iteration,model,params,avg_val_accuracy,test_accuracy,avg_val_f1_macro,test_f1_macro,avg_val_f2_macro,test_f2_macro,avg_val_recall_macro,test_recall_macro,avg_val_precision_macro,test_precision_macro,avg_val_f1_class0,test_f1_class0,avg_val_f1_class1,test_f1_class1,avg_val_f2_class0,test_f2_class0,avg_val_f2_class1,test_f2_class1,avg_val_recall_class0,test_recall_class0,avg_val_recall_class1,test_recall_class1,avg_val_precision_class0,test_precision_class0,avg_val_precision_class1,test_precision_class1,avg_val_TP,test_TP,avg_val_TN,test_TN,avg_val_FP,test_FP,avg_val_FN,test_FN
0,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}",0.9800327989031355,0.9865689865689866,0.8432734469569239,0.8579034533521438,0.8463273763470681,0.8203934680779092,0.8515899964656558,0.7997561022084183,0.8467708025227314,0.94671748888719,0.9896627823964457,0.9931178310740355,0.6968841115174019,0.7226890756302521,0.9886230584594005,0.9961092749864033,0.7040316942347358,0.6446776611694153,0.9879434313179386,0.9981136030182352,0.7152365616133732,0.6013986013986014,0.9914509724774107,0.9881718198796431,0.7020906325680519,0.9052631578947369,115.6,86,5342.4,4762,65.2,9,46.0,57
1,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}",0.975723079769937,0.986975986975987,0.8216319970906991,0.8599124452782989,0.8312139643991052,0.8187978416363408,0.8427609530705539,0.7965739982088755,0.8180718957032059,0.9610201119635082,0.9873970638713784,0.9933291640608714,0.6558669303100195,0.7264957264957265,0.9852914597982387,0.9965700422470406,0.6771364689999719,0.6410256410256411,0.9839116001829756,0.9987424020121568,0.701610305958132,0.5944055944055944,0.991004685486673,0.9879742898610823,0.645139105919739,0.9340659340659341,113.4,85,5320.6,4765,87.0,6,48.2,58
2,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight'}",0.9759744907449643,0.9843304843304843,0.828725868202336,0.8201942528194885,0.8524874185311443,0.7719968369422847,0.8765757413066714,0.7477277490901469,0.8064909360166734,0.9596641717978286,0.9875131789920785,0.9919866791549589,0.6699385574125936,0.6484018264840182,0.9842449376662896,0.9961541677117298,0.7207298993959992,0.5478395061728395,0.982098649241669,0.9989520016767973,0.7710528333716741,0.4965034965034965,0.9930948489807564,0.9851178172798677,0.6198870230525906,0.9342105263157895,124.6,71,5310.8,4766,96.8,5,37.0,72
3,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight'}",0.9815776420702832,0.9863654863654864,0.8455250397471108,0.8527317741939091,0.851180169252375,0.8116037206067368,0.8560545222244521,0.7894761913835484,0.8397679021960645,0.9548922056384743,0.9904940690829267,0.9930171964564878,0.7005560104112949,0.7124463519313304,0.9897826471143268,0.9963192236908148,0.712577691390423,0.6268882175226587,0.9893117129559206,0.9985328023475163,0.7227973314929838,0.5804195804195804,0.9916932758915257,0.9875621890547264,0.6878425285006033,0.9222222222222223,116.8,83,5349.8,4764,57.8,7,44.8,60
4,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}",0.981181979107866,0.9865689865689866,0.8447637774139004,0.8530835228353733,0.8520423699024633,0.8093836088798947,0.8594935691458339,0.7861892875516854,0.8400523188128688,0.9649457434116999,0.9902816511998156,0.9931235674098771,0.6992459036279851,0.7130434782608696,0.989317617508824,0.9966124377901384,0.7147671222961026,0.622154779969651,0.9886827137843449,0.9989520016767973,0.7303044245073231,0.5734265734265734,0.9919199910379497,0.9873627511912161,0.688184646587788,0.9425287356321839,118.0,82,5346.4,4766,61.2,5,43.6,61
