{
 "W1": {
  "n_train": 2360,
  "n_valid": 726,
  "n_feat": 72,
  "base": 0.37327823691460055,
  "reg": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.4088983050847458,
      "recall": 0.8727810650887574
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.48305084745762716,
      "recall": 0.8057199211045365
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.5690677966101695,
      "recall": 0.7159763313609467
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.6008474576271187,
      "recall": 0.6775147928994083
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.6008474576271187,
      "recall": 0.6775147928994083
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.625,
      "recall": 0.6479289940828402
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.6652542372881356,
      "recall": 0.5946745562130178
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.6906779661016949,
      "recall": 0.5552268244575936
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.6906779661016949,
      "recall": 0.5552268244575936
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.7148305084745763,
      "recall": 0.5216962524654832
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.7944915254237288,
      "recall": 0.39349112426035504
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.8453389830508474,
      "recall": 0.3116370808678501
     },
     {
      "P1": 1.0,
      "closed": 0.8453389830508474,
      "recall": 0.3116370808678501
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 271.0,
    "AUC_p1": 0.7959855642512469
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "ridge0",
    "enet",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "ridge0",
     "enet",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.15379999577999115
   },
   "final": {
    "a": 190.0,
    "b": 94.0,
    "c": 81.0,
    "d": 361.0,
    "n": 726.0,
    "base": 0.37327823691460055,
    "POD": 0.7011070110701108,
    "POFD": 0.20659340659340658,
    "FAR": 0.33098591549295775,
    "FBI": 1.047970479704797,
    "CSI": 0.5205479452054794,
    "SEDI": 0.6520428595627622
   },
   "one_stage": {
    "a": 158.0,
    "b": 46.0,
    "c": 113.0,
    "d": 409.0,
    "n": 726.0,
    "base": 0.37327823691460055,
    "POD": 0.5830258302583026,
    "POFD": 0.1010989010989011,
    "FAR": 0.22549019607843138,
    "FBI": 0.7527675276752768,
    "CSI": 0.49842271293375395,
    "SEDI": 0.6610585052958962
   },
   "AUC_p1": 0.7959855642512469
  },
  "clf": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.43347457627118646,
      "recall": 0.8589743589743589
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.48516949152542377,
      "recall": 0.8155818540433925
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.5470338983050848,
      "recall": 0.7514792899408284
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.5703389830508474,
      "recall": 0.7248520710059172
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.5703389830508474,
      "recall": 0.7248520710059172
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.5957627118644068,
      "recall": 0.6863905325443787
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.6368644067796609,
      "recall": 0.6420118343195266
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.6584745762711864,
      "recall": 0.6124260355029586
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.6584745762711864,
      "recall": 0.6124260355029586
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.6838983050847458,
      "recall": 0.5779092702169625
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.7338983050847457,
      "recall": 0.504930966469428
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.7745762711864407,
      "recall": 0.4329388560157791
     },
     {
      "P1": 1.0,
      "closed": 0.7745762711864407,
      "recall": 0.4329388560157791
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 271.0,
    "AUC_p1": 0.7642188070232351
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "logreg0",
    "logreg1",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "logreg0",
     "logreg1",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.15379999577999115
   },
   "final": {
    "a": 194.0,
    "b": 112.0,
    "c": 77.0,
    "d": 343.0,
    "n": 726.0,
    "base": 0.37327823691460055,
    "POD": 0.7158671586715867,
    "POFD": 0.24615384615384617,
    "FAR": 0.3660130718954248,
    "FBI": 1.1291512915129152,
    "CSI": 0.5065274151436031,
    "SEDI": 0.623534326166572
   },
   "one_stage": {
    "a": 155.0,
    "b": 60.0,
    "c": 116.0,
    "d": 395.0,
    "n": 726.0,
    "base": 0.37327823691460055,
    "POD": 0.5719557195571956,
    "POFD": 0.13186813186813187,
    "FAR": 0.27906976744186046,
    "FBI": 0.7933579335793358,
    "CSI": 0.46827794561933533,
    "SEDI": 0.6082873974176622
   },
   "AUC_p1": 0.7642188070232351
  }
 },
 "W2": {
  "n_train": 2360,
  "n_valid": 726,
  "n_feat": 72,
  "base": 0.29338842975206614,
