Electrocardiogram/results/results_lgbm_kmeans_smote_tuning_random_100_iteration.csv

1	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
2	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
3	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
4	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
5	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
6	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
7	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
8	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
9	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
10	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
11	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
12	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
13	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
14	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
15	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
16	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
17	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
18	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
19	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
20	18	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9801044509987804	0.9865689865689866	0.8420089722217277	0.8543196878009516	0.8496888640114886	0.8121616449258658	0.858919795063265	0.7895809912158687	0.8405709518832005	0.9600745182511498	0.9897089913626296	0.9931221342225928	0.6943089530808259	0.7155172413793104	0.9884199250461327	0.9964866786565728	0.7109578029768443	0.6278366111951589	0.9875735062372577	0.9987424020121568	0.7302660838892723	0.5804195804195804	0.9919101471927126	0.9875647668393782	0.6892317565736887	0.9325842696629213	118.0	83	5340.4	4765	67.2	6	43.6	60
21	19	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9795665476978387	0.985958485958486	0.833472334827724	0.8470544772514138	0.837481653808771	0.8049361241017452	0.8429853406053864	0.7824831843905413	0.835613358393393	0.953803733564405	0.9894418044336086	0.9928102532041263	0.6775028652218393	0.7012987012987013	0.988559172873311	0.9962358845671268	0.686404134744231	0.6136363636363636	0.9879797295966328	0.9985328023475163	0.69799095161414	0.5664335664335665	0.9909491929127746	0.9871529216742644	0.6802775238740113	0.9204545454545454	112.8	81	5342.6	4764	65.0	7	48.8	62
22	20	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}	0.9782012635347057	0.9867724867724867	0.8402680364699148	0.8606274361618155	0.8618062322442824	0.8236742772508703	0.8831695692228163	0.8032526057049219	0.8194550981790247	0.9473134599418847	0.9886870886151918	0.9932213995202837	0.6918489843246378	0.7280334728033473	0.9858959521421191	0.9961509497113212	0.737716512346446	0.6511976047904192	0.9840601721086955	0.9981136030182352	0.7822789663369374	0.6083916083916084	0.9934416007720971	0.9883769198837692	0.6454685955859523	0.90625	126.4	87	5321.4	4762	86.2	9	35.2	56
23	21	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9852042258810878	0.9861619861619861	0.8639604348790855	0.8499051328858289	0.8533117346571573	0.8082749335304329	0.8471015742051444	0.7859796878870449	0.8860863426985492	0.9543529137800547	0.9923881829832812	0.9929137140475198	0.7355326867748897	0.7068965517241379	0.9931814914831364	0.9962775523861307	0.7134419778311781	0.6202723146747352	0.993712388499239	0.9985328023475163	0.7004907599110497	0.5734265734265734	0.9910740593212555	0.9873575129533678	0.781098626075843	0.9213483146067416	113.2	82	5373.6	4764	34.0	7	48.4	61
24	22	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, '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': 'class_weight'}	0.9737840694818359	0.9863654863654864	0.817168185953502	0.8502218435235476	0.8416749584884711	0.8060361396040803	0.868173678426943	0.7826927840551818	0.7957068559492184	0.9645093543477004	0.9863559756445911	0.9930201062610688	0.6479803962624132	0.7074235807860262	0.9826882918844838	0.9965707594513216	0.7006616250924583	0.6155015197568389	0.9802857051400606	0.9989520016767973	0.7560616517138257	0.5664335664335665	0.9926451453538612	0.9871582435791217	0.5987685665445757	0.9418604651162791	122.2	81	5301.0	4766	106.6	5	39.4	62
25	23	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': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9834444070842279	0.9814814814814815	0.8602389045576725	0.7643112053030954	0.8624134585731081	0.7096984283882841	0.866001592211749	0.685209885482365	0.863989443938106	0.9814814814814815	0.9914573444694346	0.9905513446163431	0.7290204646459103	0.5380710659898477	0.9909872811479705	0.9960741730704978	0.7338396359982459	0.4233226837060703	0.9906796662883857	0.9997904003353595	0.7413235181351123	0.3706293706293706	0.992264004751695	0.9814814814814815	0.7357148831245169	0.9814814814814815	119.8	53	5357.2	4770	50.4	1	41.8	90
26	24	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': 100, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9782370605683617	0.986975986975987	0.8328884380471022	0.8599124452782989	0.8423754426373258	0.8187978416363408	0.8536628041253881	0.7965739982088755	0.8300456771311548	0.9610201119635082	0.9887267915944624	0.9933291640608714	0.677050084499742	0.7264957264957265	0.9870253585201529	0.9965700422470406	0.6977255267544982	0.6410256410256411	0.9859085390076201	0.9987424020121568	0.7214170692431561	0.5944055944055944	0.991633834179731	0.9879742898610823	0.6684575200825786	0.9340659340659341	116.6	85	5331.4	4765	76.2	6	45.0	58
27	25	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': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9835524300492627	0.986975986975987	0.8540629276885732	0.8599124452782989	0.8518821859218081	0.8187978416363408	0.8510913046974548	0.7965739982088755	0.8604318986775562	0.9610201119635082	0.9915294093591716	0.9933291640608714	0.7165964460179748	0.7264957264957265	0.9916401715426822	0.9965700422470406	0.7121242003009339	0.6410256410256411	0.9917156206670512	0.9987424020121568	0.7104669887278583	0.5944055944055944	0.9913512375836797	0.9879742898610823	0.7295125597714327	0.9340659340659341	114.8	85	5362.8	4765	44.8	6	46.8	58
28	26	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9778420617079737	0.9865689865689866	0.8290906474671207	0.8567291245529467	0.8420707639095317	0.8176664208104449	0.855919570862634	0.796364398544235	0.8196842619606117	0.9509738977992787	0.9885221167627136	0.9931192660550459	0.6696591781715275	0.7203389830508474	0.9866096194079214	0.9962350972599875	0.6975319084111423	0.6390977443609023	0.9853534427758012	0.9983232026828757	0.726485698949467	0.5944055944055944	0.9917867923007766	0.9879693009749014	0.6475817316204465	0.9139784946236559	117.4	85	5328.4	4763	79.2	8	44.2	58
29	27	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, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9611066325417088	0.9822954822954822	0.7712307310796878	0.7790635479504937	0.817046847732696	0.7243107769423559	0.8682324957366502	0.699195899468379	0.729363987143419	0.9825242856331307	0.9796070399350946	0.9909629167965098	0.5628544222242808	0.5671641791044776	0.9718737135465391	0.9962406015037594	0.6622199819188531	0.4523809523809524	0.9668230928458945	0.9997904003353595	0.769641898627406	0.3986013986013986	0.9929360033717813	0.9822899505766063	0.46579197091505664	0.9827586206896551	124.4	57	5228.2	4770	179.4	1	37.2	86
30	28	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9854198140320889	0.9861619861619861	0.8628700872045864	0.8511569731081927	0.8481203266691288	0.8110472197412031	0.839409197792252	0.789371391551228	0.8931420712488383	0.9498237611445158	0.992504343432065	0.9929122368146759	0.7332358309771076	0.7094017094017094	0.9936494405022156	0.9961517547161919	0.7025912128360423	0.6259426847662142	0.9944153590075542	0.9983232026828757	0.6844030365769496	0.5804195804195804	0.9906058689063633	0.9875596102011196	0.795678273591313	0.9120879120879121	110.6	83	5377.4	4763	30.2	8	51.0	60
31	29	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9781652795208664	0.9865689865689866	0.8291859162578985	0.8555347091932457	0.8398931807439756	0.814922530688772	0.8506857739997932	0.7929726948800518	0.8193386273359676	0.955421936554012	0.9886973474125167	0.9931207004377736	0.6696744851032802	0.717948717948718	0.9870822957632782	0.9963608984816162	0.6927040657246726	0.6334841628959276	0.9860199645320605	0.9985328023475163	0.7153515834675256	0.5874125874125874	0.9914481093558504	0.9877669500311009	0.6472291453160851	0.9230769230769231	115.6	84	5332.0	4764	75.6	7	46.0	59
32	30	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.96721259936949	0.9820919820919821	0.775177476325476	0.7754299958454508	0.8070121269268478	0.720675011284033	0.839092265286036	0.6956993959718756	0.7423836811591895	0.9822719244064453	0.9829326182093527	0.9908599916909016	0.5674223344415992	0.56	0.9782098622246082	0.9961989891817384	0.6358143916290873	0.4451510333863275	0.9751096130044002	0.9997904003353595	0.7030749175676713	0.3916083916083916	0.991004625078024	0.9820877084620135	0.49376273724035513	0.9824561403508771	113.6	56	5273.0	4770	134.6	1	48.0	87
33	31	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9781651957021638	0.9861619861619861	0.8326185942204474	0.8511569731081927	0.8476072220644199	0.8110472197412031	0.8633600645021818	0.789371391551228	0.822122847428472	0.9498237611445158	0.98868803787933	0.9929122368146759	0.6765491505615648	0.7094017094017094	0.9866093136734305	0.9961517547161919	0.7086051304554092	0.6259426847662142	0.9852432483970484	0.9983232026828757	0.7414768806073153	0.5804195804195804	0.9922335919025546	0.9875596102011196	0.6520121029543893	0.9120879120879121	119.8	83	5327.8	4763	79.8	8	41.8	60
34	32	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9782370670159543	0.9857549857549858	0.8334163149511067	0.844179493916305	0.8467336670144802	0.8015872466872441	0.8591514781160197	0.7789866808940379	0.819748846716309	0.953244322524878	0.9887274843613229	0.9927068139195666	0.6781051455408906	0.6956521739130435	0.9868278283749834	0.9961942202333653	0.7066395056539768	0.6069802731411229	0.9855754046639081	0.9985328023475163	0.7327275515681312	0.5594405594405595	0.9919508805227532	0.9869484151646986	0.6475468129098649	0.9195402298850575	118.4	80	5329.6	4764	78.0	7	43.2	63
35	33	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': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.975040743949015	0.9863654863654864	0.8161918817182515	0.8539546788327481	0.8312903845355569	0.8143617723634435	0.8466699965148947	0.7928678950477315	0.8050841820304886	0.9504039456837321	0.9870543968762087	0.9930157406442197	0.6453293665602944	0.7148936170212766	0.9845794552844787	0.9961934242449594	0.6780013137866352	0.6325301204819277	0.9829496855380327	0.9983232026828757	0.7103903074917568	0.5874125874125874	0.9912617079722649	0.9877644131065948	0.6189066560887124	0.9130434782608695	114.8	84	5315.4	4763	92.2	8	46.8	59
36	34	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': 100, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9825465991689699	0.9814814814814815	0.8517671502061838	0.7643112053030954	0.8539696866817653	0.7096984283882841	0.8565303712466046	0.685209885482365	0.8518804595157151	0.9814814814814815	0.9909978003442761	0.9905513446163431	0.7125365000680914	0.5380710659898477	0.990582939984268	0.9960741730704978	0.7173564333792625	0.4233226837060703	0.9903094197418862	0.9997904003353595	0.7227513227513227	0.3706293706293706	0.9917015208248167	0.9814814814814815	0.7120593982066139	0.9814814814814815	116.8	53	5355.2	4770	52.4	1	44.8	90
37	35	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': 1.0, 'sampling_method': 'class_weight'}	0.9850607411572074	0.9861619861619861	0.868817897312389	0.8486315083758391	0.8702329203068391	0.8054854277835695	0.8727757012414509	0.7825879842228616	0.8723180777825655	0.959095032968289	0.9923020945180289	0.9929151906647218	0.7453337001067493	0.7043478260869566	0.9921030392530057	0.9964033290117519	0.7483628013606728	0.6145675265553869	0.9919742228187655	0.9987424020121568	0.7535771796641362	0.5664335664335665	0.9926494795475849	0.9871555831779574	0.7519866760175462	0.9310344827586207	121.8	81	5364.2	4765	43.4	6	39.8	62
38	36	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}	0.9800326699512851	0.9867724867724867	0.8514616286019562	0.857127840635882	0.8508296244585093	0.8154847231608375	0.8589020617802996	0.7930774947123721	0.8695561580759836	0.9605514096185739	0.9896178022723939	0.993225638353309	0.7133054549315188	0.721030042918455	0.9883247835209182	0.9965283587083821	0.7133344653961003	0.6344410876132931	0.9874996990532765	0.9987424020121568	0.730304424507323	0.5874125874125874	0.9919266457856489	0.9877694859038143	0.7471856703663183	0.9333333333333333	118.0	84	5340.0	4765	67.6	6	43.6	59
39	37	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.979243071981245	0.9865689865689866	0.8358725858453011	0.8530835228353733	0.8446517447918371	0.8093836088798947	0.8555089131605096	0.7861892875516854	0.832148656012319	0.9649457434116999	0.9892552692588403	0.9931235674098771	0.6824899024317619	0.7130434782608696	0.9878137889175391	0.9966124377901384	0.7014897006661349	0.622154779969651	0.9868709050726485	0.9989520016767973	0.7241469212483705	0.5734265734265734	0.9917322461669184	0.9873627511912161	0.6725650658577199	0.9425287356321839	117.0	82	5336.6	4766	71.0	5	44.6	61
40	38	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': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9760822171207437	0.9806674806674807	0.8251753784839737	0.7539512582834512	0.8457815839630326	0.7015023873596432	0.8658029778869931	0.6780072788247176	0.805741672722075	0.9627572016460906	0.9875878217138215	0.9901360191049735	0.6627629352541264	0.5177664974619289	0.9847459461329799	0.9956565319077848	0.7068172217930851	0.4073482428115016	0.9828750302314664	0.9993712010060783	0.7487309255425197	0.35664335664335667	0.9924213894008516	0.9810699588477366	0.6190619560432982	0.9444444444444444	121.0	51	5315.0	4768	92.6	3	40.6	92
