Electrocardiogram/results_lgbm_kmeans_smote_tuning_grid.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', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9821877261694562	0.9804639804639804	0.8421688904328434	0.8197934445617612	0.8419794631912018	0.8118499382036573	0.8425505318332324	0.8067872182313599	0.8451742730044896	0.8340496638061328	0.9908258590431258	0.9899518526271719	0.6935119218225612	0.6496350364963503	0.9908037434103723	0.9906984539322077	0.6931551829720313	0.6330014224751067	0.9907908113851975	0.9911968140850974	0.6943102522812667	0.6223776223776224	0.9908699842494306	0.9887100146351662	0.699478561759548	0.6793893129770993	112.2	89	5357.8	4729	49.8	42	49.4	54
3	1	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9842345788900018	0.9857549857549858	0.8656089744342926	0.8454905779707063	0.873043025513725	0.8043882221350002	0.8784111705617811	0.7823783845582211	0.8546425228815826	0.9486313093089597	0.991871094376854	0.9927052938724469	0.7393468544917313	0.6982758620689655	0.991200069135213	0.9960684261156887	0.7548859818922369	0.6127080181543116	0.9907537880984872	0.9983232026828757	0.7660685530250747	0.5664335664335665	0.9929937671951418	0.9871502590673575	0.7162912785680234	0.9101123595505618	123.8	81	5357.6	4763	50.0	8	37.8	62
4	2	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9821877261694562	0.9804639804639804	0.8421688904328434	0.8197934445617612	0.8419794631912018	0.8118499382036573	0.8425505318332324	0.8067872182313599	0.8451742730044896	0.8340496638061328	0.9908258590431258	0.9899518526271719	0.6935119218225612	0.6496350364963503	0.9908037434103723	0.9906984539322077	0.6931551829720313	0.6330014224751067	0.9907908113851975	0.9911968140850974	0.6943102522812667	0.6223776223776224	0.9908699842494306	0.9887100146351662	0.699478561759548	0.6793893129770993	112.2	89	5357.8	4729	49.8	42	49.4	54
5	3	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.9842345788900018	0.9857549857549858	0.8656089744342926	0.8454905779707063	0.873043025513725	0.8043882221350002	0.8784111705617811	0.7823783845582211	0.8546425228815826	0.9486313093089597	0.991871094376854	0.9927052938724469	0.7393468544917313	0.6982758620689655	0.991200069135213	0.9960684261156887	0.7548859818922369	0.6127080181543116	0.9907537880984872	0.9983232026828757	0.7660685530250747	0.5664335664335665	0.9929937671951418	0.9871502590673575	0.7162912785680234	0.9101123595505618	123.8	81	5357.6	4763	50.0	8	37.8	62
6	4	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9806794279566967	0.9808709808709809	0.8335289976215263	0.8272203602848764	0.8383813585946452	0.823190895979648	0.8423879755504393	0.8205636325527333	0.8279296400273642	0.8341826483041459	0.9900402923388645	0.9901550062840385	0.6770177029041877	0.6642857142857143	0.9895351009402573	0.9905284774317925	0.6872276162490332	0.6558533145275035	0.9892004584239367	0.9907776147558164	0.695575492676942	0.6503496503496503	0.9908909542058687	0.9895331798199707	0.6649683258488596	0.6788321167883211	112.4	93	5349.2	4727	58.4	44	49.2	50
7	5	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9825108343732764	0.9863654863654864	0.8535808659643888	0.8514876808093439	0.8654114147387959	0.8088285616516482	0.8739039396492225	0.7860844877193651	0.8359584645812648	0.959589157216592	0.9909772225098064	0.9930186516619777	0.7161845094189713	0.70995670995671	0.9899101919637114	0.9964450020911753	0.7409126375138804	0.6212121212121212	0.9892004105460487	0.9987424020121568	0.7586074687523963	0.5734265734265734	0.9927619257093283	0.9873601326150021	0.6791550034532012	0.9318181818181818	122.6	82	5349.2	4765	58.4	6	39.0	61
8	6	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9806794279566967	0.9808709808709809	0.8335289976215263	0.8272203602848764	0.8383813585946452	0.823190895979648	0.8423879755504393	0.8205636325527333	0.8279296400273642	0.8341826483041459	0.9900402923388645	0.9901550062840385	0.6770177029041877	0.6642857142857143	0.9895351009402573	0.9905284774317925	0.6872276162490332	0.6558533145275035	0.9892004584239367	0.9907776147558164	0.695575492676942	0.6503496503496503	0.9908909542058687	0.9895331798199707	0.6649683258488596	0.6788321167883211	112.4	93	5349.2	4727	58.4	44	49.2	50
9	7	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9825108343732764	0.9863654863654864	0.8535808659643888	0.8514876808093439	0.8654114147387959	0.8088285616516482	0.8739039396492225	0.7860844877193651	0.8359584645812648	0.959589157216592	0.9909772225098064	0.9930186516619777	0.7161845094189713	0.70995670995671	0.9899101919637114	0.9964450020911753	0.7409126375138804	0.6212121212121212	0.9892004105460487	0.9987424020121568	0.7586074687523963	0.5734265734265734	0.9927619257093283	0.9873601326150021	0.6791550034532012	0.9318181818181818	122.6	82	5349.2	4765	58.4	6	39.0	61
10	8	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9816490749477825	0.9806674806674807	0.8385946402535487	0.8235465543706653	0.8396204714505476	0.8175446985229806	0.8410870644027826	0.8136754253920466	0.8397664994890981	0.8341129082620371	0.9905461303739791	0.9900533975499948	0.6866431501331182	0.6570397111913358	0.9904032231265845	0.9906134763660744	0.6888377197745107	0.6444759206798867	0.990310007955937	0.9909872144204569	0.6918641208496281	0.6363636363636364	0.9907925690374373	0.9891213389121339	0.6887404299407587	0.6791044776119403	111.8	91	5355.2	4728	52.4	43	49.8	52
11	9	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9843423310561512	0.9851444851444852	0.8662390670124587	0.8368088742868502	0.8737122504467247	0.794324313262103	0.8790577617976106	0.7718888740687105	0.8550497783946611	0.9467568062272402	0.9919272883652523	0.9923950411501198	0.7405508456596652	0.6812227074235808	0.9912670028242528	0.9959434593509535	0.7561574980691966	0.5927051671732523	0.9908277389161322	0.9983232026828757	0.767287784679089	0.5454545454545454	0.9930314868151221	0.9865368682684341	0.7170680699742	0.9069767441860465	124.0	78	5358.0	4763	49.6	8	37.6	65
12	10	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9816490749477825	0.9806674806674807	0.8385946402535487	0.8235465543706653	0.8396204714505476	0.8175446985229806	0.8410870644027826	0.8136754253920466	0.8397664994890981	0.8341129082620371	0.9905461303739791	0.9900533975499948	0.6866431501331182	0.6570397111913358	0.9904032231265845	0.9906134763660744	0.6888377197745107	0.6444759206798867	0.990310007955937	0.9909872144204569	0.6918641208496281	0.6363636363636364	0.9907925690374373	0.9891213389121339	0.6887404299407587	0.6791044776119403	111.8	91	5355.2	4728	52.4	43	49.8	52
13	11	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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': 'standard_scaling'}	0.9843423310561512	0.9851444851444852	0.8662390670124587	0.8368088742868502	0.8737122504467247	0.794324313262103	0.8790577617976106	0.7718888740687105	0.8550497783946611	0.9467568062272402	0.9919272883652523	0.9923950411501198	0.7405508456596652	0.6812227074235808	0.9912670028242528	0.9959434593509535	0.7561574980691966	0.5927051671732523	0.9908277389161322	0.9983232026828757	0.767287784679089	0.5454545454545454	0.9930314868151221	0.9865368682684341	0.7170680699742	0.9069767441860465	124.0	78	5358.0	4763	49.6	8	37.6	65
14	12	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9799611983882308	0.98005698005698	0.8295620979316339	0.8211080947350121	0.8371486995278833	0.8184794528615107	0.8432233589636684	0.816752729559269	0.8201703514114357	0.8255949376624354	0.9896655745880792	0.9897339199664781	0.6694586212751883	0.6524822695035462	0.9888965881740706	0.9899828157089567	0.6854008108816959	0.6469760900140648	0.9883867532007052	0.9901488157618947	0.6980599647266313	0.6433566433566433	0.9909586043055381	0.9893193717277486	0.6493820985173332	0.6618705035971223	112.8	92	5344.8	4724	62.8	47	48.8	51
15	13	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.9822594427410263	0.985958485958486	0.8523342678256677	0.8470544772514138	0.8654838406663552	0.8049361241017452	0.8749873997403901	0.7824831843905413	0.8329328215116643	0.953803733564405	0.9908457462333553	0.9928102532041263	0.71382278941798	0.7012987012987013	0.9896576606685292	0.9962358845671268	0.7413100206641812	0.6136363636363636	0.9888675224314744	0.9985328023475163	0.761107277049306	0.5664335664335665	0.9928336044669678	0.9871529216742644	0.673032038556361	0.9204545454545454	123.0	81	5347.4	4764	60.2	7	38.6	62
16	14	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9799611983882308	0.98005698005698	0.8295620979316339	0.8211080947350121	0.8371486995278833	0.8184794528615107	0.8432233589636684	0.816752729559269	0.8201703514114357	0.8255949376624354	0.9896655745880792	0.9897339199664781	0.6694586212751883	0.6524822695035462	0.9888965881740706	0.9899828157089567	0.6854008108816959	0.6469760900140648	0.9883867532007052	0.9901488157618947	0.6980599647266313	0.6433566433566433	0.9909586043055381	0.9893193717277486	0.6493820985173332	0.6618705035971223	112.8	92	5344.8	4724	62.8	47	48.8	51
17	15	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9822594427410263	0.985958485958486	0.8523342678256677	0.8470544772514138	0.8654838406663552	0.8049361241017452	0.8749873997403901	0.7824831843905413	0.8329328215116643	0.953803733564405	0.9908457462333553	0.9928102532041263	0.71382278941798	0.7012987012987013	0.9896576606685292	0.9962358845671268	0.7413100206641812	0.6136363636363636	0.9888675224314744	0.9985328023475163	0.761107277049306	0.5664335664335665	0.9928336044669678	0.9871529216742644	0.673032038556361	0.9204545454545454	123.0	81	5347.4	4764	60.2	7	38.6	62
18	16	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9815772552147323	0.9806674806674807	0.8374380844423325	0.8235465543706653	0.8376787601648689	0.8175446985229806	0.8386395882810105	0.8136754253920466	0.8400666524225964	0.8341129082620371	0.990509987429945	0.9900533975499948	0.6843661814547198	0.6570397111913358	0.990433126434076	0.9906134763660744	0.6849243938956616	0.6444759206798867	0.9903839998117714	0.9909872144204569	0.6868951767502491	0.6363636363636364	0.9906465742013509	0.9891213389121339	0.6894867306438419	0.6791044776119403	111.0	91	5355.6	4728	52.0	43	50.6	52
19	17	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.9839832001529368	0.9857549857549858	0.863452245825445	0.844179493916305	0.8714263629105454	0.8015872466872441	0.8770726345942819	0.7789866808940379	0.8513308481406403	0.953244322524878	0.9917416984745578	0.9927068139195666	0.7351627931763322	0.6956521739130435	0.9910374862734888	0.9961942202333653	0.7518152395476022	0.6069802731411229	0.9905688563367889	0.9985328023475163	0.7635764128517752	0.5594405594405595	0.9929187783651774	0.9869484151646986	0.7097429179161034	0.9195402298850575	123.4	80	5356.6	4764	51.0	7	38.2	63
20	18	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9815772552147323	0.9806674806674807	0.8374380844423325	0.8235465543706653	0.8376787601648689	0.8175446985229806	0.8386395882810105	0.8136754253920466	0.8400666524225964	0.8341129082620371	0.990509987429945	0.9900533975499948	0.6843661814547198	0.6570397111913358	0.990433126434076	0.9906134763660744	0.6849243938956616	0.6444759206798867	0.9903839998117714	0.9909872144204569	0.6868951767502491	0.6363636363636364	0.9906465742013509	0.9891213389121339	0.6894867306438419	0.6791044776119403	111.0	91	5355.6	4728	52.0	43	50.6	52