  "reg": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.547457627118644,
      "recall": 0.6634730538922156
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6491525423728813,
      "recall": 0.5592814371257485
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.747457627118644,
      "recall": 0.4275449101796407
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.775,
      "recall": 0.39281437125748503
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.775,
      "recall": 0.39281437125748503
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.8025423728813559,
      "recall": 0.35568862275449104
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.840677966101695,
      "recall": 0.3017964071856287
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.8576271186440678,
      "recall": 0.2718562874251497
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.8576271186440678,
      "recall": 0.2718562874251497
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.8817796610169492,
      "recall": 0.2251497005988024
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9326271186440678,
      "recall": 0.1317365269461078
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.9665254237288136,
      "recall": 0.06347305389221557
     },
     {
      "P1": 1.0,
      "closed": 0.9665254237288136,
      "recall": 0.06347305389221557
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 213.0,
    "AUC_p1": 0.7159029550924781
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "ridge0",
    "enet",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "ridge0",
     "enet",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.07689999788999557
   },
   "final": {
    "a": 143.0,
    "b": 149.0,
    "c": 70.0,
    "d": 364.0,
    "n": 726.0,
    "base": 0.29338842975206614,
    "POD": 0.6713615023474179,
    "POFD": 0.290448343079922,
    "FAR": 0.5102739726027398,
    "FBI": 1.3708920187793427,
    "CSI": 0.39502762430939226,
    "SEDI": 0.5201278166642964
   },
   "one_stage": {
    "a": 45.0,
    "b": 31.0,
    "c": 168.0,
    "d": 482.0,
    "n": 726.0,
    "base": 0.29338842975206614,
    "POD": 0.2112676056338028,
    "POFD": 0.06042884990253411,
    "FAR": 0.40789473684210525,
    "FBI": 0.3568075117370892,
    "CSI": 0.18442622950819673,
    "SEDI": 0.30611124806555146
   },
   "AUC_p1": 0.7159029550924781
  },
  "clf": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.513135593220339,
      "recall": 0.6934131736526946
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6059322033898304,
      "recall": 0.6071856287425149
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.7021186440677967,
      "recall": 0.47904191616766467
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.7347457627118644,
      "recall": 0.43233532934131735
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.7347457627118644,
      "recall": 0.43233532934131735
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.760593220338983,
      "recall": 0.4
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.8105932203389831,
      "recall": 0.33053892215568864
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.8305084745762712,
      "recall": 0.3005988023952096
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.8305084745762712,
      "recall": 0.3005988023952096
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.851271186440678,
      "recall": 0.27664670658682633
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9029661016949153,
      "recall": 0.17604790419161676
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.934322033898305,
      "recall": 0.12095808383233533
     },
     {
      "P1": 1.0,
      "closed": 0.934322033898305,
      "recall": 0.12095808383233533
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 213.0,
    "AUC_p1": 0.6947121324437855
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "logreg0",
    "logreg1",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "logreg0",
     "logreg1",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.15379999577999115
   },
   "final": {
    "a": 125.0,
    "b": 115.0,
    "c": 88.0,
    "d": 398.0,
    "n": 726.0,
    "base": 0.29338842975206614,
    "POD": 0.5868544600938967,
    "POFD": 0.22417153996101363,
    "FAR": 0.4791666666666667,
    "FBI": 1.1267605633802817,
    "CSI": 0.38109756097560976,
    "SEDI": 0.5029835215540286
   },
   "one_stage": {
    "a": 59.0,
    "b": 40.0,
    "c": 154.0,
    "d": 473.0,
    "n": 726.0,
    "base": 0.29338842975206614,
    "POD": 0.27699530516431925,
    "POFD": 0.07797270955165692,
    "FAR": 0.40404040404040403,
    "FBI": 0.4647887323943662,
    "CSI": 0.233201581027668,
    "SEDI": 0.35626454599888197
   },
   "AUC_p1": 0.6947121324437855
  }
 },
 "W3": {
  "n_train": 2360,
  "n_valid": 726,
  "n_feat": 72,
  "base": 0.3044077134986226,
  "reg": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.5538135593220339,
      "recall": 0.5729665071770335
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6690677966101695,