41	39	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9708397828063984	0.986975986975987	0.79388709097238	0.8599124452782989	0.8102888806063362	0.8187978416363408	0.8283049196354249	0.7965739982088755	0.781274986051514	0.9610201119635082	0.9848357294108702	0.9933291640608714	0.6029384525338899	0.7264957264957265	0.9816862217733883	0.9965700422470406	0.6388915394392842	0.6410256410256411	0.9796218782249178	0.9987424020121568	0.676987961045932	0.5944055944055944	0.9902312800001098	0.9879742898610823	0.572318692102918	0.9340659340659341	109.4	85	5297.4	4765	110.2	6	52.2	58
42	40	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': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9852041743003476	0.9867724867724867	0.8692216681728684	0.8583142406586364	0.8632343130038611	0.818231408861414	0.8609276639087797	0.7964691983765553	0.8853974862581342	0.9559424197067787	0.9923766957485582	0.9932242259981237	0.7460666405971785	0.723404255319149	0.9926653187471741	0.9964025767589726	0.7338033072605483	0.6400602409638554	0.9928621524475723	0.9985328023475163	0.728993175369987	0.5944055944055944	0.9919134384656761	0.9879717959352966	0.7788815340505925	0.9239130434782609	117.8	85	5369.0	4764	38.6	7	43.8	58
43	41	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': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9835883624823618	0.986975986975987	0.8597404390574596	0.8622094093111696	0.8650409089236865	0.8242461833970267	0.8702403740759765	0.8033574055372421	0.8569045349274417	0.9520844027478949	0.9915364587708535	0.9933263816475495	0.7279444193440654	0.7310924369747899	0.9909534448216443	0.9963184537505753	0.7391283730257288	0.6521739130434783	0.9905689315734699	0.9983232026828757	0.7499118165784833	0.6083916083916084	0.9925248944511067	0.9883793318115792	0.7212841754037768	0.9157894736842105	121.2	87	5356.6	4763	51.0	8	40.4	56
44	42	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': 100, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9739996769756148	0.9820919820919821	0.8084483808617705	0.7776072641546307	0.8347769640785593	0.7238686892311937	0.8586777683887398	0.6990910996360588	0.7805865044356806	0.9741939988479464	0.9865164099133359	0.990858092665697	0.6303803518102049	0.5643564356435643	0.9832537212719247	0.9960733531058106	0.6863002068851943	0.45166402535657685	0.9811006483486778	0.999580800670719	0.7362548884288015	0.3986013986013986	0.9920442868467664	0.9822863027806386	0.5691287220245946	0.9661016949152542	119.0	57	5305.4	4769	102.2	2	42.6	86
45	43	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9765495515215834	0.9863654863654864	0.8206999265210883	0.8527317741939091	0.8374515209736175	0.8116037206067368	0.8552808108982761	0.7894761913835484	0.8079795400150116	0.9548922056384743	0.9878475910636657	0.9930171964564878	0.6535522619785109	0.7124463519313304	0.9855384799772274	0.9963192236908148	0.6893645619700077	0.6268882175226587	0.984022245981814	0.9985328023475163	0.7265393758147382	0.5804195804195804	0.9917911025411333	0.9875621890547264	0.6241679774888897	0.9222222222222223	117.4	83	5321.2	4764	86.4	7	44.2	60
46	44	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}	0.9847732172164905	0.9863654863654864	0.8647118728266638	0.8551569311419329	0.860680821838655	0.8171028709432324	0.8594389288431618	0.7962595987119148	0.8777617959751638	0.9461110620640947	0.9921569050784171	0.9930142842247941	0.7372668405749107	0.7172995780590717	0.992355773279207	0.9960676037483266	0.7290058703981034	0.6381381381381381	0.9924918443437883	0.9981136030182352	0.726386013342535	0.5944055944055944	0.9918394321108746	0.9879668049792532	0.763684159839453	0.9042553191489362	117.4	85	5367.0	4762	40.6	9	44.2	58
47	45	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9828338845487636	0.9863654863654864	0.8561208265236097	0.8539546788327481	0.8649943256664697	0.8143617723634435	0.8723352783994883	0.7928678950477315	0.8463819971433422	0.9504039456837321	0.9911428371503679	0.9930157406442197	0.7210988158968515	0.7148936170212766	0.9902414393972403	0.9961934242449594	0.7397472119356989	0.6325301204819277	0.9896441017725215	0.9983232026828757	0.755026455026455	0.5874125874125874	0.9926596186791977	0.9877644131065948	0.7001043756074867	0.9130434782608695	122.0	84	5351.6	4763	56.0	8	39.6	59
48	46	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': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9679300810172238	0.9824989824989825	0.7952942290206816	0.7887993762993764	0.8273801114521687	0.7373560714136489	0.8639081095856845	0.7128675139574322	0.7688458444575809	0.9607754176118788	0.983241249137411	0.991060291060291	0.6073472089039522	0.5865384615384616	0.9778521526897522	0.9959052354489617	0.6769080702145853	0.478806907378336	0.9743310569905546	0.9991616013414378	0.7534851621808144	0.42657342657342656	0.992522880919152	0.983089296762219	0.5451688079960098	0.9384615384615385	121.8	61	5268.8	4767	138.8	4	39.8	82
49	47	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9789193448085436	0.9863654863654864	0.837705367687344	0.8502218435235476	0.8508867768038941	0.8060361396040803	0.8654793826086333	0.7826927840551818	0.8318927534510326	0.9645093543477004	0.9890808663298263	0.9930201062610688	0.6863298690448618	0.7074235807860262	0.9871661314359388	0.9965707594513216	0.7146074221718492	0.6155015197568389	0.9859085390076201	0.9989520016767973	0.7450502262096466	0.5664335664335665	0.9923491792093453	0.9871582435791217	0.67143632769272	0.9418604651162791	120.4	81	5331.4	4766	76.2	5	41.2	62
50	48	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': 31, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9745746539335312	0.985958485958486	0.8152329458663532	0.8495951170068601	0.8376647715845401	0.8104921358654731	0.8602749745076448	0.7892665917189078	0.7943837767213261	0.9448654716606857	0.9867984785223628	0.9928072552903159	0.6436674132103434	0.7063829787234043	0.9836729947705309	0.9959842717309462	0.691656548398549	0.625	0.9816188854465446	0.9981136030182352	0.7389310635687447	0.5804195804195804	0.9921294843557245	0.987557030277893	0.5966380690869275	0.9021739130434783	119.4	83	5308.2	4762	99.4	9	42.2	60
51	49	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': 31, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9848451272158363	0.9849409849409849	0.8624471903698236	0.8406796295160399	0.85154157165027	0.8049826068014396	0.8457113578884797	0.7853508888931232	0.887104572542715	0.9252498334443704	0.9921989368235614	0.9922836287799791	0.7326954439160854	0.6890756302521008	0.9929273171466184	0.995272559929716	0.7101558261539214	0.6146926536731634	0.9934164279155991	0.997275204359673	0.6980062878613603	0.5734265734265734	0.9909990498316572	0.9873417721518988	0.7832100952537727	0.8631578947368421	112.8	82	5372.0	4758	35.6	13	48.8	61
52	50	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': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.983121189271335	0.9863654863654864	0.859543085972005	0.8539546788327481	0.8679674127144802	0.8143617723634435	0.8754618934155708	0.7928678950477315	0.851818223020641	0.9504039456837321	0.9912879525085195	0.9930157406442197	0.7277982194354904	0.7148936170212766	0.9903653078402751	0.9961934242449594	0.7455695175886851	0.6325301204819277	0.9897551647929541	0.9983232026828757	0.7611686220381872	0.5874125874125874	0.992845649209676	0.9877644131065948	0.7107907968316061	0.9130434782608695	123.0	84	5352.2	4763	55.4	8	38.6	59
53	51	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}	0.9836241337256478	0.9863654863654864	0.8579034779743866	0.8539546788327481	0.8628328801676413	0.8143617723634435	0.8666506591398537	0.7928678950477315	0.8516030673314285	0.9504039456837321	0.9915607472436827	0.9930157406442197	0.7242462087050904	0.7148936170212766	0.9911200777938605	0.9961934242449594	0.734545682541422	0.6325301204819277	0.990827581603072	0.9983232026828757	0.7424737366766352	0.5874125874125874	0.9923003492691255	0.9877644131065948	0.7109057853937317	0.9130434782608695	120.0	84	5358.0	4763	49.6	8	41.6	59
54	52	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': 150, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9794221667585985	0.9820919820919821	0.8398704248620904	0.7776072641546307	0.8475402265493486	0.7238686892311937	0.8566988789647919	0.6990910996360588	0.8385018846764979	0.9741939988479464	0.9893480718333789	0.990858092665697	0.6903927778908019	0.5643564356435643	0.9879196696990558	0.9960733531058106	0.7071607833996413	0.45166402535657685	0.9869810720926084	0.999580800670719	0.7264166858369757	0.3986013986013986	0.9917843114683901	0.9822863027806386	0.6852194578846053	0.9661016949152542	117.4	57	5337.2	4769	70.4	2	44.2	86
55	53	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': 150, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9865329328518702	0.9863654863654864	0.8747713391863048	0.8527317741939091	0.8632862311474779	0.8116037206067368	0.8561766092511605	0.7894761913835484	0.8964912118844504	0.9548922056384743	0.9930747984215499	0.9930171964564878	0.7564678799510596	0.7124463519313304	0.9939670958432105	0.9963192236908148	0.7326053664517456	0.6268882175226587	0.9945631717267667	0.9985328023475163	0.717790046775554	0.5804195804195804	0.9915924581787445	0.9875621890547264	0.8013899655901564	0.9222222222222223	116.0	83	5378.2	4764	29.4	7	45.6	60
56	54	LGBMClassifier	{'boosting_type': 'dart', '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, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9792068171685203	0.986975986975987	0.8330412777830803	0.8599124452782989	0.8419990612535813	0.8187978416363408	0.8506155282945832	0.7965739982088755	0.8245714893533066	0.9610201119635082	0.9892495155395687	0.9933291640608714	0.676833040026592	0.7264957264957265	0.9879715591300912	0.9965700422470406	0.6960265633770713	0.6410256410256411	0.9871293772700959	0.9987424020121568	0.7141016793190706	0.5944055944055944	0.9914194200028726	0.9879742898610823	0.6577235587037404	0.9340659340659341	115.4	85	5338.0	4765	69.6	6	46.2	58
57	55	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': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9815058803655656	0.9867724867724867	0.8410945157084599	0.8583142406586364	0.8384430176516346	0.818231408861414	0.8380116249634064	0.7964691983765553	0.850731495920515	0.9559424197067787	0.9904637934403304	0.9932242259981237	0.6917252379765892	0.723404255319149	0.9903916606344726	0.9964025767589726	0.6864943746687965	0.6400602409638554	0.9903473048305779	0.9985328023475163	0.685675945096235	0.5944055944055944	0.9905989961896843	0.9879717959352966	0.7108639956513457	0.9239130434782609	110.8	85	5355.4	4764	52.2	7	50.8	58
58	56	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': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9826904771959935	0.9863654863654864	0.8550519132157808	0.8551569311419329	0.8572349748150397	0.8171028709432324	0.8614525928237752	0.7962595987119148	0.8587974541869275	0.9461110620640947	0.9910627387748152	0.9930142842247941	0.7190410876567466	0.7172995780590717	0.9905172826857891	0.9960676037483266	0.7239526669442901	0.6381381381381381	0.9901622978321989	0.9981136030182352	0.7327428878153517	0.5944055944055944	0.9920070724547438	0.9879668049792532	0.7255878359191112	0.9042553191489362	118.4	85	5354.4	4762	53.2	9	43.2	58
59	57	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}	0.9792785401876831	0.9845339845339846	0.832688089767552	0.8233176898039513	0.8356988809669288	0.7754476744811455	0.839862528872467	0.7512242525866504	0.8342246588684258	0.9601932076606461	0.9892903131450558	0.992089925062448	0.6760858663900482	0.6545454545454545	0.9884326339605692	0.9961958112119058	0.682965127973288	0.5546995377503852	0.9878686050189158	0.9989520016767973	0.6918564527260179	0.5034965034965035	0.9907512105594206	0.9853214802563572	0.6776981071774314	0.935064935064935	111.8	72	5342.0	4766	65.6	5	49.8	71
60	58	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9800326763988778	0.9861619861619861	0.847138959125622	0.8486315083758391	0.8609900407751784	0.8054854277835695	0.8757179156300573	0.7825879842228616	0.8374507609998385	0.959095032968289	0.9896538413890468	0.9929151906647218	0.7046240768621969	0.7043478260869566	0.9877283860705408	0.9964033290117519	0.7342516954798158	0.6145675265553869	0.986463819911292	0.9987424020121568	0.7649720113488229	0.5664335664335665	0.9929412148036599	0.9871555831779574	0.6819603071960174	0.9310344827586207	123.6	81	5334.4	4765	73.2	6	38.0	62
61	59	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'}	0.9780938788813298	0.9865689865689866	0.8289198813305813	0.8579034533521438	0.8314595370165462	0.8203934680779092	0.839909083785092	0.7997561022084183	0.8391971118783708	0.94671748888719	0.9886439987908148	0.9931178310740355	0.6691957638703478	0.7226890756302521	0.9874085745084045	0.9961092749864033	0.6755104995246878	0.6446776611694153	0.9866121250887794	0.9981136030182352	0.6932060424814048	0.6013986013986014	0.9908154954782556	0.9881718198796431	0.687578728278486	0.9052631578947369	112.0	86	5335.2	4762	72.4	9	49.6	57
62	60	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': 31, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.975543578794255	0.9861619861619861	0.83647441478055	0.852387582872733	0.8489261444865839	0.8138024416825372	0.8684617564413741	0.7927630952154112	0.8343508941889753	0.945493840790627	0.9872161836741637	0.9929107589658048	0.6857326458869364	0.711864406779661	0.9841308416696052	0.9960259359966535	0.7137214473035626	0.631578947368421	0.9821347696882082	0.9981136030182352	0.7547887431945404	0.5874125874125874	0.9926151655846338	0.9877618751296412	0.6760866227933169	0.9032258064516129	122.0	84	5311.0	4762	96.6	9	39.6	59
63	61	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, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9762986821443274	0.9865689865689866	0.8138963303641763	0.8567291245529467	0.8308683317741682	0.8176664208104449	0.8443349051696416	0.796364398544235	0.7915843655344077	0.9509738977992787	0.9877422493702438	0.9931192660550459	0.6400504113581089	0.7203389830508474	0.9857498512139686	0.9962350972599875	0.6759868123343676	0.6390977443609023	0.984429337982869	0.9983232026828757	0.7042404723564143	0.5944055944055944	0.9910943722448504	0.9879693009749014	0.5920743588239652	0.9139784946236559	113.8	85	5323.4	4763	84.2	8	47.8	58