21	19	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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': 'standard_scaling'}	0.9839832001529368	0.9857549857549858	0.863452245825445	0.844179493916305	0.8714263629105454	0.8015872466872441	0.8770726345942819	0.7789866808940379	0.8513308481406403	0.953244322524878	0.9917416984745578	0.9927068139195666	0.7351627931763322	0.6956521739130435	0.9910374862734888	0.9961942202333653	0.7518152395476022	0.6069802731411229	0.9905688563367889	0.9985328023475163	0.7635764128517752	0.5594405594405595	0.9929187783651774	0.9869484151646986	0.7097429179161034	0.9195402298850575	123.4	80	5356.6	4764	51.0	7	38.2	63
22	20	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.980356235934174	0.9812779812779813	0.8314899077146525	0.8297156201740179	0.8370385546400559	0.824286573148787	0.8416189148645377	0.8207732322173739	0.8251153143597332	0.839213224523959	0.9898720897388751	0.9903664921465969	0.6731077256904298	0.6690647482014388	0.9892901023496993	0.9908645182919164	0.6847870069304124	0.6577086280056577	0.9889045730769779	0.9911968140850974	0.6943332566520971	0.6503496503496503	0.990851995461132	0.989537560159029	0.6593786332583343	0.6888888888888889	112.2	93	5347.6	4729	60.0	42	49.4	50
23	21	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9823671691168055	0.9863654863654864	0.8529595758109331	0.8527317741939091	0.8657879779904579	0.8116037206067368	0.8750390390513662	0.7894761913835484	0.83397086341745	0.9548922056384743	0.990901890887897	0.9930171964564878	0.7150172607339689	0.7124463519313304	0.9897467487874481	0.9963192236908148	0.7418292071934676	0.6268882175226587	0.9889784691770366	0.9985328023475163	0.7610996089256958	0.5804195804195804	0.9928344256120833	0.9875621890547264	0.6751073012228167	0.9222222222222223	123.0	83	5348.0	4764	59.6	7	38.6	60
24	22	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.980356235934174	0.9812779812779813	0.8314899077146525	0.8297156201740179	0.8370385546400559	0.824286573148787	0.8416189148645377	0.8207732322173739	0.8251153143597332	0.839213224523959	0.9898720897388751	0.9903664921465969	0.6731077256904298	0.6690647482014388	0.9892901023496993	0.9908645182919164	0.6847870069304124	0.6577086280056577	0.9889045730769779	0.9911968140850974	0.6943332566520971	0.6503496503496503	0.990851995461132	0.989537560159029	0.6593786332583343	0.6888888888888889	112.2	93	5347.6	4729	60.0	42	49.4	50
25	23	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9823671691168055	0.9863654863654864	0.8529595758109331	0.8527317741939091	0.8657879779904579	0.8116037206067368	0.8750390390513662	0.7894761913835484	0.83397086341745	0.9548922056384743	0.990901890887897	0.9930171964564878	0.7150172607339689	0.7124463519313304	0.9897467487874481	0.9963192236908148	0.7418292071934676	0.6268882175226587	0.9889784691770366	0.9985328023475163	0.7610996089256958	0.5804195804195804	0.9928344256120833	0.9875621890547264	0.6751073012228167	0.9222222222222223	123.0	83	5348.0	4764	59.6	7	38.6	60
26	24	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9815772294243622	0.9798534798534798	0.8379304850901882	0.8173968562828737	0.8389966219974017	0.8128305553543043	0.8404436177844457	0.8098645223985823	0.8388565713707203	0.8253360992785561	0.9905092493526251	0.9896324222431668	0.6853517208277511	0.6451612903225806	0.990366343276585	0.9900678903696254	0.6876269007182183	0.635593220338983	0.990273018867718	0.9903584154265354	0.6906142167011733	0.6293706293706294	0.9907552439945672	0.9889074926747593	0.6869578987468735	0.6617647058823529	111.6	90	5355.0	4725	52.6	46	50.0	53
27	25	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9842345917851869	0.9857549857549858	0.8662182275879381	0.844179493916305	0.8750698047034795	0.8015872466872441	0.881405121014169	0.7789866808940379	0.8529508430421504	0.953244322524878	0.991869988997621	0.9927068139195666	0.7405664661782552	0.6956521739130435	0.9910886351659954	0.9961942202333653	0.7590509742409636	0.6069802731411229	0.9905688494970907	0.9985328023475163	0.7722413925312475	0.5594405594405595	0.9931767361555256	0.9869484151646986	0.7127249499287756	0.9195402298850575	124.8	80	5356.6	4764	51.0	7	36.8	63
28	26	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9815772294243622	0.9798534798534798	0.8379304850901882	0.8173968562828737	0.8389966219974017	0.8128305553543043	0.8404436177844457	0.8098645223985823	0.8388565713707203	0.8253360992785561	0.9905092493526251	0.9896324222431668	0.6853517208277511	0.6451612903225806	0.990366343276585	0.9900678903696254	0.6876269007182183	0.635593220338983	0.990273018867718	0.9903584154265354	0.6906142167011733	0.6293706293706294	0.9907552439945672	0.9889074926747593	0.6869578987468735	0.6617647058823529	111.6	90	5355.0	4725	52.6	46	50.0	53
29	27	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9842345917851869	0.9857549857549858	0.8662182275879381	0.844179493916305	0.8750698047034795	0.8015872466872441	0.881405121014169	0.7789866808940379	0.8529508430421504	0.953244322524878	0.991869988997621	0.9927068139195666	0.7405664661782552	0.6956521739130435	0.9910886351659954	0.9961942202333653	0.7590509742409636	0.6069802731411229	0.9905688494970907	0.9985328023475163	0.7722413925312475	0.5594405594405595	0.9931767361555256	0.9869484151646986	0.7127249499287756	0.9195402298850575	124.8	80	5356.6	4764	51.0	7	36.8	63
30	28	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9799252724027243	0.9806674806674807	0.828897682996154	0.8259854691548499	0.8354312556911643	0.8226450066703659	0.8407905364845023	0.8204588327204131	0.8212534108444387	0.8317220158764839	0.989647541498264	0.9900492301246465	0.668147824494044	0.6619217081850534	0.9889559364707644	0.990360435875943	0.681906574911564	0.6549295774647887	0.9884977204653621	0.9905680150911759	0.6930833525036423	0.6503496503496503	0.9908117285543547	0.9895309882747069	0.651695093134523	0.6739130434782609	112.0	93	5345.4	4726	62.2	45	49.6	50
31	29	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.9823672013547682	0.9853479853479854	0.8527165361316053	0.8410760230555836	0.8653756900142836	0.8005015107395673	0.8744402530647075	0.7787770812293973	0.8337913723220854	0.9429097048378645	0.9909025158393574	0.9924968736973739	0.7145305564238533	0.6896551724137931	0.9897693199194679	0.9958592998452466	0.7409820601090995	0.6051437216338881	0.9890154651049539	0.9981136030182352	0.7598650410244613	0.5594405594405595	0.9927976416967624	0.9869430051813471	0.6747851029474082	0.898876404494382	122.8	80	5348.2	4762	59.4	9	38.8	63
32	30	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9799252724027243	0.9806674806674807	0.828897682996154	0.8259854691548499	0.8354312556911643	0.8226450066703659	0.8407905364845023	0.8204588327204131	0.8212534108444387	0.8317220158764839	0.989647541498264	0.9900492301246465	0.668147824494044	0.6619217081850534	0.9889559364707644	0.990360435875943	0.681906574911564	0.6549295774647887	0.9884977204653621	0.9905680150911759	0.6930833525036423	0.6503496503496503	0.9908117285543547	0.9895309882747069	0.651695093134523	0.6739130434782609	112.0	93	5345.4	4726	62.2	45	49.6	50
33	31	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.9823672013547682	0.9853479853479854	0.8527165361316053	0.8410760230555836	0.8653756900142836	0.8005015107395673	0.8744402530647075	0.7787770812293973	0.8337913723220854	0.9429097048378645	0.9909025158393574	0.9924968736973739	0.7145305564238533	0.6896551724137931	0.9897693199194679	0.9958592998452466	0.7409820601090995	0.6051437216338881	0.9890154651049539	0.9981136030182352	0.7598650410244613	0.5594405594405595	0.9927976416967624	0.9869430051813471	0.6747851029474082	0.898876404494382	122.8	80	5348.2	4762	59.4	9	38.8	63
34	32	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9844142346079042	0.9831094831094831	0.8572850115239167	0.8390565840434536	0.850593920248685	0.8241240887718148	0.846679505041028	0.8149330233798899	0.8710528053574451	0.8675251101562714	0.9919811529695233	0.9913207152567186	0.7225888700783103	0.6867924528301886	0.9925310289935038	0.9926285810018428	0.7086568115038663	0.6556195965417867	0.9928989226654468	0.9935024103961434	0.7004600874166091	0.6363636363636364	0.9910699078028078	0.9891485809682805	0.7510357029120825	0.7459016393442623	113.2	91	5369.2	4740	38.4	31	48.4	52
35	33	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9867125627794024	0.9865689865689866	0.8782181472028242	0.8555347091932457	0.8702206836963278	0.814922530688772	0.8652739889974397	0.7929726948800518	0.8933120422110331	0.955421936554012	0.9931641797837066	0.9931207004377736	0.7632721146219419	0.717948717948718	0.9937811976208218	0.9963608984816162	0.7466601697718334	0.6334841628959276	0.9941934039591457	0.9985328023475163	0.7363545740357333	0.5874125874125874	0.9921392483665183	0.9877669500311009	0.7944848360555479	0.9230769230769231	119.0	84	5376.2	4764	31.4	7	42.6	59
36	34	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9844142346079042	0.9831094831094831	0.8572850115239167	0.8390565840434536	0.850593920248685	0.8241240887718148	0.846679505041028	0.8149330233798899	0.8710528053574451	0.8675251101562714	0.9919811529695233	0.9913207152567186	0.7225888700783103	0.6867924528301886	0.9925310289935038	0.9926285810018428	0.7086568115038663	0.6556195965417867	0.9928989226654468	0.9935024103961434	0.7004600874166091	0.6363636363636364	0.9910699078028078	0.9891485809682805	0.7510357029120825	0.7459016393442623	113.2	91	5369.2	4740	38.4	31	48.4	52
37	35	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'standard_scaling'}	0.9867125627794024	0.9865689865689866	0.8782181472028242	0.8555347091932457	0.8702206836963278	0.814922530688772	0.8652739889974397	0.7929726948800518	0.8933120422110331	0.955421936554012	0.9931641797837066	0.9931207004377736	0.7632721146219419	0.717948717948718	0.9937811976208218	0.9963608984816162	0.7466601697718334	0.6334841628959276	0.9941934039591457	0.9985328023475163	0.7363545740357333	0.5874125874125874	0.9921392483665183	0.9877669500311009	0.7944848360555479	0.9230769230769231	119.0	84	5376.2	4764	31.4	7	42.6	59
38	36	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9835523397829675	0.9829059829059829	0.8516757212484671	0.8388902766502218	0.8477525132626074	0.8261528709939931	0.8456675840474667	0.8182199272117527	0.8603895114960967	0.8626752975569012	0.9915336837237734	0.9912133891213389	0.711817758773161	0.6865671641791045	0.9918416600838436	0.9923344363925773	0.7036633664413715	0.6599713055954088	0.9920483035906773	0.9930832110668623	0.6992868645042558	0.6433566433566433	0.9910256942494298	0.9893505951138024	0.7297533287427633	0.736	113.0	92	5364.6	4738	43.0	33	48.6	51