      "recall": 0.4557416267942584
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.7851694915254237,
      "recall": 0.3014354066985646
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.8148305084745763,
      "recall": 0.25717703349282295
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.8148305084745763,
      "recall": 0.25717703349282295
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.839406779661017,
      "recall": 0.2284688995215311
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.877542372881356,
      "recall": 0.17583732057416268
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.8995762711864407,
      "recall": 0.13995215311004786
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.8995762711864407,
      "recall": 0.13995215311004786
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.9220338983050848,
      "recall": 0.10885167464114832
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9605932203389831,
      "recall": 0.061004784688995214
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.9800847457627119,
      "recall": 0.02751196172248804
     },
     {
      "P1": 1.0,
      "closed": 0.9800847457627119,
      "recall": 0.02751196172248804
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 221.0,
    "AUC_p1": 0.6676403386945029
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "ridge0",
    "enet",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "ridge0",
     "enet",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.07689999788999557
   },
   "final": {
    "a": 133.0,
    "b": 162.0,
    "c": 88.0,
    "d": 343.0,
    "n": 726.0,
    "base": 0.3044077134986226,
    "POD": 0.6018099547511312,
    "POFD": 0.3207920792079208,
    "FAR": 0.5491525423728814,
    "FBI": 1.334841628959276,
    "CSI": 0.3472584856396867,
    "SEDI": 0.3939624676227574
   },
   "one_stage": {
    "a": 44.0,
    "b": 25.0,
    "c": 177.0,
    "d": 480.0,
    "n": 726.0,
    "base": 0.3044077134986226,
    "POD": 0.19909502262443438,
    "POFD": 0.04950495049504951,
    "FAR": 0.36231884057971014,
    "FBI": 0.31221719457013575,
    "CSI": 0.17886178861788618,
    "SEDI": 0.3194622461745331
   },
   "AUC_p1": 0.6676403386945029
  },
  "clf": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.5207627118644067,
      "recall": 0.5681818181818182
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6050847457627119,
      "recall": 0.4880382775119617
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.6978813559322035,
      "recall": 0.3827751196172249
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.7292372881355933,
      "recall": 0.3409090909090909
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.7292372881355933,
      "recall": 0.3409090909090909
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.7572033898305085,
      "recall": 0.30980861244019137
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.8233050847457627,
      "recall": 0.23086124401913877
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.8487288135593221,
      "recall": 0.20095693779904306
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.8487288135593221,
      "recall": 0.20095693779904306
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.8720338983050847,
      "recall": 0.17105263157894737
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9220338983050848,
      "recall": 0.10645933014354067
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.9453389830508474,
      "recall": 0.07775119617224881
     },
     {
      "P1": 1.0,
      "closed": 0.9453389830508474,
      "recall": 0.07775119617224881
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 221.0,
    "AUC_p1": 0.6351910756686528
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "logreg0",
    "logreg1",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "logreg0",
     "logreg1",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.15379999577999115
   },
   "final": {
    "a": 100.0,
    "b": 124.0,
    "c": 121.0,
    "d": 381.0,
    "n": 726.0,
    "base": 0.3044077134986226,
    "POD": 0.45248868778280543,
    "POFD": 0.24554455445544554,
    "FAR": 0.5535714285714286,
    "FBI": 1.0135746606334841,
    "CSI": 0.2898550724637681,
    "SEDI": 0.30242658262549693
   },
   "one_stage": {
    "a": 53.0,
    "b": 36.0,
    "c": 168.0,
    "d": 469.0,
    "n": 726.0,
    "base": 0.3044077134986226,
    "POD": 0.2398190045248869,
    "POFD": 0.07128712871287128,
    "FAR": 0.4044943820224719,
    "FBI": 0.40271493212669685,
    "CSI": 0.20622568093385213,
    "SEDI": 0.3199889230478112
   },
   "AUC_p1": 0.6351910756686528
  }
 },
 "W4": {
  "n_train": 2360,
  "n_valid": 726,
  "n_feat": 72,
  "base": 0.30165289256198347,
  "reg": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.5546610169491526,
      "recall": 0.525030525030525
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6648305084745763,
      "recall": 0.39438339438339437
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.784322033898305,