64	62	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': 0.6, 'sampling_method': 'class_weight'}	0.9863174672051265	0.9863654863654864	0.8731111449467086	0.8527317741939091	0.8629688785719323	0.8116037206067368	0.8566337896772127	0.7894761913835484	0.8919821244889394	0.9548922056384743	0.9929634778587152	0.9930171964564878	0.7532588120347019	0.7124463519313304	0.9937673973123973	0.9963192236908148	0.732170359831467	0.6268882175226587	0.9943043096665182	0.9985328023475163	0.7189632696879074	0.5804195804195804	0.9916274611637711	0.9875621890547264	0.7923367878141081	0.9222222222222223	116.2	83	5376.8	4764	30.8	7	45.4	60
65	63	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': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9813255218600789	0.9804639804639804	0.8455418684259417	0.7450186799501868	0.8513450274919524	0.6911698228300356	0.8570840455418148	0.6677273679998476	0.842452756798761	0.9800323006900602	0.9903589140527298	0.9900373599003736	0.7007248227991534	0.5	0.9895273967699364	0.9958662157083803	0.7131626582139683	0.3864734299516908	0.9889783050242784	0.9997904003353595	0.7251897860593512	0.3356643356643357	0.9917659415988043	0.9804727646454265	0.6931395719987179	0.9795918367346939	117.2	48	5348.0	4770	59.6	1	44.4	95
66	64	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9824389179263381	0.9867724867724867	0.8528292081379762	0.857127840635882	0.8565468301776693	0.8154847231608375	0.8606859462728641	0.7930774947123721	0.8512522781341924	0.9605514096185739	0.9909360368506868	0.993225638353309	0.7147223794252657	0.721030042918455	0.9903353587978604	0.9965283587083821	0.7227583015574784	0.6344410876132931	0.9899402538677124	0.9987424020121568	0.7314316386780154	0.5874125874125874	0.9919588738305487	0.9877694859038143	0.7105456824378361	0.9333333333333333	118.2	84	5353.2	4765	54.4	6	43.4	59
67	65	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': 31, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9724912627061901	0.9863654863654864	0.8091454656463606	0.8527317741939091	0.828848936906307	0.8116037206067368	0.8519860532408338	0.7894761913835484	0.7959146576504091	0.9548922056384743	0.985678396163404	0.9930171964564878	0.6326125351293175	0.7124463519313304	0.9821949822128019	0.9963192236908148	0.6755028915998118	0.6268882175226587	0.9799172027166186	0.9985328023475163	0.7240549037650487	0.5804195804195804	0.9916689645382505	0.9875621890547264	0.6001603507625679	0.9222222222222223	117.0	83	5299.0	4764	108.6	7	44.6	60
68	66	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}	0.9849528278012454	0.9853479853479854	0.8646951916083477	0.8437044995123055	0.859788792008918	0.8060744834267219	0.8571938677197755	0.7855604885577638	0.8756194647901754	0.9345337267733237	0.9922536922237812	0.9924937447873228	0.7371366909929145	0.6949152542372882	0.992595477063411	0.9956076134699854	0.7269821069544252	0.6165413533834586	0.9928249718478019	0.9976944036889541	0.7215627635917491	0.5734265734265734	0.9916906094299988	0.9873470234391205	0.7595483201503519	0.8817204301075269	116.6	82	5368.8	4760	38.8	11	45.0	61
69	67	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': 50, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9800332115490565	0.985958485958486	0.8310222149818287	0.8495951170068601	0.8303778507635166	0.8104921358654731	0.8318640251260028	0.7892665917189078	0.8389282414722171	0.9448654716606857	0.9896974865422206	0.9928072552903159	0.6723469434214372	0.7063829787234043	0.9893734225167174	0.9959842717309462	0.6713822790103154	0.625	0.9891632162668816	0.9981136030182352	0.6745648339851239	0.5804195804195804	0.9902611512613904	0.987557030277893	0.6875953316830439	0.9021739130434783	109.0	83	5349.0	4762	58.6	9	52.6	60
70	68	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9716660288923069	0.9867724867724867	0.8017735055206261	0.857127840635882	0.8261136262584918	0.8154847231608375	0.8509540194250989	0.7930774947123721	0.7786497392621796	0.9605514096185739	0.9852635850914406	0.993225638353309	0.6182834259498116	0.721030042918455	0.9815448554119115	0.9965283587083821	0.6706823971050719	0.6344410876132931	0.9791030392336036	0.9987424020121568	0.7228049996165938	0.5874125874125874	0.9916159525610903	0.9877694859038143	0.565683525963269	0.9333333333333333	116.8	84	5294.6	4765	113.0	6	44.8	59
71	69	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9796735841812186	0.9812779812779813	0.8436583046729474	0.7629000283205891	0.8488183725560308	0.7092772367866507	0.8580333380611975	0.6851050856500448	0.8487463849257508	0.9725570169694475	0.9894619068275997	0.9904465212876428	0.697854702518295	0.5353535353535354	0.9880705708134198	0.9959069456626154	0.7095661742986421	0.4226475279106858	0.98716551823573	0.999580800670719	0.7289011578866651	0.3706293706293706	0.991873504018832	0.9814776703025314	0.7056192658326699	0.9636363636363636	117.8	53	5338.2	4769	69.4	2	43.8	90
72	70	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9749689242159647	0.9865689865689866	0.8254283114273813	0.8555347091932457	0.8554981505631751	0.814922530688772	0.8850552321493523	0.7929726948800518	0.79682072022794	0.955421936554012	0.9869880055609659	0.9931207004377736	0.6638686172937965	0.717948717948718	0.9830800955756601	0.9963608984816162	0.7279162055506904	0.6334841628959276	0.9805084399140716	0.9985328023475163	0.7896020243846331	0.5874125874125874	0.9936390960573561	0.9877669500311009	0.6000023443985241	0.9230769230769231	127.6	84	5302.2	4764	105.4	7	34.0	59
73	71	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}	0.9740356029611213	0.9820919820919821	0.8112131619450256	0.7776072641546307	0.8400418122635127	0.7238686892311937	0.8671443363615847	0.6990910996360588	0.7836582643431658	0.9741939988479464	0.9865280227203362	0.990858092665697	0.6358983011697149	0.5643564356435643	0.982967333525077	0.9960733531058106	0.6971162910019484	0.45166402535657685	0.9806194755757112	0.999580800670719	0.753669197147458	0.3986013986013986	0.992568256271726	0.9822863027806386	0.5747482724146056	0.9661016949152542	121.8	57	5302.8	4769	104.8	2	39.8	86
74	72	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': 150, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9794233208776593	0.985958485958486	0.8441586918391032	0.8457508537779818	0.856994655666484	0.8021321974900877	0.8717303284600746	0.7790914807263581	0.8348731225758048	0.9585918383075471	0.9893264701290161	0.9928117512240858	0.6989909135491904	0.6986899563318777	0.9873501589468994	0.9963616594178655	0.7266391523860687	0.60790273556231	0.9860570835745467	0.9987424020121568	0.7574035733456024	0.5594405594405595	0.9927216107676357	0.9869511184755593	0.6770246343839738	0.9302325581395349	122.4	80	5332.2	4765	75.4	6	39.2	63
75	73	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'}	0.9864611969375225	0.9857549857549858	0.8748275045962712	0.8480460411925193	0.8651360524015249	0.8099384625546296	0.8591412455786379	0.7891617918865875	0.8931469230570924	0.9400137837819753	0.9930366405183969	0.9927022518765638	0.7566183686741453	0.7033898305084746	0.9937965840024765	0.9958167747333194	0.7364755208005735	0.6240601503759399	0.9943042686283287	0.9979040033535946	0.7239782225289473	0.5804195804195804	0.99177427332629	0.9875544492843809	0.7945195727878949	0.8924731182795699	117.0	83	5376.8	4761	30.8	10	44.6	60
76	74	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9855275661982382	0.9861619861619861	0.869797048234512	0.8499051328858289	0.8674780221896313	0.8082749335304329	0.8664256367204273	0.7859796878870449	0.8756175515603768	0.9543529137800547	0.9925499237897372	0.9929137140475198	0.7470441726792869	0.7068965517241379	0.9927364657070014	0.9962775523861307	0.7422195786722614	0.6202723146747352	0.9928620088139087	0.9985328023475163	0.7399892646269457	0.5734265734265734	0.9922437531115677	0.9873575129533678	0.7589913500091863	0.9213483146067416	119.6	82	5369.0	4764	38.6	7	42.0	61
77	75	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': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9837317182543917	0.9865689865689866	0.8604336749153172	0.8530835228353733	0.8611270825506988	0.8093836088798947	0.8631287801986961	0.7861892875516854	0.8648518465672106	0.9649457434116999	0.9916110714117032	0.9931235674098771	0.7292562784189311	0.7130434782608696	0.9913383461776804	0.9966124377901384	0.7309158189237174	0.622154779969651	0.9911605586337238	0.9989520016767973	0.7350970017636684	0.5734265734265734	0.9920818134484992	0.9873627511912161	0.7376218796859219	0.9425287356321839	118.8	82	5359.8	4766	47.8	5	42.8	61
78	76	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': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9739279281660822	0.9845339845339846	0.8050066748105875	0.8217338590344538	0.8266787817351984	0.772503887892253	0.8467259599758414	0.7478325489224672	0.7840130035772299	0.965893779706551	0.986488439609024	0.9920915712799168	0.6235249100121509	0.6513761467889908	0.9836434922894395	0.9963215315804874	0.6697140711809576	0.5486862442040186	0.9817656995698103	0.9991616013414378	0.7116862203818726	0.4965034965034965	0.9913066978148806	0.9851208927464352	0.5767193093395793	0.9466666666666667	115.0	71	5309.0	4767	98.6	4	46.6	72
79	77	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9733177795909841	0.9865689865689866	0.8060815754874536	0.8567291245529467	0.8331177764017111	0.8176664208104449	0.8583228423554271	0.796364398544235	0.777220847831976	0.9509738977992787	0.9861525870784427	0.9931192660550459	0.6260105638964643	0.7203389830508474	0.9826842785244188	0.9962350972599875	0.6835512742790038	0.6390977443609023	0.980398464405663	0.9983232026828757	0.7362472203051913	0.5944055944055944	0.9920412614081844	0.9879693009749014	0.5624004342557676	0.9139784946236559	119.0	85	5301.6	4763	106.0	8	42.6	58
80	78	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9771601191901953	0.9865689865689866	0.8316566272293375	0.8567291245529467	0.8516138547267422	0.8176664208104449	0.8723651384929152	0.796364398544235	0.815815149314623	0.9509738977992787	0.9881464906395468	0.9931192660550459	0.6751667638191284	0.7203389830508474	0.9854116535441191	0.9962350972599875	0.7178160559093654	0.6390977443609023	0.983615331812914	0.9983232026828757	0.7611149451729162	0.5944055944055944	0.9928151245884811	0.9879693009749014	0.6388151740407648	0.9139784946236559	123.0	85	5319.0	4763	88.6	8	38.6	58
81	79	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9756157853828565	0.985958485958486	0.8209274051961947	0.8457508537779818	0.8356982522183977	0.8021321974900877	0.8536489161765395	0.7790914807263581	0.8099046848883648	0.9585918383075471	0.9873264119895755	0.9928117512240858	0.6545283984028138	0.6986899563318777	0.9847896531619181	0.9963616594178655	0.6866068512748772	0.60790273556231	0.983135574857488	0.9987424020121568	0.7241622574955908	0.5594405594405595	0.9917093681985365	0.9869511184755593	0.6281000015781928	0.9302325581395349	117.0	80	5316.4	4765	91.2	6	44.6	63
82	80	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9744661925322049	0.9867724867724867	0.8246914269289103	0.857127840635882	0.8450393097837317	0.8154847231608375	0.8704758963886231	0.7930774947123721	0.8136449693955912	0.9605514096185739	0.9867003016999988	0.993225638353309	0.6626825521578221	0.721030042918455	0.9831791341794528	0.9965283587083821	0.7068994853880107	0.6344410876132931	0.9808797124153109	0.9987424020121568	0.7600720803619355	0.5874125874125874	0.9927677947450457	0.9877694859038143	0.6345221440461367	0.9333333333333333	122.8	84	5304.2	4765	103.4	6	38.8	59
83	81	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9815051646827962	0.985958485958486	0.8472882897382419	0.8483357077519362	0.850883623990498	0.8077227180526358	0.8553727178888189	0.7858748880547246	0.8466426401836369	0.9492330016583748	0.9904472029500736	0.9928087545596664	0.7041293765264103	0.703862660944206	0.9897392266193943	0.9961100886732475	0.7120280213616019	0.6193353474320241	0.9892746896692103	0.9983232026828757	0.7214707461084273	0.5734265734265734	0.9916575051313152	0.9873548922056384	0.7016277752359585	0.9111111111111111	116.6	82	5349.6	4763	58.0	8	45.0	61
84	82	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9793145886774471	0.9841269841269841	0.8309126642125637	0.8170426447985184	0.8411117359085225	0.7685353983132772	0.849523118604302	0.7442312455936434	0.818738101206297	0.959123785906179	0.9893169602362694	0.9918834547346514	0.6725083681888584	0.6422018348623854	0.9881121286391259	0.9961125276930151	0.6941113431779191	0.5409582689335394	0.9873140080850705	0.9989520016767973	0.7117322291235335	0.48951048951048953	0.9913456338542126	0.9849142384790246	0.6461305685583811	0.9333333333333333	115.0	70	5339.0	4766	68.6	5	46.6	73
85	83	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight'}, 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9847732043213056	0.9863654863654864	0.8636372255978371	0.8527317741939091	0.8554366337033272	0.8116037206067368	0.8510752560718752	0.7894761913835484	0.8823442409430466	0.9548922056384743	0.9921596850094166	0.9930171964564878	0.7351147661862576	0.7124463519313304	0.9926683810768908	0.9963192236908148	0.7182048863297636	0.6268882175226587	0.9930101088004483	0.9985328023475163	0.7091404033433019	0.5804195804195804	0.9913222223456053	0.9875621890547264	0.7733662595404878	0.9222222222222223	114.6	83	5369.8	4764	37.8	7	47.0	60
86	84	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': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9775547763281798	0.985958485958486	0.8278401501024284	0.8495951170068601	0.8358607414965551	0.8104921358654731	0.8455197304479322	0.7892665917189078	0.8253391646437436	0.9448654716606857	0.9883697657145518	0.9928072552903159	0.6673105344903049	0.7063829787234043	0.9867495322488604	0.9959842717309462	0.6849719507442498	0.625	0.9856871106159778	0.9981136030182352	0.7053523502798865	0.5804195804195804	0.9911428083258095	0.987557030277893	0.6595355209616778	0.9021739130434783	114.0	83	5330.2	4762	77.4	9	47.6	60
