616398244 }, { "P1": 0.23330000042915344, "closed": 0.8422391857506362, "recall": 0.19472913616398244 }, { "P1": 0.25, "closed": 0.8481764206955047, "recall": 0.18887262079062958 }, { "P1": 0.26669999957084656, "closed": 0.861323155216285, "recall": 0.17130307467057102 }, { "P1": 0.2833000123500824, "closed": 0.861323155216285, "recall": 0.17130307467057102 }, { "P1": 0.30000001192092896, "closed": 0.8659881255301103, "recall": 0.16544655929721816 }, { "P1": 0.3167000114917755, "closed": 0.8736217133163698, "recall": 0.1493411420204978 }, { "P1": 0.33329999446868896, "closed": 0.8736217133163698, "recall": 0.1493411420204978 }, { "P1": 0.3499999940395355, "closed": 0.8770144189991518, "recall": 0.14055636896046853 }, { "P1": 0.3666999936103821, "closed": 0.8829516539440203, "recall": 0.1376281112737921 }, { "P1": 0.3833000063896179, "closed": 0.8829516539440203, "recall": 0.1376281112737921 }, { "P1": 0.4000000059604645, "closed": 0.8905852417302799, "recall": 0.13030746705710103 }, { "P1": 0.41670000553131104, "closed": 0.8977947413061917, "recall": 0.12298682284040996 }, { "P1": 0.4332999885082245, "closed": 0.8977947413061917, "recall": 0.12298682284040996 }, { "P1": 0.44999998807907104, "closed": 0.9003392705682782, "recall": 0.12152269399707175 }, { "P1": 0.4666999876499176, "closed": 0.9050042408821035, "recall": 0.11566617862371889 }, { "P1": 0.48330000042915344, "closed": 0.9050042408821035, "recall": 0.11566617862371889 }, { "P1": 0.5, "closed": 0.9117896522476675, "recall": 0.10980966325036604 }, { "P1": 0.516700029373169, "closed": 0.9219677692960135, "recall": 0.10248901903367497 }, { "P1": 0.53329998254776, "closed": 0.9219677692960135, "recall": 0.10248901903367497 }, { "P1": 0.550000011920929, "closed": 0.9253604749787956, "recall": 0.09809663250366032 }, { "P1": 0.5666999816894531, "closed": 0.9329940627650551, "recall": 0.08638360175695461 }, { "P1": 0.583299994468689, "closed": 0.9329940627650551, "recall": 0.08638360175695461 }, { "P1": 0.6000000238418579, "closed": 0.9372349448685326, "recall": 0.08052708638360176 }, { "P1": 0.6166999936103821, "closed": 0.94529262086514, "recall": 0.06881405563689605 }, { "P1": 0.6333000063896179, "closed": 0.94529262086514, "recall": 0.06881405563689605 }, { "P1": 0.6499999761581421, "closed": 0.9495335029686175, "recall": 0.06442166910688141 }, { "P1": 0.666700005531311, "closed": 0.9550466497031382, "recall": 0.060029282576866766 }, { "P1": 0.6833000183105469, "closed": 0.9550466497031382, "recall": 0.060029282576866766 }, { "P1": 0.699999988079071, "closed": 0.9584393553859203, "recall": 0.05710102489019034 }, { "P1": 0.71670001745224, "closed": 0.9652247667514843, "recall": 0.0527086383601757 }, { "P1": 0.733299970626831, "closed": 0.9652247667514843, "recall": 0.0527086383601757 }, { "P1": 0.75, "closed": 0.9686174724342663, "recall": 0.04978038067349927 }, { "P1": 0.766700029373169, "closed": 0.9732824427480916, "recall": 0.0424597364568082 }, { "P1": 0.78329998254776, "closed": 0.9732824427480916, "recall": 0.0424597364568082 }, { "P1": 0.800000011920929, "closed": 0.9749787955894826, "recall": 0.03953147877013177 }, { "P1": 0.8166999816894531, "closed": 0.9775233248515691, "recall": 0.036603221083455345 }, { "P1": 0.833299994468689, "closed": 0.9775233248515691, "recall": 0.036603221083455345 }, { "P1": 0.8500000238418579, "closed": 0.9792196776929601, "recall": 0.032210834553440704 }, { "P1": 0.8666999936103821, "closed": 0.9851569126378287, "recall": 0.021961932650073207 }, { "P1": 0.8833000063896179, "closed": 0.9851569126378287, "recall": 0.021961932650073207 }, { "P1": 0.8999999761581421, "closed": 0.9881255301102629, "recall": 0.017569546120058566 }, { "P1": 0.916700005531311, "closed": 0.9944868532654793, "recall": 0.005856515373352855 }, { "P1": 0.9333000183105469, "closed": 0.9944868532654793, "recall": 0.005856515373352855 }, { "P1": 0.949999988079071, "closed": 0.9961832061068703, "recall": 0.0029282576866764276 }, { "P1": 0.96670001745224, "closed": 0.9987277353689568, "recall": 0.0 }, { "P1": 1.0, "closed": 0.9987277353689568, "recall": 0.0 } ], "kept_frac_train": 1.0, "kept_frac": 1.0, "events_lost": 0.0, "events_total": 225.0, "AUC_p1": 0.5333601070950469 }, "members1": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "stage2": { "members": [ "lgbm0_0", "etree0_0", "rforest0_0", "hgb0_0", "mlp0_0", "logreg0", "knn0", "lgbm0_1", "etree0_1", "rforest0_1", "hgb0_1", "mlp0_1", "logreg1", "knn1", "lgbm0_2", "etree0_2", "rforest0_2", "hgb0_2", "mlp0_2", "logreg2", "knn2", "lgbm0_3", "etree0_3", "rforest0_3", "hgb0_3", "mlp1_0", "logreg3", "lgbm0_4", "etree1_0", "rforest1_0", "hgb1_0", "mlp1_1", "lgbm0_5", "etree1_1", "rforest1_1", "hgb1_1", "mlp1_2", "lgbm1_0", "etree1_2", "rforest1_2", "hgb1_2", "lgbm1_1", "etree1_3", "rforest1_3", "hgb1_3", "lgbm1_2", "lgbm1_3", "lgbm1_4", "lgbm1_5", "lgbm2_0", "lgbm2_1", "lgbm2_2", "lgbm2_3", "lgbm2_4", "lgbm2_5", "lgbm3_0", "lgbm3_1", "lgbm3_2", "lgbm3_3", "lgbm3_4" ], "n_train2": 2358, "P2": 0.05000000074505806 }, "final": { "a": 76.0, "b": 148.0, "c": 149.0, "d": 350.0, "n": 723.0, "base": 0.3112033195020747, "POD": 0.3377777777777778, "POFD": 0.2971887550200803, "FAR": 0.6607142857142857, "FBI": 0.9955555555555555, "CSI": 0.2037533512064343, "SEDI": 0.061205572233677674 }, "one_stage": { "a": 15.0, "b": 38.0, "c": 210.0, "d": 460.0, "n": 723.0, "base": 0.3112033195020747, "POD": 0.06666666666666667, "POFD": 0.07630522088353414, "FAR": 0.7169811320754716, "FBI": 0.23555555555555555, "CSI": 0.057034220532319393, "SEDI": -0.02678310327109196 }, "AUC_p1": 0.5333601070950469 } }, "_meta": { "ipoint": 17, "point": 175, "region": 6, "lat": 13.0, "lon": 108.75, "track": "ai", "NMEMBER": 60, "RECALL1": 0.95, "NFOLD": 5 } }