39	37	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9866048235084381	0.9865689865689866	0.8774697308382695	0.8555347091932457	0.8703006081158356	0.814922530688772	0.8658211254135748	0.7929726948800518	0.8907895789738894	0.955421936554012	0.9931084199528435	0.9931207004377736	0.7618310417236953	0.717948717948718	0.9936702254590433	0.9963608984816162	0.7469309907726281	0.6334841628959276	0.9940454407665715	0.9985328023475163	0.7375968100605782	0.5874125874125874	0.9921747806258597	0.9877669500311009	0.7894043773219189	0.9230769230769231	119.2	84	5375.4	4764	32.2	7	42.4	59
40	38	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9835523397829675	0.9829059829059829	0.8516757212484671	0.8388902766502218	0.8477525132626074	0.8261528709939931	0.8456675840474667	0.8182199272117527	0.8603895114960967	0.8626752975569012	0.9915336837237734	0.9912133891213389	0.711817758773161	0.6865671641791045	0.9918416600838436	0.9923344363925773	0.7036633664413715	0.6599713055954088	0.9920483035906773	0.9930832110668623	0.6992868645042558	0.6433566433566433	0.9910256942494298	0.9893505951138024	0.7297533287427633	0.736	113.0	92	5364.6	4738	43.0	33	48.6	51
41	39	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9866048235084381	0.9865689865689866	0.8774697308382695	0.8555347091932457	0.8703006081158356	0.814922530688772	0.8658211254135748	0.7929726948800518	0.8907895789738894	0.955421936554012	0.9931084199528435	0.9931207004377736	0.7618310417236953	0.717948717948718	0.9936702254590433	0.9963608984816162	0.7469309907726281	0.6334841628959276	0.9940454407665715	0.9985328023475163	0.7375968100605782	0.5874125874125874	0.9921747806258597	0.9877669500311009	0.7894043773219189	0.9230769230769231	119.2	84	5375.4	4764	32.2	7	42.4	59
42	40	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': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9836959792490683	0.9833129833129833	0.8519808150825424	0.84385854781335	0.8468286384527441	0.8324033525694168	0.8439259929167136	0.8252129342047598	0.8629063840223786	0.8649607121650007	0.9916093831369744	0.9914207993304038	0.7123522470281107	0.6962962962962963	0.9920272677122235	0.992417577814084	0.7016300091932647	0.6723891273247496	0.9923071656509258	0.9930832110668623	0.6955448201825012	0.6573426573426573	0.9909181316392826	0.9897639440150408	0.7348946364054749	0.7401574803149606	112.4	94	5366.0	4738	41.6	33	49.2	49
43	41	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': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9867843567220828	0.9865689865689866	0.8790456025942044	0.8543196878009516	0.8712899052087064	0.8121616449258658	0.8665162147627369	0.7895809912158687	0.8938074024622813	0.9600745182511498	0.9932008028132764	0.9931221342225928	0.7648904023751324	0.7155172413793104	0.9937958206329671	0.9964866786565728	0.7487839897844454	0.6278366111951589	0.9941933834400508	0.9987424020121568	0.738839046085423	0.5804195804195804	0.9922126295223872	0.9875647668393782	0.7954021754021754	0.9325842696629213	119.4	83	5376.2	4765	31.4	6	42.2	60
44	42	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': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9836959792490683	0.9833129833129833	0.8519808150825424	0.84385854781335	0.8468286384527441	0.8324033525694168	0.8439259929167136	0.8252129342047598	0.8629063840223786	0.8649607121650007	0.9916093831369744	0.9914207993304038	0.7123522470281107	0.6962962962962963	0.9920272677122235	0.992417577814084	0.7016300091932647	0.6723891273247496	0.9923071656509258	0.9930832110668623	0.6955448201825012	0.6573426573426573	0.9909181316392826	0.9897639440150408	0.7348946364054749	0.7401574803149606	112.4	94	5366.0	4738	41.6	33	49.2	49
45	43	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': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9867843567220828	0.9865689865689866	0.8790456025942044	0.8543196878009516	0.8712899052087064	0.8121616449258658	0.8665162147627369	0.7895809912158687	0.8938074024622813	0.9600745182511498	0.9932008028132764	0.9931221342225928	0.7648904023751324	0.7155172413793104	0.9937958206329671	0.9964866786565728	0.7487839897844454	0.6278366111951589	0.9941933834400508	0.9987424020121568	0.738839046085423	0.5804195804195804	0.9922126295223872	0.9875647668393782	0.7954021754021754	0.9325842696629213	119.4	83	5376.2	4765	31.4	6	42.2	60
46	44	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9836600339207843	0.9814814814814815	0.8528147287391941	0.8297825528391842	0.8490097874248275	0.8222840309150332	0.8469091237883006	0.8174863283855109	0.860954621139624	0.8431523516216114	0.9915889824734372	0.9904741965874594	0.7140404750049509	0.6690909090909091	0.9918860912213349	0.9911589709209755	0.7061334836283202	0.6534090909090909	0.9920852516407066	0.9916160134143785	0.7017329959358946	0.6433566433566433	0.9910981524156638	0.9893350062735258	0.7308110898635838	0.696969696969697	113.4	92	5364.8	4731	42.8	40	48.2	51
47	45	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9862816056955455	0.9861619861619861	0.8757842295685274	0.8499051328858289	0.8710590297269132	0.8082749335304329	0.8680460220197596	0.7859796878870449	0.8842617643353489	0.9543529137800547	0.9929400854979304	0.9929137140475198	0.7586283736391244	0.7068965517241379	0.9933146250780073	0.9962775523861307	0.748803434375819	0.6202723146747352	0.9935646304976127	0.9985328023475163	0.7425274135419062	0.5734265734265734	0.9923170990300821	0.9873575129533678	0.7762064296406159	0.9213483146067416	120.0	82	5372.8	4764	34.8	7	41.6	61
48	46	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9836600339207843	0.9814814814814815	0.8528147287391941	0.8297825528391842	0.8490097874248275	0.8222840309150332	0.8469091237883006	0.8174863283855109	0.860954621139624	0.8431523516216114	0.9915889824734372	0.9904741965874594	0.7140404750049509	0.6690909090909091	0.9918860912213349	0.9911589709209755	0.7061334836283202	0.6534090909090909	0.9920852516407066	0.9916160134143785	0.7017329959358946	0.6433566433566433	0.9910981524156638	0.9893350062735258	0.7308110898635838	0.696969696969697	113.4	92	5364.8	4731	42.8	40	48.2	51
49	47	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9862816056955455	0.9861619861619861	0.8757842295685274	0.8499051328858289	0.8710590297269132	0.8082749335304329	0.8680460220197596	0.7859796878870449	0.8842617643353489	0.9543529137800547	0.9929400854979304	0.9929137140475198	0.7586283736391244	0.7068965517241379	0.9933146250780073	0.9962775523861307	0.748803434375819	0.6202723146747352	0.9935646304976127	0.9985328023475163	0.7425274135419062	0.5734265734265734	0.9923170990300821	0.9873575129533678	0.7762064296406159	0.9213483146067416	120.0	82	5372.8	4764	34.8	7	41.6	61
50	48	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9839473837765033	0.9820919820919821	0.8544886154509136	0.833630857114717	0.8493632961048567	0.8239341235436959	0.846458270215574	0.8178007278824717	0.8653404160028938	0.851259993681806	0.9917384428429763	0.9907911259941398	0.7172387880588509	0.6764705882352942	0.9921455069956064	0.9916628262600025	0.706581085214107	0.6562054208273894	0.992418112396488	0.9922448124083001	0.7004984280346599	0.6433566433566433	0.9910649064666955	0.9893416927899686	0.739615925539092	0.7131782945736435	113.2	92	5366.6	4734	41.0	37	48.4	51
51	49	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'standard_scaling'}	0.9866766174511182	0.9857549857549858	0.8786533356644052	0.8454905779707063	0.8722598830155948	0.8043882221350002	0.8682532755476741	0.7823783845582211	0.8904806118044387	0.9486313093089597	0.99314449134523	0.9927052938724469	0.7641621799835802	0.6982758620689655	0.993640335474273	0.9960684261156887	0.7508794305569163	0.6127080181543116	0.9939714694298317	0.9983232026828757	0.7425350816655165	0.5664335664335665	0.9923203607310752	0.9871502590673575	0.7886408628778023	0.9101123595505618	120.0	81	5375.0	4763	32.6	8	41.6	62
52	50	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9839473837765033	0.9820919820919821	0.8544886154509136	0.833630857114717	0.8493632961048567	0.8239341235436959	0.846458270215574	0.8178007278824717	0.8653404160028938	0.851259993681806	0.9917384428429763	0.9907911259941398	0.7172387880588509	0.6764705882352942	0.9921455069956064	0.9916628262600025	0.706581085214107	0.6562054208273894	0.992418112396488	0.9922448124083001	0.7004984280346599	0.6433566433566433	0.9910649064666955	0.9893416927899686	0.739615925539092	0.7131782945736435	113.2	92	5366.6	4734	41.0	37	48.4	51
53	51	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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': 'standard_scaling'}	0.9866766174511182	0.9857549857549858	0.8786533356644052	0.8454905779707063	0.8722598830155948	0.8043882221350002	0.8682532755476741	0.7823783845582211	0.8904806118044387	0.9486313093089597	0.99314449134523	0.9927052938724469	0.7641621799835802	0.6982758620689655	0.993640335474273	0.9960684261156887	0.7508794305569163	0.6127080181543116	0.9939714694298317	0.9983232026828757	0.7425350816655165	0.5664335664335665	0.9923203607310752	0.9871502590673575	0.7886408628778023	0.9101123595505618	120.0	81	5375.0	4763	32.6	8	41.6	62
54	52	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9836959599062908	0.9820919820919821	0.8531051209561188	0.833630857114717	0.8490310687263742	0.8239341235436959	0.8469314660736117	0.8178007278824717	0.8623934389739378	0.851259993681806	0.991607170208862	0.9907911259941398	0.7146030717033752	0.6764705882352942	0.9919152968493071	0.9916628262600025	0.7061468406034412	0.6562054208273894	0.9921222680877188	0.9922448124083001	0.7017406640595045	0.6433566433566433	0.9910998444358645	0.9893416927899686	0.7336870335120109	0.7131782945736435	113.4	92	5365.0	4734	42.6	37	48.2	51
55	53	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9858865617020097	0.9865689865689866	0.8724348704908251	0.8543196878009516	0.868101406020713	0.8121616449258658	0.8654512721497255	0.7895809912158687	0.88072111679001	0.9600745182511498	0.99273621516482	0.9931221342225928	0.7521335258168306	0.7155172413793104	0.9930775931106325	0.9964866786565728	0.7431252189307932	0.6278366111951589	0.9933057342388729	0.9987424020121568	0.7375968100605782	0.5804195804195804	0.9921694687556151	0.9875647668393782	0.7692727648244049	0.9325842696629213	119.2	83	5371.4	4765	36.2	6	42.4	60
56	54	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9836959599062908	0.9820919820919821	0.8531051209561188	0.833630857114717	0.8490310687263742	0.8239341235436959	0.8469314660736117	0.8178007278824717	0.8623934389739378	0.851259993681806	0.991607170208862	0.9907911259941398	0.7146030717033752	0.6764705882352942	0.9919152968493071	0.9916628262600025	0.7061468406034412	0.6562054208273894	0.9921222680877188	0.9922448124083001	0.7017406640595045	0.6433566433566433	0.9910998444358645	0.9893416927899686	0.7336870335120109	0.7131782945736435	113.4	92	5365.0	4734	42.6	37	48.2	51
57	55	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9858865617020097	0.9865689865689866	0.8724348704908251	0.8543196878009516	0.868101406020713	0.8121616449258658	0.8654512721497255	0.7895809912158687	0.88072111679001	0.9600745182511498	0.99273621516482	0.9931221342225928	0.7521335258168306	0.7155172413793104	0.9930775931106325	0.9964866786565728	0.7431252189307932	0.6278366111951589	0.9933057342388729	0.9987424020121568	0.7375968100605782	0.5804195804195804	0.9921694687556151	0.9875647668393782	0.7692727648244049	0.9325842696629213	119.2	83	5371.4	4765	36.2	6	42.4	60