87	85	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': 50, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9791710588204194	0.9857549857549858	0.8382078953700871	0.8467792370231395	0.8535390143398784	0.8071719087936342	0.8680464092730278	0.7857700882224044	0.8216667383025573	0.9442255857350197	0.989214895431693	0.9927037731915781	0.6872008953084809	0.7008547008547008	0.9872884383744307	0.9959426109507675	0.7197895903053261	0.6184012066365008	0.986019971371759	0.9981136030182352	0.7500728471742965	0.5734265734265734	0.9924908119402478	0.9873522703711383	0.6508426646648673	0.9010989010989011	121.2	82	5332.0	4762	75.6	9	40.4	61
88	86	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9806440887021093	0.9861619861619861	0.8441645825885912	0.8499051328858289	0.8516629732288145	0.8082749335304329	0.8615386392680813	0.7859796878870449	0.8424128447066828	0.9543529137800547	0.9899865135724589	0.9929137140475198	0.6983426516047235	0.7068965517241379	0.9887726544773396	0.9962775523861307	0.7145532919802893	0.6202723146747352	0.9879802767724939	0.9985328023475163	0.7350970017636684	0.5734265734265734	0.992078961974219	0.9873575129533678	0.6927467274391463	0.9213483146067416	118.8	82	5342.6	4764	65.0	7	42.8	61
89	87	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9838395155536886	0.9861619861619861	0.858712405069315	0.8499051328858289	0.8595905542570627	0.8082749335304329	0.8608043637956836	0.7859796878870449	0.8597439688854773	0.9543529137800547	0.9916734414926867	0.9929137140475198	0.7257513686459431	0.7068965517241379	0.9915200533194402	0.9962775523861307	0.7276610551946854	0.6202723146747352	0.9914193249381965	0.9985328023475163	0.7301894026531708	0.5734265734265734	0.99193521722807	0.9873575129533678	0.7275527205428849	0.9213483146067416	118.0	82	5361.2	4764	46.4	7	43.6	61
90	88	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': 31, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight'}	0.9815051517876112	0.985958485958486	0.8475700891621196	0.8532478498935496	0.8548654807360918	0.8186988696683943	0.8620014460859933	0.7994417027114575	0.8424468051712083	0.9328577361177028	0.9904491640885148	0.9928027537290081	0.7046910142357246	0.7136929460580913	0.9894961978290169	0.9956066945606694	0.7202347636431667	0.6417910447761194	0.9888675497902675	0.9974848040243136	0.7351353423817192	0.6013986013986014	0.9920643900912278	0.9881644518272426	0.6928292202511889	0.8775510204081632	118.8	86	5347.4	4759	60.2	12	42.8	57
91	89	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE'}	0.9793506694051741	0.9839234839234839	0.8329519451017727	0.8121700507307208	0.8371936807242688	0.7620734583807318	0.8453695414593604	0.7373430384329567	0.8391272317774936	0.9644774886410574	0.9893173880390229	0.9917819619265578	0.6765865021645224	0.6325581395348837	0.988282013308847	0.9961966062024575	0.6861053481396905	0.5279503105590062	0.9876104884857784	0.9991616013414378	0.7031285944329423	0.4755244755244755	0.9911199284123219	0.9845105328376704	0.6871345351426652	0.9444444444444444	113.6	68	5340.6	4767	67.0	4	48.0	75
92	90	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9824748116738821	0.9867724867724867	0.8520277562208515	0.8594806048391886	0.8511568132154916	0.8209612097036796	0.8522677259399899	0.7998609020407386	0.8594456945465966	0.9515339454400988	0.9909564946003	0.9932228130539047	0.713099017841403	0.7257383966244726	0.990676488980975	0.9962767737617135	0.7116371374500086	0.6456456456456456	0.9904951175497902	0.9983232026828757	0.7140403343301893	0.6013986013986014	0.9914445591299075	0.9881742738589212	0.7274468299632856	0.9148936170212766	115.4	86	5356.2	4763	51.4	8	46.2	57
93	91	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9602813213567153	0.981074481074481	0.7464654262992371	0.7591312317932732	0.7971374193821056	0.7056004078739636	0.8469460548681056	0.6816085821535414	0.69559176711149	0.972119341563786	0.9792892737076002	0.9903436818606582	0.5136415788908736	0.5279187817258884	0.9720383966902034	0.9958653524891413	0.6222364420740075	0.41533546325878595	0.9672683845617615	0.999580800670719	0.7266237251744497	0.36363636363636365	0.9916370371660236	0.9812757201646091	0.39954649705695655	0.9629629629629629	117.4	52	5230.6	4769	177.0	2	44.2	91
94	92	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': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9768724856404056	0.9863654863654864	0.8297138099688635	0.856339049582179	0.8427297340336215	0.8198271685229658	0.8596544761324971	0.799651302376098	0.8242294940874823	0.9420013491075134	0.9879823726966693	0.9930128271978308	0.6714452472410575	0.7196652719665272	0.9856300231757004	0.9959417621956321	0.6998294448915424	0.6437125748502994	0.9840969286471732	0.9979040033535946	0.7352120236178207	0.6013986013986014	0.9920490595715332	0.9881693648816936	0.6564099286034313	0.8958333333333334	118.8	86	5321.6	4761	86.0	10	42.8	57
95	93	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': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9697975617139377	0.9845339845339846	0.8019288204570932	0.8217338590344538	0.8435461339692611	0.772503887892253	0.8848103029090165	0.7478325489224672	0.7609264705045369	0.965893779706551	0.984258306025029	0.9920915712799168	0.6195993348891575	0.6513761467889908	0.9786924420256169	0.9963215315804874	0.7083998259129054	0.5486862442040186	0.9750343010868008	0.9991616013414378	0.7945863047312323	0.4965034965034965	0.9937510745997316	0.9851208927464352	0.5281018664093422	0.9466666666666667	128.4	71	5272.6	4767	135.0	4	33.2	72
96	94	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.984809478476808	0.985958485958486	0.8615224292010512	0.8520506630025426	0.8547536560978808	0.8159800597950614	0.8505063607994181	0.7960499990472742	0.8739788669785474	0.9366892382731424	0.9921839147340293	0.992804254875378	0.730860943668073	0.7112970711297071	0.9927235208513923	0.9957325746799431	0.7167837913443693	0.6362275449101796	0.9930838817859382	0.9976944036889541	0.7079288398128977	0.5944055944055944	0.9912870582332456	0.9879618098796181	0.7566706757238493	0.8854166666666666	114.4	85	5370.2	4760	37.4	11	47.2	58
97	95	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': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight'}	0.9684327998057984	0.9845339845339846	0.7933129186781888	0.8233176898039513	0.8262432136791737	0.7754476744811455	0.8611463982114046	0.7512242525866504	0.7639079390958533	0.9601932076606461	0.9835422528353721	0.992089925062448	0.6030835845210055	0.6545454545454545	0.9784048331542943	0.9961958112119058	0.6740815942040532	0.5546995377503852	0.9750341506134388	0.9989520016767973	0.7472586458093705	0.5034965034965035	0.9923287469990816	0.9853214802563572	0.5354871311926248	0.935064935064935	120.8	72	5272.6	4766	135.0	5	40.8	71
98	96	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE'}	0.9846654972883038	0.9865689865689866	0.8668694793754899	0.8555347091932457	0.8687424119078353	0.814922530688772	0.8707874020618366	0.7929726948800518	0.8666833179599986	0.955421936554012	0.9920968716632965	0.9931207004377736	0.7416420870876833	0.717948717948718	0.9918445337783426	0.9963608984816162	0.745640290037328	0.6334841628959276	0.9916783237924104	0.9985328023475163	0.749896480331263	0.5874125874125874	0.9925255266389634	0.9877669500311009	0.740841109281034	0.9230769230769231	121.2	84	5362.6	4764	45.0	7	40.4	59
99	97	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': 100, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9737846884507176	0.9837199837199837	0.8094991964975492	0.8053649407361199	0.8429944118629855	0.7525067668137444	0.872411920922929	0.7270631276080868	0.7701599339568602	0.9770284127125872	0.9863996524695148	0.9916822624246205	0.632598740525584	0.6190476190476191	0.9825623039544678	0.9964063348794451	0.7034265197715037	0.5086071987480438	0.9800281973400689	0.999580800670719	0.7647956445057894	0.45454545454545453	0.992894089667429	0.9839075716938313	0.5474257782462917	0.9701492537313433	123.6	65	5299.6	4769	108.0	2	38.0	78
100	98	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE'}	0.9838753577204923	0.9863654863654864	0.8626380769110265	0.8527317741939091	0.8635592146368973	0.8116037206067368	0.8661773264878505	0.7894761913835484	0.8669634691476638	0.9548922056384743	0.9916811855145777	0.9930171964564878	0.7335949683074751	0.7124463519313304	0.991342855516678	0.9963192236908148	0.7357755737571168	0.6268882175226587	0.9911231523239106	0.9985328023475163	0.7412315006517906	0.5804195804195804	0.992268794091674	0.9875621890547264	0.7416581442036534	0.9222222222222223	119.8	83	5359.6	4764	48.0	7	41.8	60
101	99	LGBMClassifier	{'boosting_type': 'gbdt', '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, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight'}	0.9837677216110083	0.9865689865689866	0.8578452820902471	0.8555347091932457	0.8535178205180035	0.814922530688772	0.8529370113452759	0.7929726948800518	0.8728764172856366	0.955421936554012	0.9916325166168182	0.9931207004377736	0.724058047563676	0.717948717948718	0.9917447952534364	0.9963608984816162	0.7152908457825706	0.6334841628959276	0.991826020236752	0.9985328023475163	0.7140480024537996	0.5874125874125874	0.991471129251777	0.9877669500311009	0.7542817053194961	0.9230769230769231	115.4	84	5363.4	4764	44.2	7	46.2	59
102	0	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_normal}	0.9844140669704988	0.9855514855514855	0.8623351693518986	0.8412798640324161	0.8596883487792505	0.7982282553760953	0.8587011958975218	0.7754901773975343	0.8702887977748943	0.9526743222673937	0.991971897799355	0.9926033961871028	0.7326984409044422	0.6899563318777293	0.992083046855293	0.9961525593844095	0.727293650703208	0.6003039513677811	0.9921589288704211	0.9985328023475163	0.7252434629246223	0.5524475524475524	0.9917937666337071	0.9867439933719967	0.7487838289160816	0.9186046511627907	117.2	79	5365.2	4764	42.4	7	44.4	64
103	1	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}	0.9816846914488482	0.98005698005698	0.8401232789765558	0.7370212208254606	0.8396817903136629	0.6836750503468005	0.8397891276377681	0.6607343610068406	0.8423569891251168	0.9793966312421039	0.990562828599575	0.9898319153351318	0.6896837293535366	0.4842105263157895	0.990477016769181	0.9957830570748611	0.6888865638581451	0.3715670436187399	0.9904209820602923	0.9997904003353595	0.6891572732152442	0.32167832167832167	0.9907105585162748	0.9800698582288885	0.6940034197339587	0.9787234042553191	111.4	46	5355.8	4770	51.8	1	50.2	97
104	2	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_uniform}	0.9796017708957608	0.9861619861619861	0.8342656049324493	0.8486315083758391	0.8380855937837166	0.8054854277835695	0.8429541359796936	0.7825879842228616	0.8354128537849832	0.959095032968289	0.9894591690779171	0.9929151906647218	0.6790720407869812	0.7043478260869566	0.9885890371386203	0.9964033290117519	0.687582150428813	0.6145675265553869	0.988017005952179	0.9987424020121568	0.697891266007208	0.5664335664335665	0.9909419995245928	0.9871555831779574	0.6798837080453737	0.9310344827586207	112.8	81	5342.8	4765	64.8	6	48.8	62
105	3	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: standard_scaling}	0.9752565384229769	0.9857549857549858	0.8143116304780712	0.8454905779707063	0.8428197428650208	0.8043882221350002	0.8665528891432797	0.7823783845582211	0.7788917107605989	0.9486313093089597	0.9871821489431831	0.9927052938724469	0.6414411120129591	0.6982758620689655	0.9840346545866547	0.9960684261156887	0.7016048311433869	0.6127080181543116	0.9819517256832311	0.9983232026828757	0.7511540526033279	0.5664335664335665	0.9924907249361208	0.9871502590673575	0.5652926965850769	0.9101123595505618	121.4	81	5310.0	4763	97.6	8	40.2	62
106	4	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: maxabs_scaling}	0.978238459695938	0.986975986975987	0.838180134870535	0.8599124452782989	0.846040817717402	0.8187978416363408	0.8597009308567332	0.7965739982088755	0.8397093571181811	0.9610201119635082	0.9886882411363251	0.9933291640608714	0.687672028604745	0.7264957264957265	0.9867764925505387	0.9965700422470406	0.7053051428842654	0.6410256410256411	0.9855394278510324	0.9987424020121568	0.733862433862434	0.5944055944055944	0.9920308707217517	0.9879742898610823	0.6873878435146107	0.9340659340659341	118.6	85	5329.4	4765	78.2	6	43.0	58
107	5	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE', 'scaling_method: minmax_scaling}	0.96918756788106	0.9865689865689866	0.7865686228675812	0.8543196878009516	0.8221732637744459	0.8121616449258658	0.8550830207571611	0.7895809912158687	0.7483537552253218	0.9600745182511498	0.9839855691877417	0.9931221342225928	0.5891516765474208	0.7155172413793104	0.9793054016527274	0.9964866786565728	0.6650411258961646	0.6278366111951589	0.9762192582921765	0.9987424020121568	0.7339467832221456	0.5804195804195804	0.991924903415503	0.9875647668393782	0.5047826070351403	0.9325842696629213	118.6	83	5279.0	4765	128.6	6	43.0	60
108	6	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_normal}	0.9786682948986971	0.9871794871794872	0.8354438727848731	0.8638042785364444	0.8550711299071727	0.8248195484641268	0.8719101351825234	0.8034622053695624	0.8136409044416396	0.9569568288161031	0.9889594474161598	0.9934313418830153	0.6819282981535866	0.7341772151898734	0.9867228372175102	0.9964859437751004	0.7234194225968351	0.6531531531531531	0.985243474107091	0.9985328023475163	0.7585767962579557	0.6083916083916084	0.9927346304720903	0.9883817427385893	0.6345471784111887	0.925531914893617	122.6	87	5327.8	4764	79.8	7	39.0	56