      "recall": 0.2698412698412698
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.8203389830508474,
      "recall": 0.22466422466422467
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.8203389830508474,
      "recall": 0.22466422466422467
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.8478813559322034,
      "recall": 0.19413919413919414
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.8944915254237288,
      "recall": 0.13553113553113552
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.9135593220338983,
      "recall": 0.11233211233211234
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.9135593220338983,
      "recall": 0.11233211233211234
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.9351694915254237,
      "recall": 0.08180708180708181
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9766949152542372,
      "recall": 0.02442002442002442
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.985593220338983,
      "recall": 0.015873015873015872
     },
     {
      "P1": 1.0,
      "closed": 0.985593220338983,
      "recall": 0.015873015873015872
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 219.0,
    "AUC_p1": 0.6231435699296606
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "ridge0",
    "enet",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "ridge0",
     "enet",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.15379999577999115
   },
   "final": {
    "a": 98.0,
    "b": 125.0,
    "c": 121.0,
    "d": 382.0,
    "n": 726.0,
    "base": 0.30165289256198347,
    "POD": 0.4474885844748858,
    "POFD": 0.2465483234714004,
    "FAR": 0.5605381165919282,
    "FBI": 1.0182648401826484,
    "CSI": 0.28488372093023256,
    "SEDI": 0.29418369815570616
   },
   "one_stage": {
    "a": 37.0,
    "b": 26.0,
    "c": 182.0,
    "d": 481.0,
    "n": 726.0,
    "base": 0.30165289256198347,
    "POD": 0.1689497716894977,
    "POFD": 0.05128205128205128,
    "FAR": 0.4126984126984127,
    "FBI": 0.2876712328767123,
    "CSI": 0.1510204081632653,
    "SEDI": 0.2656655340219127
   },
   "AUC_p1": 0.6231435699296606
  },
  "clf": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.5173728813559322,
      "recall": 0.5506715506715507
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6186440677966102,
      "recall": 0.4358974358974359
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.722457627118644,
      "recall": 0.3137973137973138
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.7580508474576271,
      "recall": 0.2600732600732601
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.7580508474576271,
      "recall": 0.2600732600732601
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.7830508474576271,
      "recall": 0.23809523809523808
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.8440677966101695,
      "recall": 0.18437118437118438
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.8720338983050847,
      "recall": 0.16483516483516483
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.8720338983050847,
      "recall": 0.16483516483516483
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.8978813559322034,
      "recall": 0.13064713064713065
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9415254237288135,
      "recall": 0.06715506715506715
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.9605932203389831,
      "recall": 0.040293040293040296
     },
     {
      "P1": 1.0,
      "closed": 0.9605932203389831,
      "recall": 0.040293040293040296
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 219.0,
    "AUC_p1": 0.6318121639512577
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "logreg0",
    "logreg1",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "logreg0",
     "logreg1",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.15379999577999115
   },
   "final": {
    "a": 106.0,
    "b": 140.0,
    "c": 113.0,
    "d": 367.0,
    "n": 726.0,
    "base": 0.30165289256198347,
    "POD": 0.4840182648401826,
    "POFD": 0.27613412228796846,
    "FAR": 0.5691056910569106,
    "FBI": 1.1232876712328768,
    "CSI": 0.29526462395543174,
    "SEDI": 0.3001903077177743
   },
   "one_stage": {
    "a": 50.0,
    "b": 43.0,
    "c": 169.0,
    "d": 464.0,
    "n": 726.0,
    "base": 0.30165289256198347,
    "POD": 0.228310502283105,
    "POFD": 0.08481262327416174,
    "FAR": 0.46236559139784944,
    "FBI": 0.4246575342465753,
    "CSI": 0.19083969465648856,
    "SEDI": 0.2704486729861488
   },
   "AUC_p1": 0.6318121639512577
  }
 },
 "W5": {
  "n_train": 2360,
  "n_valid": 726,
  "n_feat": 72,
  "base": 0.3209366391184573,
  "reg": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.5457627118644068,
      "recall": 0.5489467162329615
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6627118644067796,
      "recall": 0.40396530359355637
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.7847457627118644,
      "recall": 0.24287484510532836
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.8283898305084746,