5,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}",0.9738916604581723,0.9841269841269841,0.8025200050073021,0.8153870162297128,0.8172016877562314,0.7655609827221695,0.8304562261576022,0.7408395419294602,0.786640795675313,0.9649596907692003,0.9864721416756025,0.9918851435705368,0.6185678683390019,0.6388888888888888,0.9842165537635422,0.9962382445141066,0.6501868217489205,0.5348837209302325,0.9827282639860885,0.9991616013414378,0.6781841883291158,0.4825174825174825,0.9902946012147016,0.9847139020863458,0.5829869901359244,0.9452054794520548,109.6,69,5314.2,4767,93.4,4,52.0,74
6,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}",0.9758668095023328,0.9857549857549858,0.8319131959827037,0.8480460411925193,0.83648147809202,0.8099384625546296,0.8470383217819697,0.7891617918865875,0.837126679288301,0.9400137837819753,0.9874143411395636,0.9927022518765638,0.676412050825844,0.7033898305084746,0.9852194107898138,0.9958167747333194,0.6877435453942262,0.6240601503759399,0.9838013579263348,0.9979040033535946,0.7102752856376046,0.5804195804195804,0.9912623666088203,0.9875544492843809,0.6829909919677812,0.8924731182795699,114.8,83,5320.0,4761,87.6,10,46.8,60
7,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}",0.9799609404845302,0.9863654863654864,0.8356089261900165,0.8502218435235476,0.8424847836937512,0.8060361396040803,0.849894371275871,0.7826927840551818,0.833324479344755,0.9645093543477004,0.989649616242281,0.9930201062610688,0.6815682361377521,0.7074235807860262,0.9886428417992136,0.9965707594513216,0.696326725588289,0.6155015197568389,0.9879798321921068,0.9989520016767973,0.711808910359635,0.5664335664335665,0.991360609249212,0.9871582435791217,0.6752883494402981,0.9418604651162791,115.0,81,5342.6,4766,65.0,5,46.6,62
8,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}",0.9788835219845173,0.9824989824989825,0.8447608916561954,0.7847476895995307,0.8501664229702659,0.731095666408683,0.8623706346469232,0.7060841066290657,0.8535131525544359,0.9749521168248134,0.9890168583971096,0.9910640066500416,0.700504924915281,0.5784313725490197,0.9872172266340092,0.9961565776830847,0.7131156193065226,0.4660347551342812,0.9860555856806267,0.999580800670719,0.7386856836132198,0.4125874125874126,0.9921751115484485,0.9826911188955285,0.7148511935604234,0.9672131147540983,119.4,59,5332.2,4769,75.4,2,42.2,84
9,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight'}",0.9745743573442753,0.985958485958486,0.8092059734499498,0.8483357077519362,0.8269453848575201,0.8077227180526358,0.8452822315542703,0.7858748880547246,0.7932616856553801,0.9492330016583748,0.9868134814037737,0.9928087545596664,0.6315984654961262,0.703862660944206,0.9842361467771921,0.9961100886732475,0.6696546229378482,0.6193353474320241,0.9825436058123207,0.9983232026828757,0.7080208572962196,0.5734265734265734,0.9912151660290368,0.9873548922056384,0.5953082052817238,0.9111111111111111,114.4,82,5313.2,4763,94.4,8,47.2,61
10,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}",0.9826543577827115,0.9867724867724867,0.849945187641918,0.857127840635882,0.8505929045312721,0.8154847231608375,0.8517764206155822,0.7930774947123721,0.8517348757306525,0.9605514096185739,0.9910592993829926,0.993225638353309,0.7088310759008433,0.721030042918455,0.9908523507331463,0.9965283587083821,0.7103334583293978,0.6344410876132931,0.990716402307769,0.9987424020121568,0.7128364389233954,0.5874125874125874,0.9914123087311719,0.9877694859038143,0.7120574427301333,0.9333333333333333,115.2,84,5357.4,4765,50.2,6,46.4,59
11,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}",0.9778063549406129,0.9845339845339846,0.819159693921654,0.8233176898039513,0.8202611587853837,0.7754476744811455,0.8241231417502857,0.7512242525866504,0.8278968094003802,0.9601932076606461,0.9885315521050252,0.992089925062448,0.6497878357382829,0.6545454545454545,0.987772777417953,0.9961958112119058,0.6527495401528147,0.5546995377503852,0.9872770326762481,0.9989520016767973,0.6609692508243233,0.5034965034965035,0.9898370295531704,0.9853214802563572,0.66595658924759,0.935064935064935,106.8,72,5338.8,4766,68.8,5,54.8,71