109	7	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}	0.9698333909855565	0.9806674806674807	0.8044990871104515	0.7514792899408284	0.8385014305308574	0.6982116011024806	0.8758316919251206	0.6746155751605343	0.7750434972984825	0.9712052653229124	0.9842572566912786	0.9901380670611439	0.6247409175296248	0.5128205128205128	0.9790416260872707	0.9957821765639355	0.6979612349744436	0.40064102564102566	0.9756262701319679	0.999580800670719	0.7760371137182732	0.34965034965034963	0.9932062640439729	0.9808720691073632	0.5568807305529921	0.9615384615384616	125.4	50	5275.8	4769	131.8	2	36.2	93
110	8	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: box_cox}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: box_cox}	0.9716291341560247	0.9843304843304843	0.8130891081045482	0.8185748185043347	0.847091899932247	0.7690377759706564	0.882512486171885	0.7443360454259637	0.7816694016854046	0.9654316506589233	0.9852108771054326	0.9919883466860888	0.6409673391036635	0.6451612903225806	0.9803230720778123	0.9962798863066377	0.7138607277866814	0.541795665634675	0.9771156862460781	0.9991616013414378	0.7879092860976918	0.48951048951048953	0.9935686069101497	0.9849173553719008	0.5697701964606596	0.9459459459459459	127.25	70	5284.0	4767	123.75	4	34.25	73
111	9	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.9777342515134919	0.986975986975987	0.8316961618871433	0.8599124452782989	0.8515089673402825	0.8187978416363408	0.8690646311711768	0.7965739982088755	0.80974752004027	0.9610201119635082	0.9884645924627099	0.9933291640608714	0.6749277313115769	0.7264957264957265	0.9860342921680253	0.9965700422470406	0.7169836425125394	0.6410256410256411	0.9844293927004552	0.9987424020121568	0.7536998696418986	0.5944055944055944	0.9925775738823897	0.9879742898610823	0.6269174661981501	0.9340659340659341	121.8	85	5323.4	4765	84.2	6	39.8	58
112	10	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: robust_scaling}	0.9629021258679668	0.9812779812779813	0.7601521306254784	0.7652222683838803	0.7909035328969123	0.7125170389395925	0.8235339326054492	0.688496789314228	0.7318076004994702	0.96452217634884	0.9806431446705213	0.9904445367677607	0.5396611165804355	0.54	0.9751104919330522	0.9957812956852262	0.6066965738607724	0.4292527821939587	0.9714831707856242	0.9993712010060783	0.6755846944252741	0.3776223776223776	0.9901178371529946	0.9816759316450484	0.473497363845946	0.9473684210526315	109.2	54	5253.4	4768	154.2	3	52.4	89
113	11	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: box_cox}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: box_cox}	0.987790677619407	0.9861619861619861	0.8900177736561548	0.8499051328858289	0.8862418074222531	0.8082749335304329	0.8844331559488832	0.7859796878870449	0.8994734868155518	0.9543529137800547	0.9937149788164548	0.9929137140475198	0.7863205684958547	0.7068965517241379	0.9939900140143437	0.9962775523861307	0.7784936008301626	0.6202723146747352	0.9941749538730749	0.9985328023475163	0.7746913580246914	0.5734265734265734	0.9932629022497421	0.9873575129533678	0.8056840713813616	0.9213483146067416	125.5	82	5376.0	4764	31.5	7	36.5	61
114	12	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.9777705772497342	0.9851444851444852	0.8307144455403721	0.8310423159583391	0.8430306352165851	0.7828386287625417	0.8576827669564981	0.7583220594119777	0.8233748293597518	0.9672249793217536	0.9884717793692556	0.9924013739981263	0.6729571117114885	0.669683257918552	0.986474508930028	0.9964464882943144	0.6995867615031417	0.5692307692307692	0.9851684631362151	0.9991616013414378	0.730197070776781	0.5174825174825175	0.9919059244215098	0.9857320099255583	0.6548437342979939	0.9487179487179487	118.0	74	5327.4	4767	80.2	4	43.6	69
115	13	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}	0.9672853282130852	0.9867724867724867	0.7945675323897605	0.857127840635882	0.8277960448992605	0.8154847231608375	0.867794119245765	0.7930774947123721	0.7705870339411163	0.9605514096185739	0.9828835168040057	0.993225638353309	0.6062515479755154	0.721030042918455	0.9771474539410777	0.9965283587083821	0.6784446358574432	0.6344410876132931	0.9734074241368027	0.9987424020121568	0.7621808143547274	0.5874125874125874	0.9927954424291954	0.9877694859038143	0.5483786254530373	0.9333333333333333	123.2	84	5263.8	4765	143.8	6	38.4	59
116	14	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}, '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', 'scaling_method: robust_scaling}	0.9728504967708845	0.9816849816849816	0.8112453516398498	0.7703261321146656	0.8340594665180353	0.7165960251118126	0.8592871233023158	0.6920980926430518	0.7916444572713884	0.9733970503776427	0.9858621030556469	0.9906522642293312	0.6366286002240525	0.55	0.9822227435930824	0.9959901424334823	0.685896189442988	0.43720190779014306	0.9798425542497509	0.999580800670719	0.7387316923548808	0.38461538461538464	0.992119950040901	0.981881820053531	0.591168964501876	0.9649122807017544	119.4	55	5298.6	4769	109.0	2	42.2	88
117	15	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}	0.983157108809249	0.9861619861619861	0.8573912063413826	0.8486315083758391	0.8539261932781465	0.8054854277835695	0.8538278202533981	0.7825879842228616	0.8700656242750284	0.959095032968289	0.9913072264367813	0.9929151906647218	0.7234751862459838	0.7043478260869566	0.9911925976751522	0.9964033290117519	0.7166597888811405	0.6145675265553869	0.9911231660033073	0.9987424020121568	0.716532474503489	0.5664335664335665	0.9915265969645757	0.9871555831779574	0.7486046515854815	0.9310344827586207	115.8	81	5359.6	4765	48.0	6	45.8	62
118	16	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}	0.9764054736191916	0.985958485958486	0.8266265213218709	0.8457508537779818	0.8348402298304297	0.8021321974900877	0.8479100181581863	0.7790914807263581	0.8296087867907609	0.9585918383075471	0.9877442253775028	0.9928117512240858	0.6655088172662392	0.6986899563318777	0.9856693723591963	0.9963616594178655	0.684011087301663	0.60790273556231	0.9843178509011439	0.9987424020121568	0.7115021854152288	0.5594405594405595	0.9913336047344415	0.9869511184755593	0.6678839688470802	0.9302325581395349	115.0	80	5322.8	4765	84.8	6	46.6	63
119	17	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}	0.9816847430295882	0.9839234839234839	0.8493449655995716	0.8121700507307208	0.8504875463807806	0.7620734583807318	0.8554570505465758	0.7373430384329567	0.8588364320824496	0.9644774886410574	0.9905325594533492	0.9917819619265578	0.7081573717457943	0.6325581395348837	0.9898798421829204	0.9961966062024575	0.7110952505786411	0.5279503105590062	0.9894586912319445	0.9991616013414378	0.7214554098612069	0.4755244755244755	0.9916776150122031	0.9845105328376704	0.7259952491526961	0.9444444444444444	116.6	68	5350.6	4767	57.0	4	45.0	75
120	18	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}	0.97317382419285	0.981074481074481	0.808315538599001	0.7591312317932732	0.8373919825819222	0.7056004078739636	0.8631005825573681	0.6816085821535414	0.774507670870927	0.972119341563786	0.9860700857887904	0.9903436818606582	0.6305609914092115	0.5279187817258884	0.9823856262874422	0.9958653524891413	0.692398338876402	0.41533546325878595	0.9799547116219058	0.999580800670719	0.7462464534928304	0.36363636363636365	0.9923151194840722	0.9812757201646091	0.5567002222577819	0.9629629629629629	120.6	52	5299.2	4769	108.4	2	41.0	91
121	19	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: standard_scaling}	0.982726229096502	0.9861619861619861	0.8489621627841558	0.8486315083758391	0.8454575008264719	0.8054854277835695	0.8439679768426244	0.7825879842228616	0.8582538444173984	0.959095032968289	0.9910990054190778	0.9929151906647218	0.7068253201492338	0.7043478260869566	0.9912011804704424	0.9964033290117519	0.6997138211825016	0.6145675265553869	0.9912715874556651	0.9987424020121568	0.6966643662295836	0.5664335664335665	0.9909378900420727	0.9871555831779574	0.7255697987927245	0.9310344827586207	112.6	81	5360.4	4765	47.2	6	49.0	62
122	20	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}	0.9678958056154018	0.9845339845339846	0.7989499517235532	0.8217338590344538	0.8282339937570727	0.772503887892253	0.8663658795994127	0.7478325489224672	0.7792244620071296	0.965893779706551	0.9831868425365744	0.9920915712799168	0.6147130609105321	0.6513761467889908	0.9777081241225292	0.9963215315804874	0.678759863391616	0.5486862442040186	0.9741472948172596	0.9991616013414378	0.7585844643815658	0.4965034965034965	0.9927033195397961	0.9851208927464352	0.5657456044744631	0.9466666666666667	122.6	71	5267.8	4767	139.8	4	39.0	72
123	21	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: maxabs_scaling}	0.9781292955070274	0.9857549857549858	0.8374807895769176	0.844179493916305	0.8474616576400209	0.8015872466872441	0.8614837951923834	0.7789866808940379	0.8367971379498526	0.953244322524878	0.9886452894961779	0.9927068139195666	0.6863162896576577	0.6956521739130435	0.986630879626928	0.9961942202333653	0.7082924356531137	0.6069802731411229	0.9853171034589175	0.9985328023475163	0.7376504869258492	0.5594405594405595	0.9921231972264328	0.9869484151646986	0.6814710786732723	0.9195402298850575	119.2	80	5328.2	4764	79.4	7	42.4	63
124	22	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: maxabs_scaling}	0.981505100206871	0.9853479853479854	0.8452586851028583	0.8410760230555836	0.8488270203266162	0.8005015107395673	0.8529927084183055	0.7787770812293973	0.8459124054874574	0.9429097048378645	0.9904553844986724	0.9924968736973739	0.7000619857070445	0.6896551724137931	0.9898326165826449	0.9958592998452466	0.7078214240705878	0.6051437216338881	0.9894222698386816	0.9981136030182352	0.7165631469979297	0.5594405594405595	0.9915127583417949	0.9869430051813471	0.7003120526331197	0.898876404494382	115.8	80	5350.4	4762	57.2	9	45.8	63
125	23	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.9814333900828934	0.9863654863654864	0.8455921019140252	0.8514876808093439	0.8509644627866907	0.8088285616516482	0.8570858591485703	0.7860844877193651	0.8448056287771495	0.959589157216592	0.9904138068026569	0.9930186516619777	0.7007703970253932	0.70995670995671	0.9896146232507045	0.9964450020911753	0.7123143023226767	0.6212121212121212	0.9890892859683316	0.9987424020121568	0.7250824323288091	0.5734265734265734	0.9917759466380478	0.9873601326150021	0.6978353109162512	0.9318181818181818	117.2	82	5348.6	4765	59.0	6	44.4	61
126	24	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: box_cox}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: box_cox}	0.9734849312777979	0.9814814814814815	0.8201900642676553	0.7666314749570888	0.8532188039713645	0.7129424240215341	0.884314946849841	0.6886015891465482	0.7837900262287528	0.9729827089337175	0.9861974101533121	0.9905493820749818	0.6541827183819985	0.542713567839196	0.9818439183825531	0.9959485423105839	0.7245936895601757	0.4299363057324841	0.9789793045321846	0.999580800670719	0.7896505891674974	0.3776223776223776	0.9936089182503897	0.9816797035817209	0.573971134207116	0.9642857142857143	127.66666666666667	54	5294.0	4769	113.66666666666667	2	34.0	89
127	25	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: minmax_scaling}	0.9772674264724609	0.9845339845339846	0.8205331923219703	0.8233176898039513	0.8346615568045956	0.7754476744811455	0.846615159878634	0.7512242525866504	0.804061173251089	0.9601932076606461	0.9882446522841469	0.992089925062448	0.6528217323597935	0.6545454545454545	0.9864828303366062	0.9961958112119058	0.6828402832725851	0.5546995377503852	0.9853168161915903	0.9989520016767973	0.7079135035656774	0.5034965034965035	0.9912156285702498	0.9853214802563572	0.6169067179319281	0.935064935064935	114.4	72	5328.2	4766	79.4	5	47.2	71
128	26	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}, 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}	0.9771237160828425	0.9861619861619861	0.8281054344610188	0.8511569731081927	0.8199198138202712	0.8110472197412031	0.820064359882562	0.789371391551228	0.8566444206336004	0.9498237611445158	0.9881171574002924	0.9929122368146759	0.6680937115217451	0.7094017094017094	0.987307501305499	0.9961517547161919	0.6525321263350433	0.6259426847662142	0.9867969200565124	0.9983232026828757	0.6533317997086112	0.5804195804195804	0.9895872293376499	0.9875596102011196	0.7237016119295505	0.9120879120879121	105.6	83	5336.2	4763	71.4	8	56.0	60
129	27	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: maxabs_scaling}	0.9859584201206151	0.9853479853479854	0.8675501255122746	0.8410760230555836	0.8531075395441187	0.8005015107395673	0.8444576275228151	0.7787770812293973	0.8968141370372186	0.9429097048378645	0.9927819899787907	0.9924968736973739	0.7423182610457587	0.6896551724137931	0.9939158959446788	0.9958592998452466	0.7122991831435587	0.6051437216338881	0.9946740158768549	0.9981136030182352	0.6942412391687754	0.5594405594405595	0.9909008159271571	0.9869430051813471	0.8027274581472801	0.898876404494382	112.2	80	5378.8	4762	28.8	9	49.4	63
130	28	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_uniform}	0.9849889085289721	0.9863654863654864	0.8649701254986983	0.8551569311419329	0.858939036823623	0.8171028709432324	0.8559571870275651	0.7962595987119148	0.8800445285530072	0.9461110620640947	0.9922718648032411	0.9930142842247941	0.7376683861941554	0.7172995780590717	0.9926687905433342	0.9960676037483266	0.7252092831039121	0.6381381381381381	0.9929357681200024	0.9981136030182352	0.7189786059351276	0.5944055944055944	0.9916197272989027	0.9879668049792532	0.7684693298071119	0.9042553191489362	116.2	85	5369.4	4762	38.2	9	45.4	58
131	29	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}	0.9832290059134093	0.9806674806674807	0.8577189187182945	0.7489560674462439	0.8631250311501523	0.6948992377374987	0.8677025038261416	0.6712238714963511	0.8519625156702542	0.9803371710526316	0.9913500503936579	0.9901401141670991	0.7240877870429312	0.5077720207253886	0.9907466868276522	0.99590780023384	0.7355033754726527	0.39389067524115756	0.9903471133190266	0.9997904003353595	0.7450578943332566	0.34265734265734266	0.9923664085596787	0.9806743421052632	0.7115586227808298	0.98	120.4	49	5355.4	4770	52.2	1	41.2	94