58	56	LGBMClassifier	{'boosting_type': 'gbdt', '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': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9839473515385405	0.9824989824989825	0.8538424058091925	0.8362418916091232	0.8480382457323226	0.8250408175704066	0.8446542167731949	0.8180103275471122	0.8657084384610917	0.8568777973152353	0.9917395955267612	0.9910023017367651	0.7159452160916239	0.6814814814814815	0.9922125589816954	0.991998659461271	0.7038639324829497	0.6580829756795422	0.9925290454626536	0.9926640117375812	0.696779388083736	0.6433566433566433	0.9909560199751386	0.989346145811573	0.7404608569470449	0.7244094488188977	112.6	92	5367.2	4736	40.4	35	49.0	51
59	57	LGBMClassifier	{'boosting_type': 'gbdt', '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': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9867484242889837	0.9863654863654864	0.8798136695487297	0.8527317741939091	0.8741793786349609	0.8116037206067368	0.8706930698664397	0.7894761913835484	0.8904083831556608	0.9548922056384743	0.9931804977852703	0.9930171964564878	0.7664468413121892	0.7124463519313304	0.9936103045729947	0.9963192236908148	0.754748452696927	0.6268882175226587	0.9938974502152043	0.9985328023475163	0.7474886895176751	0.5804195804195804	0.9924665768810904	0.9875621890547264	0.7883501894302313	0.9222222222222223	120.8	83	5374.6	4764	33.0	7	40.8	60
60	58	LGBMClassifier	{'boosting_type': 'gbdt', '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': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9839473515385405	0.9824989824989825	0.8538424058091925	0.8362418916091232	0.8480382457323226	0.8250408175704066	0.8446542167731949	0.8180103275471122	0.8657084384610917	0.8568777973152353	0.9917395955267612	0.9910023017367651	0.7159452160916239	0.6814814814814815	0.9922125589816954	0.991998659461271	0.7038639324829497	0.6580829756795422	0.9925290454626536	0.9926640117375812	0.696779388083736	0.6433566433566433	0.9909560199751386	0.989346145811573	0.7404608569470449	0.7244094488188977	112.6	92	5367.2	4736	40.4	35	49.0	51
61	59	LGBMClassifier	{'boosting_type': 'gbdt', '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': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9867484242889837	0.9863654863654864	0.8798136695487297	0.8527317741939091	0.8741793786349609	0.8116037206067368	0.8706930698664397	0.7894761913835484	0.8904083831556608	0.9548922056384743	0.9931804977852703	0.9930171964564878	0.7664468413121892	0.7124463519313304	0.9936103045729947	0.9963192236908148	0.754748452696927	0.6268882175226587	0.9938974502152043	0.9985328023475163	0.7474886895176751	0.5804195804195804	0.9924665768810904	0.9875621890547264	0.7883501894302313	0.9222222222222223	120.8	83	5374.6	4764	33.0	7	40.8	60
62	60	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9833368676886316	0.9820919820919821	0.8504853964519985	0.8348106575149477	0.8476324675190796	0.8264936778321258	0.8461438903245057	0.821192431546655	0.8569997874447453	0.8497349869847568	0.9914216598870809	0.9907891982415742	0.7095491330169161	0.6788321167883211	0.991641664622143	0.9915364310554322	0.7036232704160159	0.6614509246088194	0.9917893526143515	0.9920352127436596	0.70049842803466	0.6503496503496503	0.9910590541110702	0.9895463098473761	0.7229405207784201	0.7099236641221374	113.2	93	5363.2	4733	44.4	38	48.4	50
63	61	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'standard_scaling'}	0.985994288077789	0.985958485958486	0.8742609994657256	0.8470544772514138	0.8710758037808489	0.8049361241017452	0.8691033194432076	0.7824831843905413	0.8802211962985144	0.953803733564405	0.9927902747907396	0.9928102532041263	0.7557317241407114	0.7012987012987013	0.9930327533091274	0.9962358845671268	0.7491188542525704	0.6136363636363636	0.9931947532948195	0.9985328023475163	0.7450118855915957	0.5664335664335665	0.9923875315887548	0.9871529216742644	0.768054861008274	0.9204545454545454	120.4	81	5370.8	4764	36.8	7	41.2	62
64	62	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9833368676886316	0.9820919820919821	0.8504853964519985	0.8348106575149477	0.8476324675190796	0.8264936778321258	0.8461438903245057	0.821192431546655	0.8569997874447453	0.8497349869847568	0.9914216598870809	0.9907891982415742	0.7095491330169161	0.6788321167883211	0.991641664622143	0.9915364310554322	0.7036232704160159	0.6614509246088194	0.9917893526143515	0.9920352127436596	0.70049842803466	0.6503496503496503	0.9910590541110702	0.9895463098473761	0.7229405207784201	0.7099236641221374	113.2	93	5363.2	4733	44.4	38	48.4	50
65	63	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'standard_scaling'}	0.985994288077789	0.985958485958486	0.8742609994657256	0.8470544772514138	0.8710758037808489	0.8049361241017452	0.8691033194432076	0.7824831843905413	0.8802211962985144	0.953803733564405	0.9927902747907396	0.9928102532041263	0.7557317241407114	0.7012987012987013	0.9930327533091274	0.9962358845671268	0.7491188542525704	0.6136363636363636	0.9931947532948195	0.9985328023475163	0.7450118855915957	0.5664335664335665	0.9923875315887548	0.9871529216742644	0.768054861008274	0.9204545454545454	120.4	81	5370.8	4764	36.8	7	41.2	62
66	64	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.986676649689081	0.9851444851444852	0.8723308111563955	0.8563380586282587	0.8555481115584944	0.8375436967445926	0.8454493668999292	0.8261561326956421	0.905796578291332	0.8931966610593574	0.9931545018770539	0.9923696038465558	0.7515071204357376	0.7203065134099617	0.994486461990577	0.99392797319933	0.716609761126412	0.6811594202898551	0.9953769179881876	0.9949696080486271	0.6955218158116708	0.6573426573426573	0.9909444383580661	0.9897831526271893	0.8206487182245976	0.7966101694915254	112.4	94	5382.6	4747	25.0	24	49.2	49
67	65	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9877898910131199	0.9867724867724867	0.8801435857573512	0.8559208843672739	0.8575805048585424	0.8127209992015513	0.8442032294211937	0.7896857910481889	0.9264442379279908	0.965374580868779	0.9937308040096557	0.9932270501198291	0.7665563675050469	0.7186147186147186	0.9954707243717191	0.9966541196152238	0.7196902853453657	0.6287878787878788	0.9966343554760814	0.9989520016767973	0.6917721033663062	0.5804195804195804	0.9908455731967842	0.9875673435557397	0.8620429026591973	0.9431818181818182	111.8	83	5389.4	4766	18.2	5	49.8	60
68	66	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.986676649689081	0.9851444851444852	0.8723308111563955	0.8563380586282587	0.8555481115584944	0.8375436967445926	0.8454493668999292	0.8261561326956421	0.905796578291332	0.8931966610593574	0.9931545018770539	0.9923696038465558	0.7515071204357376	0.7203065134099617	0.994486461990577	0.99392797319933	0.716609761126412	0.6811594202898551	0.9953769179881876	0.9949696080486271	0.6955218158116708	0.6573426573426573	0.9909444383580661	0.9897831526271893	0.8206487182245976	0.7966101694915254	112.4	94	5382.6	4747	25.0	24	49.2	49
69	67	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'standard_scaling'}	0.9877898910131199	0.9867724867724867	0.8801435857573512	0.8559208843672739	0.8575805048585424	0.8127209992015513	0.8442032294211937	0.7896857910481889	0.9264442379279908	0.965374580868779	0.9937308040096557	0.9932270501198291	0.7665563675050469	0.7186147186147186	0.9954707243717191	0.9966541196152238	0.7196902853453657	0.6287878787878788	0.9966343554760814	0.9989520016767973	0.6917721033663062	0.5804195804195804	0.9908455731967842	0.9875673435557397	0.8620429026591973	0.9431818181818182	111.8	83	5389.4	4766	18.2	5	49.8	60
70	68	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9863534512189658	0.9847374847374848	0.8706556745684839	0.8512934504156158	0.855971253992595	0.8312246938922571	0.8470984750505874	0.8191631257026353	0.899655270924798	0.8912370096735709	0.9929862195740029	0.9921621904065211	0.7483251295629652	0.7104247104247104	0.9941530870602625	0.9938447366217235	0.7177894209249276	0.6686046511627907	0.9949330899677495	0.9949696080486271	0.6992638601334253	0.6433566433566433	0.9910497587426745	0.9893705710712797	0.8082607831069216	0.7931034482758621	113.0	92	5380.2	4747	27.4	24	48.6	51
71	69	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9881131023784203	0.9871794871794872	0.8848920827504452	0.8615239070778549	0.864826751963888	0.8193657257149385	0.8527834216029746	0.7966787980411958	0.9250892029621915	0.9662106135986732	0.9938944562369724	0.9934340802501302	0.775889709263918	0.7296137339055794	0.9954256975809941	0.9967374937259494	0.734227806346782	0.6419939577039275	0.9964494442334777	0.9989520016767973	0.7091173989724714	0.5944055944055944	0.991353991828009	0.9879767827529021	0.8588244140963741	0.9444444444444444	114.6	85	5388.4	4766	19.2	5	47.0	58
72	70	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9863534512189658	0.9847374847374848	0.8706556745684839	0.8512934504156158	0.855971253992595	0.8312246938922571	0.8470984750505874	0.8191631257026353	0.899655270924798	0.8912370096735709	0.9929862195740029	0.9921621904065211	0.7483251295629652	0.7104247104247104	0.9941530870602625	0.9938447366217235	0.7177894209249276	0.6686046511627907	0.9949330899677495	0.9949696080486271	0.6992638601334253	0.6433566433566433	0.9910497587426745	0.9893705710712797	0.8082607831069216	0.7931034482758621	113.0	92	5380.2	4747	27.4	24	48.6	51
73	71	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9881131023784203	0.9871794871794872	0.8848920827504452	0.8615239070778549	0.864826751963888	0.8193657257149385	0.8527834216029746	0.7966787980411958	0.9250892029621915	0.9662106135986732	0.9938944562369724	0.9934340802501302	0.775889709263918	0.7296137339055794	0.9954256975809941	0.9967374937259494	0.734227806346782	0.6419939577039275	0.9964494442334777	0.9989520016767973	0.7091173989724714	0.5944055944055944	0.991353991828009	0.9879767827529021	0.8588244140963741	0.9444444444444444	114.6	85	5388.4	4766	19.2	5	47.0	58
74	72	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9860302398536656	0.9845339845339846	0.8685241295246818	0.8531687931395106	0.8550480327257638	0.8383758333647218	0.8469205459071307	0.8292334368628647	0.8952203843750597	0.881169469177472	0.9928185656797599	0.9920518719933068	0.7442296933696039	0.7142857142857143	0.9938863982043251	0.9932984293193717	0.7162096672472024	0.6834532374100719	0.9946002360516666	0.9941312093900649	0.6992408557625949	0.6643356643356644	0.9910465991112967	0.9899812147777082	0.7993941696388227	0.7723577235772358	113.0	95	5378.4	4743	29.2	28	48.6	48
75	73	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9878976367316767	0.9865689865689866	0.883834152987107	0.8555347091932457	0.8655839423154932	0.814922530688772	0.8544688362372377	0.7929726948800518	0.9193530956786049	0.955421936554012	0.9937823522875455	0.9931207004377736	0.7738859536866685	0.717948717948718	0.9951814985970625	0.9963608984816162	0.7359863860339239	0.6334841628959276	0.9961165697983001	0.9985328023475163	0.7128211026761752	0.5874125874125874	0.9914596221730207	0.9877669500311009	0.8472465691841888	0.9230769230769231	115.2	84	5386.6	4764	21.0	7	46.4	59