12,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}",0.9753286611928755,0.985958485958486,0.8068220174704093,0.8495951170068601,0.8195597361624015,0.8104921358654731,0.8312341707078776,0.7892665917189078,0.7944642728057574,0.9448654716606857,0.9872364723464141,0.9928072552903159,0.6264075625944046,0.7063829787234043,0.9854123868622864,0.9959842717309462,0.6537070854625167,0.625,0.9842074718505378,0.9981136030182352,0.6782608695652175,0.5804195804195804,0.9903218497784323,0.987557030277893,0.5986066958330827,0.9021739130434783,109.6,83,5322.2,4762,85.4,9,52.0,60
13,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}",0.9835522108311172,0.9837199837199837,0.8602770200263891,0.8089235130232585,0.8600049787250741,0.7585751528706971,0.862452673066857,0.7338465349364531,0.869026427653249,0.9639846097024019,0.9915123948643714,0.9916788017474516,0.7290416451884066,0.6261682242990654,0.9912077541125379,0.9961549713712542,0.7288022033376103,0.52099533437014,0.9910122397768397,0.9991616013414378,0.7338931063568744,0.46853146853146854,0.9920508401945402,0.9843072475738179,0.746002015111958,0.9436619718309859,118.6,67,5359.0,4767,48.6,4,43.0,76
14,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight'}",0.9793503921586959,0.9841269841269841,0.8402869985780738,0.8170426447985184,0.8590347154919163,0.7685353983132772,0.875857602723482,0.7442312455936434,0.8192280190019545,0.959123785906179,0.9893087009336252,0.9918834547346514,0.6912652962225225,0.6422018348623854,0.9871486362937478,0.9961125276930151,0.7309207946900848,0.5409582689335394,0.9857233336579909,0.9989520016767973,0.7659918717889732,0.48951048951048953,0.9929691406462732,0.9849142384790246,0.6454868973576356,0.9333333333333333,123.8,70,5330.4,4766,77.2,5,37.8,73
15,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight'}",0.9769096753540454,0.9861619861619861,0.8305306115188321,0.8499051328858289,0.8419871819743682,0.8082749335304329,0.8584027327809969,0.7859796878870449,0.8275554897742399,0.9543529137800547,0.9879959569540224,0.9929137140475198,0.6730652660836416,0.7068965517241379,0.9857003361077016,0.9962775523861307,0.6982740278410349,0.6202723146747352,0.9842082720952348,0.9985328023475163,0.7325971934667587,0.5734265734265734,0.9919820392345444,0.9873575129533678,0.6631289403139355,0.9213483146067416,118.4,82,5322.2,4764,85.4,7,43.2,61
16,LGBMClassifier,"{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}",0.9836239789834276,0.9863654863654864,0.8608347374408908,0.8539546788327481,0.8667244606339783,0.8143617723634435,0.8715331184096557,0.7928678950477315,0.8540283197096139,0.9504039456837321,0.991554669582802,0.9930157406442197,0.7301148052989794,0.7148936170212766,0.9909396509691547,0.9961934242449594,0.7425092702988019,0.6325301204819277,0.990531921966156,0.9983232026828757,0.7525343148531555,0.5874125874125874,0.9925888897898961,0.9877644131065948,0.7154677496293317,0.9130434782608695,121.6,84,5356.4,4763,51.2,8,40.0,59
17,LGBMClassifier,"{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight'}",0.9856710509221186,0.9861619861619861,0.8708501970870944,0.8486315083758391,0.8653279919259006,0.8054854277835695,0.8623002704543387,0.7825879842228616,0.8829527667853322,0.959095032968289,0.9926240328003104,0.9929151906647218,0.7490763613738787,0.7043478260869566,0.993009865205196,0.9964033290117519,0.7376461186466056,0.6145675265553869,0.9932685878375939,0.9987424020121568,0.7313319530710836,0.5664335664335665,0.9919869721521029,0.9871555831779574,0.7739185614185614,0.9310344827586207,118.2,81,5371.2,4765,36.4,6,43.4,62
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