132	30	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}	0.9696191761717614	0.9816849816849816	0.8017706997467791	0.7725528837945087	0.8293615195525559	0.7198022919982372	0.8618412043206947	0.695489796307235	0.7807201128078075	0.9656164359650194	0.9841353179998285	0.9906503220444629	0.6194060814937297	0.5544554455445545	0.9793677310423016	0.9958644889093111	0.6793553080628102	0.4437400950871632	0.9762550641125955	0.9993712010060783	0.7474273445287938	0.3916083916083916	0.9923555226065492	0.9820803295571575	0.569084703009066	0.9491525423728814	120.8	56	5279.2	4768	128.4	3	40.8	87
133	31	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.9826544222586368	0.9845339845339846	0.8511928064180332	0.8184773373720956	0.8513348314526299	0.76656017158463	0.8535535467092483	0.7410491415941007	0.8583825183026962	0.9782756003292105	0.9910536292822354	0.9920948616600791	0.7113319835538309	0.6448598130841121	0.9907810779755911	0.9965729092656831	0.7118885849296686	0.536547433903577	0.9906052914094484	0.999580800670719	0.7165018020090483	0.4825174825174825	0.991531752367243	0.9847202147429279	0.7252332842381495	0.971830985915493	115.8	69	5356.8	4769	50.8	2	45.8	74
134	32	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}, 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}	0.9754716945852795	0.9865689865689866	0.8313298916598075	0.8555347091932457	0.8507404516764904	0.814922530688772	0.8751233704648026	0.7929726948800518	0.8211576176196912	0.955421936554012	0.9872244412149582	0.9931207004377736	0.6754353421046568	0.717948717948718	0.9838553007230905	0.9963608984816162	0.7176256026298906	0.6334841628959276	0.9816553752367904	0.9985328023475163	0.7685913656928149	0.5874125874125874	0.9930309674934674	0.9877669500311009	0.6492842677459147	0.9230769230769231	124.2	84	5308.4	4764	99.2	7	37.4	59
135	33	LGBMClassifier	{'boosting_type': 'gbdt', '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': 1.0, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_normal}	0.9826186768057209	0.985958485958486	0.8482828915659721	0.8495951170068601	0.8498538218087305	0.8104921358654731	0.8511707790641946	0.7892665917189078	0.8466101131961749	0.9448654716606857	0.9910444184301694	0.9928072552903159	0.7055213647017748	0.7063829787234043	0.9908473237069073	0.9959842717309462	0.7088603199105538	0.625	0.9907166827353977	0.9981136030182352	0.7116248753929914	0.5804195804195804	0.9913759459613999	0.987557030277893	0.7018442804309497	0.9021739130434783	115.0	83	5357.4	4762	50.2	9	46.6	60
136	34	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}	0.9727789091511647	0.9857549857549858	0.8124614707471276	0.8480460411925193	0.8393975452965352	0.8099384625546296	0.8689735723032191	0.7891617918865875	0.7925062146617352	0.9400137837819753	0.9858307143192434	0.9927022518765638	0.6390922271750116	0.7033898305084746	0.9818123110589859	0.9958167747333194	0.6969827795340842	0.6240601503759399	0.9791786452582286	0.9979040033535946	0.7587684993482096	0.5804195804195804	0.9927149088571081	0.9875544492843809	0.5922975204663624	0.8924731182795699	122.6	83	5295.0	4761	112.6	10	39.0	60
137	35	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.9816849300097713	0.9857549857549858	0.8437936620087683	0.8454905779707063	0.8440717674308231	0.8043882221350002	0.8458687895371814	0.7823783845582211	0.8494730505777793	0.9486313093089597	0.9905528720811478	0.9927052938724469	0.6970344519363885	0.6982758620689655	0.990248716649657	0.9960684261156887	0.6978948182119893	0.6127080181543116	0.990050591880129	0.9983232026828757	0.7016869871942335	0.5664335664335665	0.9910785005965325	0.9871502590673575	0.7078676005590263	0.9101123595505618	113.4	81	5353.8	4763	53.8	8	48.2	62
138	36	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: box_cox}, 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: box_cox}	0.986263242952056	0.9855514855514855	0.868565042462055	0.8439396413099634	0.8522946994430493	0.8038417154985349	0.8426822767875366	0.7822735847259008	0.9022102852550218	0.9435737976782753	0.9929414369164138	0.9926003126628452	0.7441886480076962	0.6952789699570815	0.99423443913549	0.9959009536556801	0.7103549597506085	0.6117824773413897	0.995099236498162	0.9981136030182352	0.6902653170769113	0.5664335664335665	0.9907975366524056	0.9871475953565506	0.813623033857638	0.9	111.5	81	5381.0	4762	26.5	9	50.0	62
139	37	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.9785967137265699	0.9812779812779813	0.8338334065286771	0.7629000283205891	0.8516116183875069	0.7092772367866507	0.8677311621054923	0.6851050856500448	0.8156151808294426	0.9725570169694475	0.9889224679089648	0.9904465212876428	0.6787443451483895	0.5353535353535354	0.9868175812794666	0.9959069456626154	0.7164056554955471	0.4226475279106858	0.9854278176547385	0.999580800670719	0.7500345065562457	0.3706293706293706	0.9924855074037453	0.9814776703025314	0.63874485425514	0.9636363636363636	121.2	53	5328.8	4769	78.8	2	40.4	90
140	38	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE', 'scaling_method: minmax_scaling}	0.9821157001134454	0.9820919820919821	0.8513472599782528	0.7754299958454508	0.8604112092452147	0.720675011284033	0.8676817176540043	0.6956993959718756	0.8400542827901024	0.9822719244064453	0.9907692100922926	0.9908599916909016	0.711925309864213	0.56	0.989803323738705	0.9961989891817384	0.7310190947517243	0.4451510333863275	0.989162990556839	0.9997904003353595	0.7462004447511694	0.3916083916083916	0.9923935202867036	0.9820877084620135	0.6877150452935012	0.9824561403508771	120.6	56	5349.0	4770	58.6	1	41.0	87
141	39	LGBMClassifier	None	0.9792601903393787		0.8384270816988444		0.8529001681133039		0.8675950871283911		0.8280699305141276		0.9892646377028084		0.6875895256948803		0.9873742050916658		0.7184261311349421		0.9861295193990258		0.7490606548577563		0.9924787761563503		0.6636610848719049		121.0		5332.5		75.0		40.5
142	40	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: minmax_scaling}	0.9817207786241676	0.9863654863654864	0.8494235386470421	0.8527317741939091	0.8575486376379056	0.8116037206067368	0.8657665358167679	0.7894761913835484	0.8432047170808035	0.9548922056384743	0.9905586334676693	0.9930171964564878	0.7082884438264151	0.7124463519313304	0.9895389220058037	0.9963192236908148	0.7255583532700074	0.6268882175226587	0.9888676318666466	0.9985328023475163	0.742665439766889	0.5804195804195804	0.9922928351561241	0.9875621890547264	0.6941165990054828	0.9222222222222223	120.0	83	5347.4	4764	60.2	7	41.6	60
143	41	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}	0.9806073438723532	0.9867724867724867	0.849366612207097	0.857127840635882	0.8554362736427322	0.8154847231608375	0.8651781320305366	0.7930774947123721	0.8524461868996427	0.9605514096185739	0.9899497824843586	0.993225638353309	0.7087834419298353	0.721030042918455	0.9885998376734619	0.9965283587083821	0.7222727096120025	0.6344410876132931	0.987721496788625	0.9987424020121568	0.7426347672724484	0.5874125874125874	0.9922888016590979	0.9877694859038143	0.7126035721401874	0.9333333333333333	120.0	84	5341.2	4765	66.4	6	41.6	59
144	42	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.9764784861568577	0.9812779812779813	0.8201130763660498	0.760530374940674	0.8367562736806698	0.70601628732512	0.8510370520532089	0.6817133819858616	0.8011721086177394	0.9812058237881016	0.9878206086456427	0.9904485049833887	0.6524055440864571	0.5306122448979592	0.9856454758514996	0.9960325746502401	0.68786707150984	0.416	0.9842073760947623	0.9997904003353595	0.7178667280116555	0.36363636363636365	0.9914945856451498	0.9812795721045052	0.6108496315903289	0.9811320754716981	116.0	52	5322.2	4770	85.4	1	45.6	91
145	43	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}	0.9834085842602015	0.9837199837199837	0.8549544289457188	0.8089235130232585	0.8556252827959667	0.7585751528706971	0.8569551589122841	0.7338465349364531	0.8570224235739851	0.9639846097024019	0.9914505825232899	0.9916788017474516	0.7184582753681475	0.6261682242990654	0.991297239471774	0.9961549713712542	0.7199533261201596	0.52099533437014	0.9911973356912964	0.9991616013414378	0.722712982133272	0.46853146853146854	0.9917155023999495	0.9843072475738179	0.7223293447480204	0.9436619718309859	116.8	67	5360.0	4767	47.6	4	44.8	76
146	44	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: robust_scaling}	0.9807510413667865	0.9863654863654864	0.8517719437417742	0.8539546788327481	0.8619610020419592	0.8143617723634435	0.8741567263124779	0.7928678950477315	0.845928601059358	0.9504039456837321	0.9900224258915911	0.9930157406442197	0.7135214615919575	0.7148936170212766	0.9883845963449216	0.9961934242449594	0.7355374077389972	0.6325301204819277	0.9873135293061919	0.9983232026828757	0.760999923318764	0.5874125874125874	0.99283808177254	0.9877644131065948	0.6990191203461761	0.9130434782608695	123.0	84	5339.0	4763	68.6	8	38.6	59
147	45	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: robust_scaling}	0.9772684838776338	0.9863654863654864	0.8241098416959989	0.8527317741939091	0.8394378219598515	0.8116037206067368	0.8526300052313689	0.7894761913835484	0.8063860855005351	0.9548922056384743	0.9882341469464091	0.9930171964564878	0.6599855364455885	0.7124463519313304	0.9862552646743155	0.9963192236908148	0.6926203792453873	0.6268882175226587	0.9849471510194434	0.9985328023475163	0.7203128594432944	0.5804195804195804	0.9915776329317592	0.9875621890547264	0.6211945380693112	0.9222222222222223	116.4	83	5326.2	4764	81.4	7	45.2	60
148	46	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: robust_scaling}	0.9783448062869186	0.9847374847374848	0.8324478242848787	0.8248645319670342	0.8358605096890624	0.7759593679458239	0.8429820274103893	0.7513290524189706	0.8410958704720605	0.9663464676573617	0.9887806225598877	0.9921948173587262	0.6761150260098698	0.6575342465753424	0.9875120556553542	0.9963631803360923	0.6842089637227706	0.5555555555555556	0.986684858440133	0.9991616013414378	0.6992791963806457	0.5034965034965035	0.9909704638375854	0.9853245142620918	0.6912212771065356	0.9473684210526315	113.0	72	5335.6	4767	72.0	4	48.6	71
149	47	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_uniform}	0.9799971888496625	0.985958485958486	0.8248955338505963	0.8470544772514138	0.8229469502947246	0.8049361241017452	0.8222226604207792	0.7824831843905413	0.830248976263219	0.953803733564405	0.9896933568779123	0.9928102532041263	0.6600977108232805	0.7012987012987013	0.9897070144126049	0.9962358845671268	0.6561868861768446	0.6136363636363636	0.9897179226358993	0.9985328023475163	0.6547273982056592	0.5664335664335665	0.9896778428306672	0.9871529216742644	0.6708201096957709	0.9204545454545454	105.8	81	5352.0	4764	55.6	7	55.8	62
150	48	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}	0.9797455070757491	0.9861619861619861	0.8452822821912047	0.8486315083758391	0.8528907128573671	0.8054854277835695	0.8647804290266299	0.7825879842228616	0.8482529273927678	0.959095032968289	0.9894948848625743	0.9929151906647218	0.7010696795198355	0.7043478260869566	0.9878829037603417	0.9964033290117519	0.7178985219543923	0.6145675265553869	0.9868340732974896	0.9987424020121568	0.7427267847557703	0.5664335664335665	0.9922881111013787	0.9871555831779574	0.704217743684157	0.9310344827586207	120.0	81	5336.4	4765	71.2	6	41.6	62
151	49	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}	0.9689367758749141	0.9816849816849816	0.7993151503998497	0.768054375531011	0.8373773699559699	0.7133688922674606	0.8789167126308026	0.6887063889788685	0.7663079914084066	0.9817508278920092	0.9837856946319384	0.9906542056074766	0.614844606167761	0.5454545454545454	0.9781627859460705	0.9961157749655432	0.696591953965869	0.430622009569378	0.9744809216192465	0.9997904003353595	0.7833525036423588	0.3776223776223776	0.9934342428700166	0.9816834739658366	0.5391817399467964	0.9818181818181818	126.6	54	5269.6	4770	138.0	1	35.0	89
152	50	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: minmax_scaling}	0.982403256292125	0.985958485958486	0.8510105301844396	0.8470544772514138	0.8601189787164089	0.8049361241017452	0.8666782338897926	0.7824831843905413	0.8374995504601527	0.953803733564405	0.9909248295676066	0.9928102532041263	0.7110962308012724	0.7012987012987013	0.9900890422920631	0.9962358845671268	0.7301489151407548	0.6136363636363636	0.9895331413475628	0.9985328023475163	0.743823326432022	0.5664335664335665	0.992322997032212	0.9871529216742644	0.6826761038880934	0.9204545454545454	120.2	81	5351.0	4764	56.6	7	41.4	62
153	51	LGBMClassifier	None	0.9753119264664969		0.8260884089424821		0.8724495272260513		0.9121794496045472		0.7717243950545838		0.9871837019945402		0.664993115890424		0.9823764111359851		0.7625226433161176		0.9791974852071006		0.8451614140019937		0.9953012991015383		0.5481474910076294		136.5		5295.5		112.5		25.0
154	52	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.9759026903546918	0.9867724867724867	0.8298822916052655	0.8594806048391886	0.8420096580769314	0.8209612097036796	0.8597576648334746	0.7998609020407386	0.8307096793402409	0.9515339454400988	0.9874595860185262	0.9932228130539047	0.6723049971920049	0.7257383966244726	0.9847961108740391	0.9962767737617135	0.6992232052798236	0.6456456456456456	0.9830610700242838	0.9983232026828757	0.7364542596426654	0.6013986013986014	0.99206693521972	0.9881742738589212	0.6693524234607618	0.9148936170212766	119.0	86	5316.0	4763	91.6	8	42.6	57
155	53	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE', 'scaling_method: minmax_scaling}	0.9737121465873054	0.9863654863654864	0.8083174226865129	0.8502218435235476	0.8282884440982172	0.8060361396040803	0.8471569756795375	0.7826927840551818	0.7875279032272675	0.9645093543477004	0.9863589979844261	0.9930201062610688	0.6302758473885997	0.7074235807860262	0.9834348952436688	0.9965707594513216	0.6731419929527652	0.6155015197568389	0.9815081849301202	0.9989520016767973	0.7128057664289549	0.5664335664335665	0.9913254692960933	0.9871582435791217	0.5837303371584416	0.9418604651162791	115.2	81	5307.6	4766	100.0	5	46.4	62