76	74	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9860302398536656	0.9845339845339846	0.8685241295246818	0.8531687931395106	0.8550480327257638	0.8383758333647218	0.8469205459071307	0.8292334368628647	0.8952203843750597	0.881169469177472	0.9928185656797599	0.9920518719933068	0.7442296933696039	0.7142857142857143	0.9938863982043251	0.9932984293193717	0.7162096672472024	0.6834532374100719	0.9946002360516666	0.9941312093900649	0.6992408557625949	0.6643356643356644	0.9910465991112967	0.9899812147777082	0.7993941696388227	0.7723577235772358	113.0	95	5378.4	4743	29.2	28	48.6	48
77	75	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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': 'standard_scaling'}	0.9878976367316767	0.9865689865689866	0.883834152987107	0.8555347091932457	0.8655839423154932	0.814922530688772	0.8544688362372377	0.7929726948800518	0.9193530956786049	0.955421936554012	0.9937823522875455	0.9931207004377736	0.7738859536866685	0.717948717948718	0.9951814985970625	0.9963608984816162	0.7359863860339239	0.6334841628959276	0.9961165697983001	0.9985328023475163	0.7128211026761752	0.5874125874125874	0.9914596221730207	0.9877669500311009	0.8472465691841888	0.9230769230769231	115.2	84	5386.6	4764	21.0	7	46.4	59
78	76	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9862097795149026	0.9847374847374848	0.86894255620554	0.8545692024489039	0.8533463220023503	0.8389521412987274	0.8440075557303274	0.8293382366951849	0.9002180080952872	0.884335915049673	0.992912803500365	0.9921572728223361	0.7449723089107148	0.7169811320754716	0.9941457326740561	0.9934662422516335	0.7125469113306445	0.6844380403458213	0.9949700995750632	0.9943408090547056	0.6930450118855915	0.6643356643356644	0.9908675216641276	0.989983305509182	0.8095684945264467	0.7786885245901639	112.0	95	5380.4	4744	27.2	27	49.6	48
79	77	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'standard_scaling'}	0.9878617236413554	0.9861619861619861	0.8836958618636153	0.8511569731081927	0.8662596327436646	0.8110472197412031	0.8556479376053894	0.789371391551228	0.9177254459458508	0.9498237611445158	0.9937635313148678	0.9929122368146759	0.7736281924123624	0.7094017094017094	0.9951074509654788	0.9961517547161919	0.7374118145218503	0.6259426847662142	0.9960056367321345	0.9983232026828757	0.7152902384786443	0.5804195804195804	0.9915325740007507	0.9875596102011196	0.8439183178909507	0.9120879120879121	115.6	83	5386.0	4763	21.6	8	46.0	60
80	78	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9862097795149026	0.9847374847374848	0.86894255620554	0.8545692024489039	0.8533463220023503	0.8389521412987274	0.8440075557303274	0.8293382366951849	0.9002180080952872	0.884335915049673	0.992912803500365	0.9921572728223361	0.7449723089107148	0.7169811320754716	0.9941457326740561	0.9934662422516335	0.7125469113306445	0.6844380403458213	0.9949700995750632	0.9943408090547056	0.6930450118855915	0.6643356643356644	0.9908675216641276	0.989983305509182	0.8095684945264467	0.7786885245901639	112.0	95	5380.4	4744	27.2	27	49.6	48
81	79	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9878617236413554	0.9861619861619861	0.8836958618636153	0.8511569731081927	0.8662596327436646	0.8110472197412031	0.8556479376053894	0.789371391551228	0.9177254459458508	0.9498237611445158	0.9937635313148678	0.9929122368146759	0.7736281924123624	0.7094017094017094	0.9951074509654788	0.9961517547161919	0.7374118145218503	0.6259426847662142	0.9960056367321345	0.9983232026828757	0.7152902384786443	0.5804195804195804	0.9915325740007507	0.9875596102011196	0.8439183178909507	0.9120879120879121	115.6	83	5386.0	4763	21.6	8	46.0	60
82	80	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9863175445762369	0.9847374847374848	0.870198642961111	0.8534939050204822	0.8549405354173132	0.8363915898108254	0.8458709131874436	0.8259465330310016	0.9011851008408778	0.8865561118064247	0.9929677098422017	0.9921589127025614	0.7474295760800204	0.714828897338403	0.9941676451507192	0.9935924281765642	0.7157134256839071	0.6791907514450867	0.9949701064147616	0.9945504087193461	0.6967717199601257	0.6573426573426573	0.9909777748818052	0.989778890279516	0.8113924267999504	0.7833333333333333	112.6	94	5380.4	4745	27.2	26	49.0	49
83	81	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'standard_scaling'}	0.9881131281687903	0.9863654863654864	0.8840251297209865	0.8539546788327481	0.8625741433386714	0.8143617723634435	0.8497741246438189	0.7928678950477315	0.9275064350346371	0.9504039456837321	0.9938957492116204	0.9930157406442197	0.7741545102303523	0.7148936170212766	0.9955369410661279	0.9961934242449594	0.7296113456112151	0.6325301204819277	0.9966343623157796	0.9983232026828757	0.702913886971858	0.5874125874125874	0.9911735173311657	0.9877644131065948	0.8638393527381085	0.9130434782608695	113.6	84	5389.4	4763	18.2	8	48.0	59
84	82	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9863175445762369	0.9847374847374848	0.870198642961111	0.8534939050204822	0.8549405354173132	0.8363915898108254	0.8458709131874436	0.8259465330310016	0.9011851008408778	0.8865561118064247	0.9929677098422017	0.9921589127025614	0.7474295760800204	0.714828897338403	0.9941676451507192	0.9935924281765642	0.7157134256839071	0.6791907514450867	0.9949701064147616	0.9945504087193461	0.6967717199601257	0.6573426573426573	0.9909777748818052	0.989778890279516	0.8113924267999504	0.7833333333333333	112.6	94	5380.4	4745	27.2	26	49.0	49
85	83	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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': 'standard_scaling'}	0.9881131281687903	0.9863654863654864	0.8840251297209865	0.8539546788327481	0.8625741433386714	0.8143617723634435	0.8497741246438189	0.7928678950477315	0.9275064350346371	0.9504039456837321	0.9938957492116204	0.9930157406442197	0.7741545102303523	0.7148936170212766	0.9955369410661279	0.9961934242449594	0.7296113456112151	0.6325301204819277	0.9966343623157796	0.9983232026828757	0.702913886971858	0.5874125874125874	0.9911735173311657	0.9877644131065948	0.8638393527381085	0.9130434782608695	113.6	84	5389.4	4763	18.2	8	48.0	59
86	84	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9861379662294446	0.9841269841269841	0.8686938364729444	0.8481949355537812	0.8539852345091706	0.8321054495196976	0.8451643216528664	0.8222404298698576	0.8981576866941406	0.8790815807487848	0.9928752115717469	0.9918444165621079	0.7445124613741422	0.7045454545454546	0.9940420322296332	0.9932152280437241	0.7139284367887082	0.670995670995671	0.9948221637412822	0.9941312093900649	0.6955064795644506	0.6503496503496503	0.9909394608281351	0.9895681201752555	0.805375912560146	0.768595041322314	112.4	93	5379.6	4743	28.0	28	49.2	50
87	85	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9878617171937629	0.986975986975987	0.8830233090919297	0.8599124452782989	0.8644767753971964	0.8187978416363408	0.8532412641145465	0.7965739982088755	0.9195220143397549	0.9610201119635082	0.993764538796247	0.9933291640608714	0.7722820793876121	0.7264957264957265	0.9951964518780072	0.9965700422470406	0.7337570989163857	0.6410256410256411	0.9961535657262173	0.9987424020121568	0.7103289625028755	0.5944055944055944	0.9913879810743186	0.9879742898610823	0.8476560476051912	0.9340659340659341	114.8	85	5386.8	4765	20.8	6	46.8	58
88	86	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9861379662294446	0.9841269841269841	0.8686938364729444	0.8481949355537812	0.8539852345091706	0.8321054495196976	0.8451643216528664	0.8222404298698576	0.8981576866941406	0.8790815807487848	0.9928752115717469	0.9918444165621079	0.7445124613741422	0.7045454545454546	0.9940420322296332	0.9932152280437241	0.7139284367887082	0.670995670995671	0.9948221637412822	0.9941312093900649	0.6955064795644506	0.6503496503496503	0.9909394608281351	0.9895681201752555	0.805375912560146	0.768595041322314	112.4	93	5379.6	4743	28.0	28	49.2	50
89	87	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9878617171937629	0.986975986975987	0.8830233090919297	0.8599124452782989	0.8644767753971964	0.8187978416363408	0.8532412641145465	0.7965739982088755	0.9195220143397549	0.9610201119635082	0.993764538796247	0.9933291640608714	0.7722820793876121	0.7264957264957265	0.9951964518780072	0.9965700422470406	0.7337570989163857	0.6410256410256411	0.9961535657262173	0.9987424020121568	0.7103289625028755	0.5944055944055944	0.9913879810743186	0.9879742898610823	0.8476560476051912	0.9340659340659341	114.8	85	5386.8	4765	20.8	6	46.8	58
90	88	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9862098053052726	0.9847374847374848	0.8695562234255814	0.8566717910406549	0.8550980344524929	0.8440281069236502	0.8464180461837298	0.8361216440235514	0.8984415022005192	0.8801169590643275	0.9929118774784138	0.992153991003243	0.7462005693727488	0.7211895910780669	0.9940567243658611	0.9932138069705094	0.7161393445391246	0.6948424068767909	0.9948221363824891	0.9939216097254244	0.6980139559849704	0.6783216783216783	0.9910124716149861	0.9903926482873852	0.8058705327860528	0.7698412698412699	112.8	97	5379.6	4742	28.0	29	48.8	46
91	89	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.987933536926813	0.9865689865689866	0.8845429480236572	0.8543196878009516	0.866978762342181	0.8121616449258658	0.856295208025984	0.7895809912158687	0.9188499086612391	0.9600745182511498	0.9938001830710388	0.9931221342225928	0.7752857129762756	0.7155172413793104	0.9951442884629929	0.9964866786565728	0.738813236221369	0.6278366111951589	0.9960426053012587	0.9987424020121568	0.7165478107507093	0.5804195804195804	0.9915689451000169	0.9875647668393782	0.8461308722224612	0.9325842696629213	115.8	83	5386.2	4765	21.4	6	45.8	60
92	90	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9862098053052726	0.9847374847374848	0.8695562234255814	0.8566717910406549	0.8550980344524929	0.8440281069236502	0.8464180461837298	0.8361216440235514	0.8984415022005192	0.8801169590643275	0.9929118774784138	0.992153991003243	0.7462005693727488	0.7211895910780669	0.9940567243658611	0.9932138069705094	0.7161393445391246	0.6948424068767909	0.9948221363824891	0.9939216097254244	0.6980139559849704	0.6783216783216783	0.9910124716149861	0.9903926482873852	0.8058705327860528	0.7698412698412699	112.8	97	5379.6	4742	28.0	29	48.8	46
93	91	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.987933536926813	0.9865689865689866	0.8845429480236572	0.8543196878009516	0.866978762342181	0.8121616449258658	0.856295208025984	0.7895809912158687	0.9188499086612391	0.9600745182511498	0.9938001830710388	0.9931221342225928	0.7752857129762756	0.7155172413793104	0.9951442884629929	0.9964866786565728	0.738813236221369	0.6278366111951589	0.9960426053012587	0.9987424020121568	0.7165478107507093	0.5804195804195804	0.9915689451000169	0.9875647668393782	0.8461308722224612	0.9325842696629213	115.8	83	5386.2	4765	21.4	6	45.8	60