      "recall": 0.18339529120198264
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.8283898305084746,
      "recall": 0.18339529120198264
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.8601694915254238,
      "recall": 0.1524163568773234
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.9101694915254237,
      "recall": 0.08426270136307311
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.9317796610169492,
      "recall": 0.05947955390334572
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.9317796610169492,
      "recall": 0.05947955390334572
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.948728813559322,
      "recall": 0.03717472118959108
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9800847457627119,
      "recall": 0.011152416356877323
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.9885593220338983,
      "recall": 0.008674101610904586
     },
     {
      "P1": 1.0,
      "closed": 0.9885593220338983,
      "recall": 0.008674101610904586
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 233.0,
    "AUC_p1": 0.5557330524336418
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "ridge0",
    "enet",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "ridge0",
     "enet",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.15379999577999115
   },
   "final": {
    "a": 80.0,
    "b": 135.0,
    "c": 153.0,
    "d": 358.0,
    "n": 726.0,
    "base": 0.3209366391184573,
    "POD": 0.34334763948497854,
    "POFD": 0.2738336713995943,
    "FAR": 0.627906976744186,
    "FBI": 0.9227467811158798,
    "CSI": 0.21739130434782608,
    "SEDI": 0.10527071210140147
   },
   "one_stage": {
    "a": 28.0,
    "b": 39.0,
    "c": 205.0,
    "d": 454.0,
    "n": 726.0,
    "base": 0.3209366391184573,
    "POD": 0.12017167381974249,
    "POFD": 0.07910750507099391,
    "FAR": 0.582089552238806,
    "FBI": 0.2875536480686695,
    "CSI": 0.10294117647058823,
    "SEDI": 0.09529571203432254
   },
   "AUC_p1": 0.5557330524336418
  },
  "clf": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.5432203389830508,
      "recall": 0.540272614622057
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.638135593220339,
      "recall": 0.41759603469640644
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.7364406779661017,
      "recall": 0.2850061957868649
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.7754237288135593,
      "recall": 0.23296158612143741
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.7754237288135593,
      "recall": 0.23296158612143741
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.8042372881355933,
      "recall": 0.19083023543990088
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.8703389830508474,
      "recall": 0.10532837670384139
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.8919491525423728,
      "recall": 0.08302354399008674
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.8919491525423728,
      "recall": 0.08302354399008674
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.9127118644067796,
      "recall": 0.06319702602230483
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9457627118644067,
      "recall": 0.02973977695167286
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.9631355932203389,
      "recall": 0.01982651796778191
     },
     {
      "P1": 1.0,
      "closed": 0.9631355932203389,
      "recall": 0.01982651796778191
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 233.0,
    "AUC_p1": 0.5575351052068008
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "logreg0",
    "logreg1",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "logreg0",
     "logreg1",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.07689999788999557
   },
   "final": {
    "a": 119.0,
    "b": 208.0,
    "c": 114.0,
    "d": 285.0,
    "n": 726.0,
    "base": 0.3209366391184573,
    "POD": 0.5107296137339056,
    "POFD": 0.42190669371196754,
    "FAR": 0.636085626911315,
    "FBI": 1.4034334763948497,
    "CSI": 0.2698412698412698,
    "SEDI": 0.127915878857504
   },
   "one_stage": {
    "a": 40.0,
    "b": 49.0,
    "c": 193.0,
    "d": 444.0,
    "n": 726.0,
    "base": 0.3209366391184573,
    "POD": 0.17167381974248927,
    "POFD": 0.09939148073022312,
    "FAR": 0.550561797752809,
    "FBI": 0.38197424892703863,
    "CSI": 0.14184397163120568,
    "SEDI": 0.14441126267981372
   },
   "AUC_p1": 0.5575351052068008
  }
 },
 "W6": {
  "n_train": 2360,
  "n_valid": 726,
  "n_feat": 72,
  "base": 0.33884297520661155,
  "reg": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.5694915254237288,
      "recall": 0.5669191919191919
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6728813559322033,
      "recall": 0.4292929292929293
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.7838983050847458,
      "recall": 0.29419191919191917
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.8194915254237288,
      "recall": 0.24873737373737373
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.8194915254237288,