156	54	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': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: minmax_scaling}	0.9753283710512124	0.9849409849409849	0.8157634019420502	0.8279672242827947	0.8316717897833543	0.7794042652854036	0.8479579455170292	0.7548255559154742	0.8024099197458974	0.9667900840115022	0.9872056371977728	0.9922980849292257	0.6443211666863277	0.6636363636363637	0.9847718779027629	0.996404832573889	0.678571701663946	0.5624036979969184	0.9831714695939846	0.9991616013414378	0.7127444214400736	0.5104895104895105	0.9913525845990734	0.9855282199710564	0.6134672548927214	0.948051948051948	115.2	73	5316.6	4767	91.0	4	46.4	70
157	55	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: minmax_scaling}	0.9768368111110073	0.9818884818884819	0.8300166055899931	0.7761648007165248	0.8494587500609871	0.7234277289115024	0.8697650593975809	0.6989862998037385	0.8113743592093601	0.9661413267408323	0.9879694660210914	0.9907532467532467	0.6720637451588948	0.5615763546798029	0.9852274703896955	0.9959060907343972	0.7136900297322787	0.4509493670886076	0.9834301264632851	0.9993712010060783	0.7560999923318764	0.3986013986013986	0.9926667742399609	0.9822826534816647	0.6300819441787591	0.95	122.2	57	5318.0	4768	89.6	3	39.4	86
158	56	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: yeo_johnson}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: yeo_johnson}	0.9761541529104594	0.9865689865689866	0.8269003989802677	0.8579034533521438	0.8395037713867026	0.8203934680779092	0.8562448175678098	0.7997561022084183	0.82146953708495	0.94671748888719	0.9876025742104474	0.9931178310740355	0.6661982237500877	0.7226890756302521	0.9851443540134041	0.9961092749864033	0.6938631887600011	0.6446776611694153	0.9835424685072933	0.9981136030182352	0.728947166628326	0.6013986013986014	0.9918535470429868	0.9881718198796431	0.6510855271269133	0.9052631578947369	117.8	86	5318.6	4762	89.0	9	43.8	57
159	57	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: standard_scaling}	0.9658474248154295	0.9865689865689866	0.7897871271949795	0.859058197747184	0.8301134904644012	0.823103823451108	0.8756337983860825	0.8031478058726016	0.7524429696324038	0.9426408617246906	0.9821120633193198	0.9931163954943679	0.5974621910706392	0.725	0.9756359818927803	0.9959834316555792	0.6845909990360222	0.6502242152466368	0.9714117574960357	0.9979040033535946	0.7798558392761292	0.6083916083916084	0.9932979844350699	0.988374506954536	0.5115879548297381	0.8969072164948454	126.0	87	5253.0	4761	154.6	10	35.6	56
160	58	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: box_cox}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: box_cox}	0.9779134494523254	0.9857549857549858	0.8321403755361156	0.8428453947368422	0.8498206292092878	0.7987688246606277	0.8670366828955973	0.7755949772298546	0.8164600353628684	0.9580792515805245	0.9885582477802499	0.9927083333333333	0.6757225032919814	0.6929824561403509	0.9862592653166825	0.9963199933090787	0.7133819931018932	0.6012176560121766	0.9847443266070829	0.9987424020121568	0.7493290391841116	0.5524475524475524	0.9924620554585613	0.9867467384551667	0.6404580152671756	0.9294117647058824	121.0	79	5325.0	4765	82.5	6	40.5	64
161	59	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: maxabs_scaling}	0.9833010061790504	0.986975986975987	0.8577568437474928	0.8610706662331604	0.8605200844664489	0.8215303999383525	0.8646725003562755	0.7999657018730588	0.8615441686021855	0.9564539548079303	0.9913852341365601	0.9933277731442869	0.7241284533584256	0.7288135593220338	0.9909137758382218	0.9964442585233215	0.730126393094676	0.6466165413533834	0.99060564023406	0.9985328023475163	0.7387393604784909	0.6013986013986014	0.9921958450793478	0.9881767268201618	0.730892492125023	0.9247311827956989	119.4	86	5356.8	4764	50.8	7	42.2	57
162	60	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.9820082187461818	0.9861619861619861	0.8470753263630572	0.852387582872733	0.8491725052449773	0.8138024416825372	0.8527066391893212	0.7927630952154112	0.849642712609396	0.945493840790627	0.9907172733342712	0.9929107589658048	0.7034333793918432	0.711864406779661	0.9902694579815364	0.9960259359966535	0.708075552508418	0.631578947368421	0.9899773455514055	0.9981136030182352	0.7154359328272372	0.5874125874125874	0.9914897426405004	0.9877618751296412	0.7077956825782913	0.9032258064516129	115.6	84	5353.4	4762	54.2	9	46.0	59
163	61	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}	0.9776623930948863	0.9849409849409849	0.8317227363011209	0.8279672242827947	0.8437835150948884	0.7794042652854036	0.8587441382284814	0.7548255559154742	0.8258773212800261	0.9667900840115022	0.9884091435256124	0.9922980849292257	0.6750363290766297	0.6636363636363637	0.9863368724572206	0.996404832573889	0.7012301577325564	0.5624036979969184	0.9849831004735259	0.9991616013414378	0.7325051759834369	0.5104895104895105	0.9919777577691296	0.9855282199710564	0.6597768847909224	0.948051948051948	118.4	73	5326.4	4767	81.2	4	43.2	70
164	62	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.9803919169111648	0.9865689865689866	0.8424214578030773	0.8543196878009516	0.841474707489305	0.8121616449258658	0.8440053934568276	0.7895809912158687	0.8539164462273398	0.9600745182511498	0.9898568152145358	0.9931221342225928	0.6949861003916188	0.7155172413793104	0.9892110796443113	0.9964866786565728	0.6937383353342985	0.6278366111951589	0.9887929355218908	0.9987424020121568	0.6992178513917644	0.5804195804195804	0.99098334007117	0.9875647668393782	0.7168495523835099	0.9325842696629213	113.0	83	5347.0	4765	60.6	6	48.6	60
165	63	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: yeo_johnson}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: yeo_johnson}	0.9820438739328026	0.9867724867724867	0.8579228519605394	0.8594806048391886	0.8595169946903727	0.8209612097036796	0.8652845357557835	0.7998609020407386	0.8669571982823783	0.9515339454400988	0.9907021407556333	0.9932228130539047	0.725143563165445	0.7257383966244726	0.9898131512697832	0.9962767737617135	0.7292208381109624	0.6456456456456456	0.9892378852528445	0.9983232026828757	0.7413311862587225	0.6013986013986014	0.992255167467991	0.9881742738589212	0.7416592290967658	0.9148936170212766	119.8	86	5349.4	4763	58.2	8	41.8	57
166	64	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}	0.9738558505293312	0.98005698005698	0.8120798264622913	0.7397065691158157	0.8385858650268416	0.6870396694424928	0.8634443141916874	0.6641260646710239	0.7852262517717614	0.9697254441344882	0.9864277090209104	0.9898298048982981	0.6377319439036724	0.4895833333333333	0.9829498687933033	0.9956574387239551	0.6942218612603801	0.3784219001610306	0.9806575111377646	0.999580800670719	0.74623111724561	0.32867132867132864	0.992331328512923	0.9802672147995889	0.5781211750305998	0.9591836734693877	120.6	47	5303.0	4769	104.6	2	41.0	96
167	65	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}	0.9777703515839962	0.9861619861619861	0.8382505299397941	0.8511569731081927	0.8475719521165536	0.8110472197412031	0.8625351453657594	0.789371391551228	0.8387905234820103	0.9498237611445158	0.9884364315260923	0.9929122368146759	0.6880646283534957	0.7094017094017094	0.9862753463219119	0.9961517547161919	0.7088685579111951	0.6259426847662142	0.9848739867670989	0.9983232026828757	0.7401963039644199	0.5804195804195804	0.9922026694196122	0.9875596102011196	0.6853783775444082	0.9120879120879121	119.6	83	5325.8	4763	81.8	8	42.0	60
168	66	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: standard_scaling}	0.9808591481505241	0.9865689865689866	0.8399582262777251	0.8567291245529467	0.8471930744255717	0.8176664208104449	0.8538231695682811	0.796364398544235	0.8336299595514479	0.9509738977992787	0.9901217847951654	0.9931192660550459	0.6897946677602851	0.7203389830508474	0.9892555258286684	0.9962350972599875	0.7051306230224748	0.6390977443609023	0.9886830694486548	0.9983232026828757	0.7189632696879074	0.5944055944055944	0.9915859453677907	0.9879693009749014	0.6756739737351052	0.9139784946236559	116.2	85	5346.4	4763	61.2	8	45.4	58
169	67	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: robust_scaling}	0.9770165828855749	0.9865689865689866	0.8216580806049324	0.8530835228353733	0.826344825541093	0.8093836088798947	0.8344143935397998	0.7861892875516854	0.8293705190305127	0.9649457434116999	0.9880957091224053	0.9931235674098771	0.6552204520874597	0.7130434782608696	0.9867062517619154	0.9966124377901384	0.6659833993202708	0.622154779969651	0.985798344628867	0.9989520016767973	0.6830304424507322	0.5734265734265734	0.9904864350657565	0.9873627511912161	0.668254602995269	0.9425287356321839	110.4	82	5330.8	4766	76.8	5	51.2	61
170	68	LGBMClassifier	{'boosting_type': 'dart', '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': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_normal}	0.979924930680321	0.985958485958486	0.8458315561660676	0.8470544772514138	0.8530421708307874	0.8049361241017452	0.8635325940056943	0.7824831843905413	0.8471282707693917	0.953803733564405	0.9895937640898845	0.9928102532041263	0.7020693482422506	0.7012987012987013	0.988079438191725	0.9962358845671268	0.7180049034698496	0.6136363636363636	0.987091259631663	0.9985328023475163	0.7399739283797254	0.5664335664335665	0.9922055460265679	0.9871529216742644	0.7020509955122156	0.9204545454545454	119.6	81	5337.8	4764	69.8	7	42.0	62
171	69	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_uniform}	0.9853837397519547	0.9865689865689866	0.8679835081691707	0.8543196878009516	0.8617192807584015	0.8121616449258658	0.857999207530489	0.7895809912158687	0.8803958145621478	0.9600745182511498	0.9924769954388915	0.9931221342225928	0.7434900208994499	0.7155172413793104	0.9929292185461334	0.9964866786565728	0.7305093429706695	0.6278366111951589	0.993231756062435	0.9987424020121568	0.7227666589985431	0.5804195804195804	0.9917275054720716	0.9875647668393782	0.7690641236522241	0.9325842696629213	116.8	83	5371.0	4765	36.6	6	44.8	60
172	70	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_normal}	0.9752923032186704	0.9812779812779813	0.8249546617463068	0.7652222683838803	0.8340434466709794	0.7125170389395925	0.8473939896070712	0.688496789314228	0.8215803209853842	0.96452217634884	0.9871300487878688	0.9904445367677607	0.6627792747047447	0.54	0.9847295224977026	0.9957812956852262	0.6833573708442562	0.4292527821939587	0.9831707719447614	0.9993712010060783	0.7116172072693813	0.3776223776223776	0.9913053217303827	0.9816759316450484	0.6518553202403858	0.9473684210526315	115.0	54	5316.6	4768	91.0	3	46.6	89
173	71	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE', 'scaling_method: standard_scaling}	0.9762272299240505	0.9804639804639804	0.8150636822940207	0.7450186799501868	0.8242232994048664	0.6911698228300356	0.832909357034924	0.6677273679998476	0.807188633775325	0.9800323006900602	0.9876963580045018	0.9900373599003736	0.6424310065835395	0.5	0.9861069348526046	0.9958662157083803	0.662339663957128	0.3864734299516908	0.985058036207721	0.9997904003353595	0.680760677862127	0.3356643356643357	0.99038897280239	0.9804727646454265	0.6239882947482601	0.9795918367346939	110.0	48	5326.8	4770	80.8	1	51.6	95
174	72	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 50, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.9731749847595031	0.9867724867724867	0.814444212361235	0.857127840635882	0.8354495748768882	0.8154847231608375	0.8600646557763737	0.7930774947123721	0.7972330221764079	0.9605514096185739	0.9860188774715635	0.993225638353309	0.6428695472509064	0.721030042918455	0.9824605742405346	0.9965283587083821	0.688438575513242	0.6344410876132931	0.9801400469258018	0.9987424020121568	0.7399892646269457	0.5874125874125874	0.9921664337371359	0.9877694859038143	0.6022996106156802	0.9333333333333333	119.6	84	5300.2	4765	107.4	6	42.0	59
175	73	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_normal}	0.9798894366835131	0.9812779812779813	0.83341495510802	0.760530374940674	0.8372989982797974	0.70601628732512	0.8425527387674808	0.6817133819858616	0.8359335546739807	0.9812058237881016	0.9896154316626145	0.9904485049833887	0.6772144785534256	0.5306122448979592	0.988850958474883	0.9960325746502401	0.6857470380847117	0.416	0.988349093822056	0.9997904003353595	0.6967563837129054	0.36363636363636365	0.9909209951807121	0.9812795721045052	0.6809461141672495	0.9811320754716981	112.6	52	5344.6	4770	63.0	1	49.0	91
176	74	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_normal}	0.9750050500768392	0.9865689865689866	0.8171919070703293	0.8567291245529467	0.8258264176016814	0.8176664208104449	0.8370329891083935	0.796364398544235	0.8140576832902916	0.9509738977992787	0.9870126448473494	0.9931192660550459	0.6473711692933093	0.7203389830508474	0.9848908388126805	0.9962350972599875	0.6667619963906823	0.6390977443609023	0.9835054383808848	0.9983232026828757	0.6905605398359022	0.5944055944055944	0.9906698292245439	0.9879693009749014	0.6374455373560391	0.9139784946236559	111.6	85	5318.4	4763	89.2	8	50.0	58
177	75	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: robust_scaling}	0.9742867560324481	0.9865689865689866	0.8151460357863373	0.8543196878009516	0.8292466309330297	0.8121616449258658	0.8461629261650947	0.7895809912158687	0.8101575490704283	0.9600745182511498	0.9866396350258171	0.9931221342225928	0.6436524365468571	0.7155172413793104	0.9839411474690486	0.9964866786565728	0.6745521143970107	0.6278366111951589	0.9821732566703473	0.9987424020121568	0.710152595659842	0.5804195804195804	0.9912647659830458	0.9875647668393782	0.6290503321578106	0.9325842696629213	114.8	83	5311.2	4765	96.4	6	46.8	60
178	76	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: standard_scaling}	0.9845219094029432	0.9863654863654864	0.8609354816281533	0.8502218435235476	0.8549542176415181	0.8060361396040803	0.8515445631505217	0.7826927840551818	0.8735013847390427	0.9645093543477004	0.9920318990357069	0.9930201062610688	0.7298390642205993	0.7074235807860262	0.9924404309139714	0.9965707594513216	0.7174680043690649	0.6155015197568389	0.9927141550565068	0.9989520016767973	0.7103749712445364	0.5664335664335665	0.9913564766410682	0.9871582435791217	0.755646292837017	0.9418604651162791	114.8	81	5368.2	4766	39.4	5	46.8	62