94	92	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9863175058906816	0.9839234839234839	0.8712165023803266	0.8479285580818141	0.857249911037394	0.8341042628974531	0.8488763624053977	0.8255273337017206	0.8990622489160209	0.8739174355175432	0.9929661572350197	0.9917372659763624	0.7494668475256335	0.704119850187266	0.9940562837471567	0.992921169473067	0.7204435383276311	0.6752873563218391	0.9947851609736666	0.9937120100607839	0.7029675638371291	0.6573426573426573	0.9911577401541141	0.9897703549060543	0.8069667576779281	0.7580645161290323	113.6	94	5379.4	4741	28.2	30	48.0	49
95	93	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'standard_scaling'}	0.9875744189187838	0.986975986975987	0.8811215368824087	0.8599124452782989	0.8640910302603807	0.8187978416363408	0.8536997789711851	0.7965739982088755	0.9141889964213646	0.9610201119635082	0.9936156611587574	0.9933291640608714	0.7686274126060599	0.7264957264957265	0.9949373936437272	0.9965700422470406	0.7332446668770339	0.6410256410256411	0.9958206912910395	0.9987424020121568	0.7115788666513304	0.5944055944055944	0.991421299517403	0.9879742898610823	0.8369566933253265	0.9340659340659341	115.0	85	5385.0	4765	22.6	6	46.6	58
96	94	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9863175058906816	0.9839234839234839	0.8712165023803266	0.8479285580818141	0.857249911037394	0.8341042628974531	0.8488763624053977	0.8255273337017206	0.8990622489160209	0.8739174355175432	0.9929661572350197	0.9917372659763624	0.7494668475256335	0.704119850187266	0.9940562837471567	0.992921169473067	0.7204435383276311	0.6752873563218391	0.9947851609736666	0.9937120100607839	0.7029675638371291	0.6573426573426573	0.9911577401541141	0.9897703549060543	0.8069667576779281	0.7580645161290323	113.6	94	5379.4	4741	28.2	30	48.0	49
97	95	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'standard_scaling'}	0.9875744189187838	0.986975986975987	0.8811215368824087	0.8599124452782989	0.8640910302603807	0.8187978416363408	0.8536997789711851	0.7965739982088755	0.9141889964213646	0.9610201119635082	0.9936156611587574	0.9933291640608714	0.7686274126060599	0.7264957264957265	0.9949373936437272	0.9965700422470406	0.7332446668770339	0.6410256410256411	0.9958206912910395	0.9987424020121568	0.7115788666513304	0.5944055944055944	0.991421299517403	0.9879742898610823	0.8369566933253265	0.9340659340659341	115.0	85	5385.0	4765	22.6	6	46.6	58
98	96	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9758674155760296	0.9763939763939764	0.8019863417335824	0.7939190605997064	0.8139344768344541	0.7962982864934125	0.8237158038804087	0.7979078142565881	0.7874188851228865	0.7900446522221223	0.9875383537065918	0.9878381211994128	0.6164343297605729	0.6	0.9861577943364127	0.9875896188839043	0.6417111593324953	0.6050069541029207	0.9852431252824797	0.9874240201215678	0.6621884824783375	0.6083916083916084	0.9898623664396785	0.9882525697503671	0.5849754038060949	0.5918367346938775	107.0	87	5327.8	4711	79.8	60	54.6	56
99	97	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9785246102994487	0.9857549857549858	0.8344229432006685	0.844179493916305	0.8625477041671207	0.8015872466872441	0.8844949163298533	0.7789866808940379	0.7971123172413008	0.953244322524878	0.9888891586991699	0.9927068139195666	0.6799567277021673	0.6956521739130435	0.9861413380954616	0.9961942202333653	0.7389540702387796	0.6069802731411229	0.9843184117564018	0.9985328023475163	0.7846714209033051	0.5594405594405595	0.9935050485383454	0.9869484151646986	0.6007195859442563	0.9195402298850575	126.8	80	5322.8	4764	84.8	7	34.8	63
100	98	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9758674155760296	0.9763939763939764	0.8019863417335824	0.7939190605997064	0.8139344768344541	0.7962982864934125	0.8237158038804087	0.7979078142565881	0.7874188851228865	0.7900446522221223	0.9875383537065918	0.9878381211994128	0.6164343297605729	0.6	0.9861577943364127	0.9875896188839043	0.6417111593324953	0.6050069541029207	0.9852431252824797	0.9874240201215678	0.6621884824783375	0.6083916083916084	0.9898623664396785	0.9882525697503671	0.5849754038060949	0.5918367346938775	107.0	87	5327.8	4711	79.8	60	54.6	56
101	99	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.9785246102994487	0.9857549857549858	0.8344229432006685	0.844179493916305	0.8625477041671207	0.8015872466872441	0.8844949163298533	0.7789866808940379	0.7971123172413008	0.953244322524878	0.9888891586991699	0.9927068139195666	0.6799567277021673	0.6956521739130435	0.9861413380954616	0.9961942202333653	0.7389540702387796	0.6069802731411229	0.9843184117564018	0.9985328023475163	0.7846714209033051	0.5594405594405595	0.9935050485383454	0.9869484151646986	0.6007195859442563	0.9195402298850575	126.8	80	5322.8	4764	84.8	7	34.8	63
102	100	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9739640153414015	0.9763939763939764	0.7954404289791629	0.799283083445425	0.8142743442533881	0.8064709299330368	0.8299403593442933	0.811474628913321	0.772289762909969	0.7880850544638681	0.9865341297163639	0.9878279118572928	0.6043467282419621	0.610738255033557	0.9843108359979604	0.9870821624795537	0.6442378525088159	0.6258596973865199	0.9828390807773836	0.9865856214630057	0.6770416379112032	0.6363636363636364	0.9902820681308576	0.9890733347341879	0.5542974576890799	0.5870967741935483	109.4	91	5314.8	4707	92.8	64	52.2	52
103	101	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9750052692949847	0.985958485958486	0.8160411637532292	0.8457508537779818	0.851973614947769	0.8021321974900877	0.881481250162949	0.7790914807263581	0.7714941271677989	0.9585918383075471	0.9870460797603469	0.9928117512240858	0.6450362477461117	0.6986899563318777	0.9832692057708166	0.9963616594178655	0.7206780241247216	0.60790273556231	0.9807678833486726	0.9987424020121568	0.7821946169772256	0.5594405594405595	0.9934081546594182	0.9869511184755593	0.5495800996761793	0.9302325581395349	126.4	80	5303.6	4765	104.0	6	35.2	63
104	102	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9739640153414015	0.9763939763939764	0.7954404289791629	0.799283083445425	0.8142743442533881	0.8064709299330368	0.8299403593442933	0.811474628913321	0.772289762909969	0.7880850544638681	0.9865341297163639	0.9878279118572928	0.6043467282419621	0.610738255033557	0.9843108359979604	0.9870821624795537	0.6442378525088159	0.6258596973865199	0.9828390807773836	0.9865856214630057	0.6770416379112032	0.6363636363636364	0.9902820681308576	0.9890733347341879	0.5542974576890799	0.5870967741935483	109.4	91	5314.8	4707	92.8	64	52.2	52
105	103	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9750052692949847	0.985958485958486	0.8160411637532292	0.8457508537779818	0.851973614947769	0.8021321974900877	0.881481250162949	0.7790914807263581	0.7714941271677989	0.9585918383075471	0.9870460797603469	0.9928117512240858	0.6450362477461117	0.6986899563318777	0.9832692057708166	0.9963616594178655	0.7206780241247216	0.60790273556231	0.9807678833486726	0.9987424020121568	0.7821946169772256	0.5594405594405595	0.9934081546594182	0.9869511184755593	0.5495800996761793	0.9302325581395349	126.4	80	5303.6	4765	104.0	6	35.2	63
106	104	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9754723393445313	0.9763939763939764	0.7984945860282977	0.7939190605997064	0.810342193498028	0.7962982864934125	0.8199081389501387	0.7979078142565881	0.7835709644294307	0.7900446522221223	0.9873351265883323	0.9878381211994128	0.6096540454682631	0.6	0.985965765961598	0.9875896188839043	0.634718621034458	0.6050069541029207	0.9850582072001778	0.9874240201215678	0.6547580707000998	0.6083916083916084	0.9896390489156254	0.9882525697503671	0.5775028799432361	0.5918367346938775	105.8	87	5326.8	4711	80.8	60	55.8	56
107	105	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9785245909566711	0.985958485958486	0.8345033993239968	0.8457508537779818	0.8622236108173169	0.8021321974900877	0.8838846247379303	0.7790914807263581	0.7977651336435079	0.9585918383075471	0.9888887834936192	0.9928117512240858	0.6801180151543743	0.6986899563318777	0.9861633438447239	0.9963616594178655	0.7382838777899099	0.60790273556231	0.9843554008446207	0.9987424020121568	0.78341384863124	0.5594405594405595	0.9934676364668673	0.9869511184755593	0.6020626308201484	0.9302325581395349	126.6	80	5323.0	4765	84.6	6	35.0	63
108	106	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9754723393445313	0.9763939763939764	0.7984945860282977	0.7939190605997064	0.810342193498028	0.7962982864934125	0.8199081389501387	0.7979078142565881	0.7835709644294307	0.7900446522221223	0.9873351265883323	0.9878381211994128	0.6096540454682631	0.6	0.985965765961598	0.9875896188839043	0.634718621034458	0.6050069541029207	0.9850582072001778	0.9874240201215678	0.6547580707000998	0.6083916083916084	0.9896390489156254	0.9882525697503671	0.5775028799432361	0.5918367346938775	105.8	87	5326.8	4711	80.8	60	55.8	56
109	107	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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': 'standard_scaling'}	0.9785245909566711	0.985958485958486	0.8345033993239968	0.8457508537779818	0.8622236108173169	0.8021321974900877	0.8838846247379303	0.7790914807263581	0.7977651336435079	0.9585918383075471	0.9888887834936192	0.9928117512240858	0.6801180151543743	0.6986899563318777	0.9861633438447239	0.9963616594178655	0.7382838777899099	0.60790273556231	0.9843554008446207	0.9987424020121568	0.78341384863124	0.5594405594405595	0.9934676364668673	0.9869511184755593	0.6020626308201484	0.9302325581395349	126.6	80	5323.0	4765	84.6	6	35.0	63
110	108	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9736767170664228	0.9763939763939764	0.7940356167601582	0.8005793450881612	0.8131975113946093	0.8089783084540016	0.8291936341040044	0.8148663325775043	0.7705242389822112	0.7876331092362714	0.9863832994505873	0.9878253568429891	0.601687934069729	0.6133333333333333	0.984094838778655	0.9869552451658907	0.6423001840105634	0.6310013717421125	0.9825801981980404	0.9863760217983651	0.6758070700099685	0.6433566433566433	0.9902421557949044	0.9892789573260459	0.5508063221695182	0.5859872611464968	109.2	92	5313.4	4706	94.2	65	52.4	51
111	109	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.9741792746651846	0.9861619861619861	0.8134057200714231	0.8486315083758391	0.8525804581601136	0.8054854277835695	0.8852435947909733	0.7825879842228616	0.7658382116381682	0.959095032968289	0.9866089751616615	0.9929151906647218	0.6402024649811848	0.7043478260869566	0.9824266402376542	0.9964033290117519	0.7227342760825729	0.6145675265553869	0.9796582654196893	0.9987424020121568	0.7908289241622575	0.5664335664335665	0.993660085668038	0.9871555831779574	0.5380163376082985	0.9310344827586207	127.8	81	5297.6	4765	110.0	6	33.8	62
112	110	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9736767170664228	0.9763939763939764	0.7940356167601582	0.8005793450881612	0.8131975113946093	0.8089783084540016	0.8291936341040044	0.8148663325775043	0.7705242389822112	0.7876331092362714	0.9863832994505873	0.9878253568429891	0.601687934069729	0.6133333333333333	0.984094838778655	0.9869552451658907	0.6423001840105634	0.6310013717421125	0.9825801981980404	0.9863760217983651	0.6758070700099685	0.6433566433566433	0.9902421557949044	0.9892789573260459	0.5508063221695182	0.5859872611464968	109.2	92	5313.4	4706	94.2	65	52.4	51