      "recall": 0.24873737373737373
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.8508474576271187,
      "recall": 0.2058080808080808
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.8872881355932203,
      "recall": 0.15404040404040403
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.9076271186440678,
      "recall": 0.12373737373737374
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.9076271186440678,
      "recall": 0.12373737373737374
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.923728813559322,
      "recall": 0.10479797979797979
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9665254237288136,
      "recall": 0.04419191919191919
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.9834745762711864,
      "recall": 0.01893939393939394
     },
     {
      "P1": 1.0,
      "closed": 0.9834745762711864,
      "recall": 0.01893939393939394
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 246.0,
    "AUC_p1": 0.505420054200542
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "ridge0",
    "enet",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "ridge0",
     "enet",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.07689999788999557
   },
   "final": {
    "a": 115.0,
    "b": 227.0,
    "c": 131.0,
    "d": 253.0,
    "n": 726.0,
    "base": 0.33884297520661155,
    "POD": 0.46747967479674796,
    "POFD": 0.47291666666666665,
    "FAR": 0.6637426900584795,
    "FBI": 1.3902439024390243,
    "CSI": 0.24312896405919662,
    "SEDI": -0.007851639693549019
   },
   "one_stage": {
    "a": 33.0,
    "b": 49.0,
    "c": 213.0,
    "d": 431.0,
    "n": 726.0,
    "base": 0.33884297520661155,
    "POD": 0.13414634146341464,
    "POFD": 0.10208333333333333,
    "FAR": 0.5975609756097561,
    "FBI": 0.3333333333333333,
    "CSI": 0.11186440677966102,
    "SEDI": 0.06813488158787483
   },
   "AUC_p1": 0.505420054200542
  },
  "clf": {
   "gate": {
    "P1": 0.0,
    "trade": [
     {
      "P1": 0.0,
      "closed": 0.0,
      "recall": 1.0
     },
     {
      "P1": 0.07689999788999557,
      "closed": 0.5809322033898305,
      "recall": 0.5378787878787878
     },
     {
      "P1": 0.15379999577999115,
      "closed": 0.6542372881355932,
      "recall": 0.4532828282828283
     },
     {
      "P1": 0.23080000281333923,
      "closed": 0.7364406779661017,
      "recall": 0.3421717171717172
     },
     {
      "P1": 0.3077000081539154,
      "closed": 0.7639830508474577,
      "recall": 0.29924242424242425
     },
     {
      "P1": 0.3846000134944916,
      "closed": 0.7639830508474577,
      "recall": 0.29924242424242425
     },
     {
      "P1": 0.46149998903274536,
      "closed": 0.7906779661016949,
      "recall": 0.26136363636363635
     },
     {
      "P1": 0.5385000109672546,
      "closed": 0.839406779661017,
      "recall": 0.19823232323232323
     },
     {
      "P1": 0.6154000163078308,
      "closed": 0.8635593220338983,
      "recall": 0.16414141414141414
     },
     {
      "P1": 0.692300021648407,
      "closed": 0.8635593220338983,
      "recall": 0.16414141414141414
     },
     {
      "P1": 0.7692000269889832,
      "closed": 0.8822033898305085,
      "recall": 0.14646464646464646
     },
     {
      "P1": 0.8461999893188477,
      "closed": 0.9271186440677966,
      "recall": 0.09343434343434344
     },
     {
      "P1": 0.9230999946594238,
      "closed": 0.9444915254237288,
      "recall": 0.06565656565656566
     },
     {
      "P1": 1.0,
      "closed": 0.9444915254237288,
      "recall": 0.06565656565656566
     }
    ],
    "kept_frac_train": 1.0,
    "kept_frac": 1.0,
    "events_lost": 0.0,
    "events_total": 246.0,
    "AUC_p1": 0.5194613821138211
   },
   "members1": [
    "lgbm0",
    "lgbm1",
    "lgbm2",
    "lgbm3",
    "etree0",
    "rforest0",
    "hgb0",
    "hgb1",
    "mlp0",
    "mlp1",
    "logreg0",
    "logreg1",
    "knn0"
   ],
   "stage2": {
    "members": [
     "lgbm0",
     "lgbm1",
     "lgbm2",
     "lgbm3",
     "etree0",
     "rforest0",
     "hgb0",
     "hgb1",
     "mlp0",
     "mlp1",
     "logreg0",
     "logreg1",
     "knn0"
    ],
    "n_train2": 2360,
    "P2": 0.07689999788999557
   },
   "final": {
    "a": 123.0,
    "b": 227.0,
    "c": 123.0,
    "d": 253.0,
    "n": 726.0,
    "base": 0.33884297520661155,
    "POD": 0.5,
    "POFD": 0.47291666666666665,
    "FAR": 0.6485714285714286,
    "FBI": 1.4227642276422765,
    "CSI": 0.26004228329809725,
    "SEDI": 0.03906986629777234
   },
   "one_stage": {
    "a": 43.0,
    "b": 71.0,
    "c": 203.0,
    "d": 409.0,
    "n": 726.0,
    "base": 0.33884297520661155,
    "POD": 0.17479674796747968,
    "POFD": 0.14791666666666667,
    "FAR": 0.6228070175438597,
    "FBI": 0.4634146341463415,
    "CSI": 0.13564668769716087,
    "SEDI": 0.04966504953335894
   },
   "AUC_p1": 0.5194613821138211
  }
 },
 "_meta": {
  "ipoint": 15,
  "point": 95,
  "region": 6,
  "lat": 11.25,
  "lon": 107.5,
  "RECALL1": 0.95,
  "NFOLD": 5
 }
}