179	77	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: quantile_uniform}	0.9799609856176777	0.9865689865689866	0.8260127274536095	0.8543196878009516	0.825940082782677	0.8121616449258658	0.8264110108701989	0.7895809912158687	0.828041376219286	0.9600745182511498	0.9896724073258893	0.9931221342225928	0.6623530475813297	0.7155172413793104	0.9895211800788104	0.9964866786565728	0.6623589854865437	0.6278366111951589	0.9894219757316561	0.9987424020121568	0.6634000460087417	0.5804195804195804	0.9899309372632882	0.9875647668393782	0.6661518151752839	0.9325842696629213	107.2	83	5350.4	4765	57.2	6	54.4	60
180	78	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}	0.9815417612179245	0.9849409849409849	0.8370892724681316	0.8248543487307533	0.8314565714988538	0.7735219071225486	0.8290097804787881	0.7480421485871077	0.8518398027880527	0.9788648897969117	0.9904899046888289	0.9923012900540991	0.6836886402474345	0.6574074074074074	0.9907570490228478	0.9966562173458725	0.6721560939748599	0.5503875968992248	0.9909388156159613	0.999580800670719	0.667080745341615	0.4965034965034965	0.9900593825811231	0.9851270398677959	0.7136202229949824	0.9726027397260274	107.8	71	5358.6	4769	49.0	2	53.8	72
181	79	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}, 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}	0.983157308684617	0.9812779812779813	0.8487976472684634	0.760530374940674	0.8427474412613021	0.70601628732512	0.8394415621889346	0.6817133819858616	0.8625420854228029	0.9812058237881016	0.9913288713166084	0.9904485049833887	0.7062664232203185	0.5306122448979592	0.9917371062664044	0.9960325746502401	0.6937577762561999	0.416	0.9920109519984504	0.9997904003353595	0.6868721723794188	0.36363636363636365	0.9906552025195918	0.9812795721045052	0.734428968326014	0.9811320754716981	111.0	52	5364.4	4770	43.2	1	50.6	91
182	80	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.9756872891838734	0.9867724867724867	0.823621814214863	0.8583142406586364	0.8382241501308559	0.818231408861414	0.8530097985302103	0.7964691983765553	0.8107078247789348	0.9559424197067787	0.987372013086109	0.9932242259981237	0.6598716153436167	0.723404255319149	0.9848811927952928	0.9964025767589726	0.6915671074664191	0.6400602409638554	0.9832452699382677	0.9985328023475163	0.7227743271221533	0.5944055944055944	0.9916250291587261	0.9879717959352966	0.6297906203991432	0.9239130434782609	116.8	85	5317.0	4764	90.6	7	44.8	58
183	81	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE', 'scaling_method: standard_scaling}	0.9802484321872844	0.9855514855514855	0.8410250023784599	0.8412798640324161	0.8540813030603902	0.7982282553760953	0.8655765132143115	0.7754901773975343	0.8259862427708897	0.9526743222673937	0.9897903490002546	0.9926033961871028	0.6922596557566651	0.6899563318777293	0.9882992027983051	0.9961525593844095	0.7198634033224753	0.6003039513677811	0.9873143637493804	0.9985328023475163	0.7438386626792424	0.5524475524475524	0.9923134040950636	0.9867439933719967	0.659659081446716	0.9186046511627907	120.2	79	5339.0	4764	68.6	7	41.4	64
184	82	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: yeo_johnson}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: yeo_johnson}	0.9789196478453919	0.985958485958486	0.8297839625424375	0.8495951170068601	0.8440376681784965	0.8104921358654731	0.8563900099483192	0.7892665917189078	0.8134017262111343	0.9448654716606857	0.9891054106285747	0.9928072552903159	0.6704625144563006	0.7063829787234043	0.987514512393601	0.9959842717309462	0.7005608239633919	0.625	0.9864630196665948	0.9981136030182352	0.7263170002300436	0.5804195804195804	0.9917939845012713	0.987557030277893	0.6350094679209973	0.9021739130434783	117.4	83	5334.4	4762	73.2	9	44.2	60
185	83	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}	0.965595614089666	0.9863654863654864	0.7808518042259656	0.8527317741939091	0.8113417765253867	0.8116037206067368	0.8454491057103614	0.7894761913835484	0.7555613052973253	0.9548922056384743	0.982031514906506	0.9930171964564878	0.5796720935454251	0.7124463519313304	0.9765729285243496	0.9963192236908148	0.6461106245264239	0.6268882175226587	0.9730008109146263	0.9985328023475163	0.7178974005060962	0.5804195804195804	0.99140804565846	0.9875621890547264	0.5197145649361907	0.9222222222222223	116.0	83	5261.6	4764	146.0	7	45.6	60
186	84	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: quantile_uniform}	0.9804637495394001	0.986975986975987	0.8358863603676212	0.8599124452782989	0.8413961228355775	0.8187978416363408	0.8464376940642888	0.7965739982088755	0.8315059928136446	0.9610201119635082	0.9899189395141331	0.9933291640608714	0.6818537812211093	0.7264957264957265	0.9891966177782177	0.9965700422470406	0.6935956278929374	0.6410256410256411	0.9887192651318749	0.9987424020121568	0.7041561229967027	0.5944055944055944	0.9911397048676733	0.9879742898610823	0.6718722807596158	0.9340659340659341	113.8	85	5346.6	4765	61.0	6	47.8	58
187	85	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.9857070607263279	0.986975986975987	0.8683382367793973	0.8599124452782989	0.8593500289373835	0.8187978416363408	0.8539625517399745	0.7965739982088755	0.886188859458669	0.9610201119635082	0.9926477168442883	0.9933291640608714	0.7440287567145063	0.7264957264957265	0.993352313874228	0.9965700422470406	0.7253477440005394	0.6410256410256411	0.9938234241608785	0.9987424020121568	0.7141016793190706	0.5944055944055944	0.9914788791180082	0.9879742898610823	0.7808988397993295	0.9340659340659341	115.4	85	5374.2	4765	33.4	6	46.2	58
188	86	LGBMClassifier	None	0.9870723674560347		0.8827468081515463		0.8786777368036316		0.8761376770190872		0.8902867967252663		0.9933472656072991		0.7721463506957933		0.9936774254343762		0.7636780481728869		0.9938979289940828		0.7583774250440918		0.9927985830727826		0.7877750103777501		122.5		5375.0		33.0		39.0
189	87	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'KMeansSMOTE', 'scaling_method: minmax_scaling}	0.9813259022680374	0.9820919820919821	0.8395124346889752	0.7754299958454508	0.8404373698274471	0.720675011284033	0.8420797901434776	0.6956993959718756	0.8420992136782448	0.9822719244064453	0.9903722707067996	0.9908599916909016	0.6886525986711506	0.56	0.9900890931050107	0.9961989891817384	0.6907856465498833	0.4451510333863275	0.9899030048709596	0.9997904003353595	0.6942565754159957	0.3916083916083916	0.9908550447139012	0.9820877084620135	0.6933433826425881	0.9824561403508771	112.2	56	5353.0	4770	54.6	1	49.4	87
190	88	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: maxabs_scaling}	0.9805360592894818	0.9847374847374848	0.8384284257607127	0.8232871608808456	0.8464533991587719	0.7730122425865602	0.8536910781740286	0.7479373487547875	0.8309320868932646	0.9722917132008041	0.9899521267848416	0.9921964415773593	0.686904724736584	0.6543778801843319	0.988987471489779	0.9964888814579502	0.7039193268277651	0.5495356037151703	0.9883498735476584	0.9993712010060783	0.7190322828003988	0.4965034965034965	0.9915821419110996	0.9851239669421488	0.6702820318754299	0.9594594594594594	116.2	71	5344.6	4768	63.0	3	45.4	72
191	89	LGBMClassifier	None	0.9809660621296462		0.8458061074522728		0.848533256897951		0.8559323780099608		0.8576628101110813		0.9901557820367267		0.7014564328678187		0.9892470808203436		0.7078194329755582		0.9886584579343966		0.7232062980855251		0.991740186048493		0.7235854341736694		116.66666666666667		5346.333333333333		61.333333333333336		44.666666666666664
192	90	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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': 'KMeansSMOTE', 'scaling_method: quantile_uniform}	0.9780216980830986	0.986975986975987	0.8316234853988821	0.8599124452782989	0.8401537919637171	0.8187978416363408	0.8531145670884624	0.7965739982088755	0.8356202594970554	0.9610201119635082	0.9886040580286041	0.9933291640608714	0.6746429127691598	0.7264957264957265	0.9868604525349468	0.9965700422470406	0.6934471313924874	0.6410256410256411	0.985724571643377	0.9987424020121568	0.7205045625335481	0.5944055944055944	0.9916190386917707	0.9879742898610823	0.6796214803023399	0.9340659340659341	116.4	85	5330.4	4765	77.2	6	45.2	58
193	91	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0.5, 'reg_alpha': 0, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.9710555321472126	0.9857549857549858	0.7861264741371348	0.8428453947368422	0.8004981745658961	0.7987688246606277	0.814685484588815	0.7755949772298546	0.7739567578167632	0.9580792515805245	0.9849883699961517	0.9927083333333333	0.5872645782781177	0.6929824561403509	0.9823993255957115	0.9963199933090787	0.6185970235360809	0.6012176560121766	0.9806937205003814	0.9987424020121568	0.6486772486772486	0.5524475524475524	0.9893870261474017	0.9867467384551667	0.5585264894861245	0.9294117647058824	104.8	79	5303.2	4765	104.4	6	56.8	64
194	92	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}	0.980895377172879	0.9865689865689866	0.8445271124357397	0.8567291245529467	0.8493880579561346	0.8176664208104449	0.8574305904285762	0.796364398544235	0.8489079783175011	0.9509738977992787	0.9901221682416861	0.9931192660550459	0.6989320566297936	0.7203389830508474	0.9891385979833511	0.9962350972599875	0.709637517928918	0.6390977443609023	0.9884981718854476	0.9983232026828757	0.7263630089717046	0.5944055944055944	0.9918239637155484	0.9879693009749014	0.7059919929194539	0.9139784946236559	117.4	85	5345.4	4763	62.2	8	44.2	58
195	93	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.2, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: standard_scaling}	0.9770883316951074	0.9863654863654864	0.8254622259274521	0.8527317741939091	0.8387788189752072	0.8116037206067368	0.8525032585043167	0.7894761913835484	0.8146035462264113	0.9548922056384743	0.9881261154813554	0.9930171964564878	0.6627983363735488	0.7124463519313304	0.9860966083759187	0.9963192236908148	0.6914610295744954	0.6268882175226587	0.9847626706778305	0.9985328023475163	0.720243846330803	0.5804195804195804	0.9915869234127271	0.9875621890547264	0.6376201690400953	0.9222222222222223	116.4	83	5325.2	4764	82.4	7	45.2	60
196	94	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method: quantile_normal}	0.978022104281427	0.9857549857549858	0.8313896828542502	0.844179493916305	0.8576504955404646	0.8015872466872441	0.8793960261683436	0.7789866808940379	0.7990232565217126	0.953244322524878	0.9886242157152412	0.9927068139195666	0.6741551499932592	0.6956521739130435	0.9859002791133198	0.9961942202333653	0.7294007119676092	0.6069802731411229	0.9840968602501906	0.9985328023475163	0.7746951920864964	0.5594405594405595	0.9932150321687863	0.9869484151646986	0.6048314808746389	0.9195402298850575	125.2	80	5321.6	4764	86.0	7	36.4	63
197	95	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.970193708245794	0.9863654863654864	0.7937801592955201	0.8527317741939091	0.8291312626160767	0.8116037206067368	0.862759434040702	0.7894761913835484	0.755624504957671	0.9548922056384743	0.9844985714626986	0.9930171964564878	0.6030617471283416	0.7124463519313304	0.9798622486783565	0.9963192236908148	0.678400276553797	0.6268882175226587	0.9768109469097149	0.9985328023475163	0.7487079211716892	0.5804195804195804	0.9923891661652648	0.9875621890547264	0.518859843750077	0.9222222222222223	121.0	83	5282.2	4764	125.4	7	40.6	60
198	96	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'class_weight': {0: 1, 1: 33, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}, 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'class_weight', 'scaling_method: maxabs_scaling}	0.9745741316785372	0.9865689865689866	0.8140228315159712	0.8543196878009516	0.8340883837664975	0.8121616449258658	0.8524827192137657	0.7895809912158687	0.7933214412664412	0.9600745182511498	0.9868096176164661	0.9931221342225928	0.6412360454154765	0.7155172413793104	0.9839713162522588	0.9964866786565728	0.6842054512807365	0.6278366111951589	0.9820990938220563	0.9987424020121568	0.722866344605475	0.5804195804195804	0.9916217211574245	0.9875647668393782	0.5950211613754579	0.9325842696629213	116.8	83	5310.8	4765	96.8	6	44.8	60
199	97	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.01, 'n_jobs': -1, 'num_leaves': 31, 'reg_lambda': 0.1, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.6, 'sampling_method': 'KMeansSMOTE', 'scaling_method: robust_scaling}	0.9687200336048521	0.9820919820919821	0.7936153702957267	0.7797418219157988	0.8145113333492976	0.7270417785074446	0.8386747852497521	0.7024828033002419	0.7803462638825989	0.9666523664591447	0.9836891368506221	0.9908561928512053	0.6035416037408312	0.5686274509803921	0.9794873329743925	0.9959476960354263	0.6495353337242025	0.45813586097946285	0.9767361206106921	0.9993712010060783	0.7006134498888122	0.40559440559440557	0.9908988084700006	0.9824850607871419	0.5697937192951971	0.9508196721311475	113.2	58	5281.8	4768	125.8	3	48.4	85
200	98	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.9757590895741461	0.9863654863654864	0.8306305711532695	0.8514876808093439	0.8424455189578607	0.8088285616516482	0.8572649261865767	0.7860844877193651	0.8232091279357544	0.959589157216592	0.9873718875745228	0.9930186516619777	0.6738892547320163	0.70995670995671	0.9847613118629841	0.9964450020911753	0.7001297260527374	0.6212121212121212	0.9830598730770872	0.9987424020121568	0.7314699792960663	0.5734265734265734	0.9918856059775703	0.9873601326150021	0.6545326498939386	0.9318181818181818	118.2	82	5316.0	4765	91.6	6	43.4	61
201	99	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 150, 'reg_lambda': 0, 'reg_alpha': 0.5, 'colsample_bytree': 0.6, 'subsample': 0.8, 'sampling_method': 'KMeansSMOTE', 'scaling_method: yeo_johnson}	0.9803566163421324	0.9863654863654864	0.8287216718316655	0.8514876808093439	0.826870478670944	0.8088285616516482	0.8265725018855902	0.7860844877193651	0.835832349357525	0.959589157216592	0.9898767867575804	0.9930186516619777	0.6675665569057507	0.70995670995671	0.98984672961169	0.9964450020911753	0.663894227730198	0.6212121212121212	0.9898293071221504	0.9987424020121568	0.66331569664903	0.5734265734265734	0.9899373580453338	0.9873601326150021	0.6817273406697164	0.9318181818181818	107.2	82	5352.6	4765	55.0	6	54.4	61