113	111	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9741792746651846	0.9861619861619861	0.8134057200714231	0.8486315083758391	0.8525804581601136	0.8054854277835695	0.8852435947909733	0.7825879842228616	0.7658382116381682	0.959095032968289	0.9866089751616615	0.9929151906647218	0.6402024649811848	0.7043478260869566	0.9824266402376542	0.9964033290117519	0.7227342760825729	0.6145675265553869	0.9796582654196893	0.9987424020121568	0.7908289241622575	0.5664335664335665	0.993660085668038	0.9871555831779574	0.5380163376082985	0.9310344827586207	127.8	81	5297.6	4765	110.0	6	33.8	62
114	112	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9755082524348527	0.977004477004477	0.7994996415767456	0.7985752171652996	0.811726813928537	0.8003904182570606	0.8217306903564765	0.8016139174177321	0.7843278768571287	0.7956022455640341	0.987351654441062	0.9881538945382116	0.6116476287124292	0.6089965397923875	0.9859276185395738	0.9879674660405836	0.6375260093175005	0.6128133704735376	0.9849842700619293	0.9878432194508489	0.6584771106510237	0.6153846153846154	0.989749406212891	0.9884647651006712	0.5789063475013663	0.6027397260273972	106.4	88	5326.4	4713	81.2	58	55.2	55
115	113	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.978416864580892	0.985958485958486	0.8338375681815366	0.8457508537779818	0.8618837873394434	0.8021321974900877	0.8838329922666526	0.7790914807263581	0.796758240881867	0.9585918383075471	0.9888327005491229	0.9928117512240858	0.6788424358139501	0.6986899563318777	0.986074248406279	0.9963616594178655	0.7376933262726076	0.60790273556231	0.9842444677784551	0.9987424020121568	0.78342151675485	0.5594405594405595	0.9934672629807949	0.9869511184755593	0.600049218782939	0.9302325581395349	126.6	80	5322.4	4765	85.2	6	35.0	63
116	114	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9755082524348527	0.977004477004477	0.7994996415767456	0.7985752171652996	0.811726813928537	0.8003904182570606	0.8217306903564765	0.8016139174177321	0.7843278768571287	0.7956022455640341	0.987351654441062	0.9881538945382116	0.6116476287124292	0.6089965397923875	0.9859276185395738	0.9879674660405836	0.6375260093175005	0.6128133704735376	0.9849842700619293	0.9878432194508489	0.6584771106510237	0.6153846153846154	0.989749406212891	0.9884647651006712	0.5789063475013663	0.6027397260273972	106.4	88	5326.4	4713	81.2	58	55.2	55
117	115	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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': 'standard_scaling'}	0.978416864580892	0.985958485958486	0.8338375681815366	0.8457508537779818	0.8618837873394434	0.8021321974900877	0.8838329922666526	0.7790914807263581	0.796758240881867	0.9585918383075471	0.9888327005491229	0.9928117512240858	0.6788424358139501	0.6986899563318777	0.986074248406279	0.9963616594178655	0.7376933262726076	0.60790273556231	0.9842444677784551	0.9987424020121568	0.78342151675485	0.5594405594405595	0.9934672629807949	0.9869511184755593	0.600049218782939	0.9302325581395349	126.6	80	5322.4	4765	85.2	6	35.0	63
118	116	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9736767041712376	0.9743589743589743	0.7937616599811872	0.7847772495769682	0.8131483669927537	0.7938473947638596	0.8291898000421994	0.8002515195975687	0.7696473001878186	0.7709461738388588	0.9863843266398984	0.9867730422002939	0.6011389933224761	0.5827814569536424	0.984095500811906	0.9857796048491967	0.642201233173601	0.6019151846785226	0.9825801981980404	0.985118423810522	0.6757994018863583	0.6153846153846154	0.9902420750147118	0.9884332281808622	0.5490525253609253	0.5534591194968553	109.2	88	5313.4	4700	94.2	71	52.4	55
119	117	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9737842371192414	0.9857549857549858	0.8108616199136078	0.8414876694199033	0.8499687840987248	0.7959327963381762	0.8826450176988325	0.7722032735656714	0.7634917850883717	0.9631521324378449	0.9864031858925584	0.9927098521141429	0.6353200539346571	0.6902654867256637	0.9821887723888546	0.9964457453481079	0.7177487958085951	0.5954198473282443	0.9793993828403462	0.9989520016767973	0.7858906525573192	0.5454545454545454	0.9935092841919191	0.9865452287311116	0.5334742859848242	0.9397590361445783	127.0	78	5296.2	4766	111.4	5	34.6	65
120	118	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9736767041712376	0.9743589743589743	0.7937616599811872	0.7847772495769682	0.8131483669927537	0.7938473947638596	0.8291898000421994	0.8002515195975687	0.7696473001878186	0.7709461738388588	0.9863843266398984	0.9867730422002939	0.6011389933224761	0.5827814569536424	0.984095500811906	0.9857796048491967	0.642201233173601	0.6019151846785226	0.9825801981980404	0.985118423810522	0.6757994018863583	0.6153846153846154	0.9902420750147118	0.9884332281808622	0.5490525253609253	0.5534591194968553	109.2	88	5313.4	4700	94.2	71	52.4	55
121	119	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9737842371192414	0.9857549857549858	0.8108616199136078	0.8414876694199033	0.8499687840987248	0.7959327963381762	0.8826450176988325	0.7722032735656714	0.7634917850883717	0.9631521324378449	0.9864031858925584	0.9927098521141429	0.6353200539346571	0.6902654867256637	0.9821887723888546	0.9964457453481079	0.7177487958085951	0.5954198473282443	0.9793993828403462	0.9989520016767973	0.7858906525573192	0.5454545454545454	0.9935092841919191	0.9865452287311116	0.5334742859848242	0.9397590361445783	127.0	78	5296.2	4766	111.4	5	34.6	65
122	120	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9751132148889097	0.9761904761904762	0.7970138716207364	0.7928350677610478	0.8099446507050658	0.7957940251572326	0.820321993175099	0.7978030144242678	0.7805459825192113	0.7880439713738077	0.9871466941993917	0.9877319911921988	0.6068810490420813	0.5979381443298969	0.9856460737637889	0.9874213836477987	0.6342432276463431	0.6041666666666666	0.9846513477488639	0.9872144204569273	0.6559926386013343	0.6083916083916084	0.9896707561520914	0.9882501049097776	0.5714212088863313	0.5878378378378378	106.0	87	5324.6	4710	83.0	61	55.6	56
123	121	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9784886843139423	0.9857549857549858	0.835688182236928	0.8414876694199033	0.8656795053126226	0.7959327963381762	0.8892667507172028	0.7722032735656714	0.7963258486082415	0.9631521324378449	0.9888668621562591	0.9927098521141429	0.6825095023175968	0.6902654867256637	0.9859320138016516	0.9964457453481079	0.7454269968235937	0.5954198473282443	0.983985537321224	0.9989520016767973	0.7945479641131815	0.5454545454545454	0.993799071946755	0.9865452287311116	0.5988526252697282	0.9397590361445783	128.4	78	5321.0	4766	86.6	5	33.2	65
124	122	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9751132148889097	0.9761904761904762	0.7970138716207364	0.7928350677610478	0.8099446507050658	0.7957940251572326	0.820321993175099	0.7978030144242678	0.7805459825192113	0.7880439713738077	0.9871466941993917	0.9877319911921988	0.6068810490420813	0.5979381443298969	0.9856460737637889	0.9874213836477987	0.6342432276463431	0.6041666666666666	0.9846513477488639	0.9872144204569273	0.6559926386013343	0.6083916083916084	0.9896707561520914	0.9882501049097776	0.5714212088863313	0.5878378378378378	106.0	87	5324.6	4710	83.0	61	55.6	56
125	123	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9784886843139423	0.9857549857549858	0.835688182236928	0.8414876694199033	0.8656795053126226	0.7959327963381762	0.8892667507172028	0.7722032735656714	0.7963258486082415	0.9631521324378449	0.9888668621562591	0.9927098521141429	0.6825095023175968	0.6902654867256637	0.9859320138016516	0.9964457453481079	0.7454269968235937	0.5954198473282443	0.983985537321224	0.9989520016767973	0.7945479641131815	0.5454545454545454	0.993799071946755	0.9865452287311116	0.5988526252697282	0.9397590361445783	128.4	78	5321.0	4766	86.6	5	33.2	65
126	124	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9732458051157133	0.9745624745624746	0.7908579352746736	0.7871676931472675	0.8104390817065322	0.7968722277009156	0.8265650671220373	0.8037480230940721	0.7663995300035102	0.7724455721497686	0.9861607295494137	0.9868766404199475	0.5955551409999337	0.5874587458745875	0.9838286010358439	0.9858209581340717	0.6370495623772208	0.6079234972677595	0.9822843402098748	0.985118423810522	0.6708457940341997	0.6223776223776224	0.9900902510244707	0.9886411442995372	0.5427088089825498	0.55625	108.4	89	5311.8	4700	95.8	71	53.2	54
127	125	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.97399971566117	0.9857549857549858	0.8121975459978881	0.8428453947368422	0.8513052232720117	0.7987688246606277	0.8839535671963542	0.7755949772298546	0.7647741981462483	0.9580792515805245	0.9865155458022545	0.9927083333333333	0.6378795461935216	0.6929824561403509	0.9823226121240044	0.9963199933090787	0.720287834420019	0.6012176560121766	0.9795473460329204	0.9987424020121568	0.7883597883597883	0.5524475524475524	0.9935850408262452	0.9867467384551667	0.5359633554662513	0.9294117647058824	127.4	79	5297.0	4765	110.6	6	34.2	64
128	126	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9732458051157133	0.9745624745624746	0.7908579352746736	0.7871676931472675	0.8104390817065322	0.7968722277009156	0.8265650671220373	0.8037480230940721	0.7663995300035102	0.7724455721497686	0.9861607295494137	0.9868766404199475	0.5955551409999337	0.5874587458745875	0.9838286010358439	0.9858209581340717	0.6370495623772208	0.6079234972677595	0.9822843402098748	0.985118423810522	0.6708457940341997	0.6223776223776224	0.9900902510244707	0.9886411442995372	0.5427088089825498	0.55625	108.4	89	5311.8	4700	95.8	71	53.2	54
129	127	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'standard_scaling'}	0.97399971566117	0.9857549857549858	0.8121975459978881	0.8428453947368422	0.8513052232720117	0.7987688246606277	0.8839535671963542	0.7755949772298546	0.7647741981462483	0.9580792515805245	0.9865155458022545	0.9927083333333333	0.6378795461935216	0.6929824561403509	0.9823226121240044	0.9963199933090787	0.720287834420019	0.6012176560121766	0.9795473460329204	0.9987424020121568	0.7883597883597883	0.5524475524475524	0.9935850408262452	0.9867467384551667	0.5359633554662513	0.9294117647058824	127.4	79	5297.0	4765	110.6	6	34.2	64
130	128	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9789916610062178	0.9782254782254782	0.8213202683689736	0.8066744982544384	0.8280853188671744	0.806049532489052	0.8337230632630526	0.805634420075837	0.813595723308611	0.807722276660803	0.9891651138261102	0.9887875930001048	0.6534754229118371	0.624561403508772	0.9884299064303622	0.988849765258216	0.6677407313039865	0.623249299719888	0.9879430209360429	0.9888912177740515	0.679503105590062	0.6223776223776224	0.9904035893680796	0.9886839899413243	0.6367878572491424	0.6267605633802817	109.8	89	5342.4	4718	65.2	53	51.8	54
131	129	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9818644245378607	0.9863654863654864	0.8521341705462422	0.8514876808093439	0.8696776325804093	0.8088285616516482	0.8825951357091038	0.7860844877193651	0.8269205133067151	0.959589157216592	0.9906354536288834	0.9930186516619777	0.7136328874636011	0.70995670995671	0.9890402225547105	0.9964450020911753	0.750315042606108	0.6212121212121212	0.9879799347875808	0.9987424020121568	0.7772103366306264	0.5734265734265734	0.9933070547044647	0.9873601326150021	0.6605339719089656	0.9318181818181818	125.6	82	5342.6	4765	65.0	6	36.0	61
132	130	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9789916610062178	0.9782254782254782	0.8213202683689736	0.8066744982544384	0.8280853188671744	0.806049532489052	0.8337230632630526	0.805634420075837	0.813595723308611	0.807722276660803	0.9891651138261102	0.9887875930001048	0.6534754229118371	0.624561403508772	0.9884299064303622	0.988849765258216	0.6677407313039865	0.623249299719888	0.9879430209360429	0.9888912177740515	0.679503105590062	0.6223776223776224	0.9904035893680796	0.9886839899413243	0.6367878572491424	0.6267605633802817	109.8	89	5342.4	4718	65.2	53	51.8	54
133	131	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'standard_scaling'}	0.9818644245378607	0.9863654863654864	0.8521341705462422	0.8514876808093439	0.8696776325804093	0.8088285616516482	0.8825951357091038	0.7860844877193651	0.8269205133067151	0.959589157216592	0.9906354536288834	0.9930186516619777	0.7136328874636011	0.70995670995671	0.9890402225547105	0.9964450020911753	0.750315042606108	0.6212121212121212	0.9879799347875808	0.9987424020121568	0.7772103366306264	0.5734265734265734	0.9933070547044647	0.9873601326150021	0.6605339719089656	0.9318181818181818	125.6	82	5342.6	4765	65.0	6	36.0	61
134	132	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.97733970398458	0.9786324786324786	0.8132058998401799	0.8089873705915998	0.8251789707595231	0.8070930086344204	0.8346649304681135	0.8058440197404775	0.7977621552557252	0.8122015081692501	0.9883011770336404	0.9889994761655317	0.6381106226467192	0.6289752650176679	0.9869961561536815	0.9891860172688406	0.6633617853653646	0.625	0.9861307197660715	0.9893104171033327	0.6831991411701556	0.6223776223776224	0.9904947162197677	0.9886887306242145	0.6050295942916829	0.6357142857142857	110.4	89	5332.6	4720	75.0	51	51.2	54
135	133	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9798174493130574	0.9867724867724867	0.8402393557876598	0.8583142406586364	0.863399642388219	0.818231408861414	0.8809384395014204	0.7964691983765553	0.8082587148347006	0.9559424197067787	0.9895679355355288	0.9932242259981237	0.690910776039791	0.723404255319149	0.9873690138200896	0.9964025767589726	0.7394302709563487	0.6400602409638554	0.9859087783970594	0.9985328023475163	0.7759681006057818	0.5944055944055944	0.9932558418283743	0.9879717959352966	0.623261587841027	0.9239130434782609	125.4	85	5331.4	4764	76.2	7	36.2	58
136	134	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.97733970398458	0.9786324786324786	0.8132058998401799	0.8089873705915998	0.8251789707595231	0.8070930086344204	0.8346649304681135	0.8058440197404775	0.7977621552557252	0.8122015081692501	0.9883011770336404	0.9889994761655317	0.6381106226467192	0.6289752650176679	0.9869961561536815	0.9891860172688406	0.6633617853653646	0.625	0.9861307197660715	0.9893104171033327	0.6831991411701556	0.6223776223776224	0.9904947162197677	0.9886887306242145	0.6050295942916829	0.6357142857142857	110.4	89	5332.6	4720	75.0	51	51.2	54
137	135	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9798174493130574	0.9867724867724867	0.8402393557876598	0.8583142406586364	0.863399642388219	0.818231408861414	0.8809384395014204	0.7964691983765553	0.8082587148347006	0.9559424197067787	0.9895679355355288	0.9932242259981237	0.690910776039791	0.723404255319149	0.9873690138200896	0.9964025767589726	0.7394302709563487	0.6400602409638554	0.9859087783970594	0.9985328023475163	0.7759681006057818	0.5944055944055944	0.9932558418283743	0.9879717959352966	0.623261587841027	0.9239130434782609	125.4	85	5331.4	4764	76.2	7	36.2	58
138	136	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9784888970844954	0.9786324786324786	0.8181348287725166	0.8076681501185183	0.826311215818326	0.8045154835129806	0.8328691979802135	0.8024523160762943	0.807972830546146	0.8130826232612336	0.9889039865353306	0.989001780664083	0.6473656710097029	0.6263345195729537	0.988036992736407	0.9893126571668064	0.6645854389002452	0.6197183098591549	0.9874621901479893	0.9895200167679732	0.6782762058124377	0.6153846153846154	0.9903618645469571	0.9884840871021775	0.625583796545335	0.6376811594202898	109.6	88	5339.8	4721	67.8	50	52.0	55
139	137	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.981505300082239	0.9867724867724867	0.8499235496703484	0.857127840635882	0.8686107291438038	0.8154847231608375	0.8824102107871035	0.7930774947123721	0.823191520830228	0.9605514096185739	0.9904485445732867	0.993225638353309	0.70939855476741	0.721030042918455	0.988743361855809	0.9965283587083821	0.7484780964317984	0.6344410876132931	0.9876100849435806	0.9987424020121568	0.7772103366306264	0.5874125874125874	0.9933046545294688	0.9877694859038143	0.6530783871309872	0.9333333333333333	125.6	84	5340.6	4765	67.0	6	36.0	59
140	138	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9784888970844954	0.9786324786324786	0.8181348287725166	0.8076681501185183	0.826311215818326	0.8045154835129806	0.8328691979802135	0.8024523160762943	0.807972830546146	0.8130826232612336	0.9889039865353306	0.989001780664083	0.6473656710097029	0.6263345195729537	0.988036992736407	0.9893126571668064	0.6645854389002452	0.6197183098591549	0.9874621901479893	0.9895200167679732	0.6782762058124377	0.6153846153846154	0.9903618645469571	0.9884840871021775	0.625583796545335	0.6376811594202898	109.6	88	5339.8	4721	67.8	50	52.0	55
141	139	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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': 'standard_scaling'}	0.981505300082239	0.9867724867724867	0.8499235496703484	0.857127840635882	0.8686107291438038	0.8154847231608375	0.8824102107871035	0.7930774947123721	0.823191520830228	0.9605514096185739	0.9904485445732867	0.993225638353309	0.70939855476741	0.721030042918455	0.988743361855809	0.9965283587083821	0.7484780964317984	0.6344410876132931	0.9876100849435806	0.9987424020121568	0.7772103366306264	0.5874125874125874	0.9933046545294688	0.9877694859038143	0.6530783871309872	0.9333333333333333	125.6	84	5340.6	4765	67.0	6	36.0	59
142	140	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9770164797240947	0.9790394790394791	0.8119992941436831	0.8151597342406711	0.8251922071852992	0.8158001913877391	0.8356922585208301	0.8162287303976676	0.7949655804368742	0.8140985324947589	0.9881309269341803	0.9892044859029452	0.635867661353186	0.6411149825783972	0.9866835341363606	0.989142282216819	0.6637008802342377	0.6424581005586593	0.9857239081926453	0.989100817438692	0.6856606088490146	0.6433566433566433	0.9905647122446284	0.9893081761006289	0.5993664486291198	0.6388888888888888	110.8	92	5330.4	4719	77.2	52	50.8	51
143	141	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'standard_scaling'}	0.9795659738621048	0.9857549857549858	0.8395311769997846	0.844179493916305	0.8639774459306662	0.8015872466872441	0.8825976538496233	0.7789866808940379	0.8060513921427533	0.953244322524878	0.9894350454412641	0.9927068139195666	0.6896273085583049	0.6956521739130435	0.9870934865005175	0.9961942202333653	0.7408614053608146	0.6069802731411229	0.9855388396369816	0.9985328023475163	0.7796564680622652	0.5594405594405595	0.9933634316321385	0.9869484151646986	0.6187393526533685	0.9195402298850575	126.0	80	5329.4	4764	78.2	7	35.6	63
144	142	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9770164797240947	0.9790394790394791	0.8119992941436831	0.8151597342406711	0.8251922071852992	0.8158001913877391	0.8356922585208301	0.8162287303976676	0.7949655804368742	0.8140985324947589	0.9881309269341803	0.9892044859029452	0.635867661353186	0.6411149825783972	0.9866835341363606	0.989142282216819	0.6637008802342377	0.6424581005586593	0.9857239081926453	0.989100817438692	0.6856606088490146	0.6433566433566433	0.9905647122446284	0.9893081761006289	0.5993664486291198	0.6388888888888888	110.8	92	5330.4	4719	77.2	52	50.8	51
145	143	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9795659738621048	0.9857549857549858	0.8395311769997846	0.844179493916305	0.8639774459306662	0.8015872466872441	0.8825976538496233	0.7789866808940379	0.8060513921427533	0.953244322524878	0.9894350454412641	0.9927068139195666	0.6896273085583049	0.6956521739130435	0.9870934865005175	0.9961942202333653	0.7408614053608146	0.6069802731411229	0.9855388396369816	0.9985328023475163	0.7796564680622652	0.5594405594405595	0.9933634316321385	0.9869484151646986	0.6187393526533685	0.9195402298850575	126.0	80	5329.4	4764	78.2	7	35.6	63
146	144	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.978848008644932	0.9774114774114774	0.820003098436527	0.8008032087448009	0.827171912099671	0.8014144940379861	0.8330503025198048	0.8018235170823726	0.8114853575591832	0.79979035639413	0.989091341677059	0.9883659993711351	0.6509148551959949	0.6132404181184669	0.9883338844007705	0.9883038484111679	0.6660099397985721	0.6145251396648045	0.9878320673507824	0.98826241878013	0.6782685376888276	0.6153846153846154	0.9903665046734099	0.9884696016771488	0.6326042104449565	0.6111111111111112	109.6	88	5341.8	4715	65.8	56	52.0	55
147	145	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'standard_scaling'}	0.9820798837370118	0.9863654863654864	0.8542078392114678	0.8514876808093439	0.872359097212027	0.8088285616516482	0.8857077044505133	0.7860844877193651	0.8280891357527651	0.959589157216592	0.9907461132473647	0.9930186516619777	0.7176695651755711	0.70995670995671	0.989106637107246	0.9964450020911753	0.7556115573168078	0.6212121212121212	0.9880168965170067	0.9987424020121568	0.7833985123840196	0.5734265734265734	0.9934916298692291	0.9873601326150021	0.6626866416363011	0.9318181818181818	126.6	82	5342.8	4765	64.8	6	35.0	61
148	146	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.978848008644932	0.9774114774114774	0.820003098436527	0.8008032087448009	0.827171912099671	0.8014144940379861	0.8330503025198048	0.8018235170823726	0.8114853575591832	0.79979035639413	0.989091341677059	0.9883659993711351	0.6509148551959949	0.6132404181184669	0.9883338844007705	0.9883038484111679	0.6660099397985721	0.6145251396648045	0.9878320673507824	0.98826241878013	0.6782685376888276	0.6153846153846154	0.9903665046734099	0.9884696016771488	0.6326042104449565	0.6111111111111112	109.6	88	5341.8	4715	65.8	56	52.0	55
149	147	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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': 'standard_scaling'}	0.9820798837370118	0.9863654863654864	0.8542078392114678	0.8514876808093439	0.872359097212027	0.8088285616516482	0.8857077044505133	0.7860844877193651	0.8280891357527651	0.959589157216592	0.9907461132473647	0.9930186516619777	0.7176695651755711	0.70995670995671	0.989106637107246	0.9964450020911753	0.7556115573168078	0.6212121212121212	0.9880168965170067	0.9987424020121568	0.7833985123840196	0.5734265734265734	0.9934916298692291	0.9873601326150021	0.6626866416363011	0.9318181818181818	126.6	82	5342.8	4765	64.8	6	35.0	61
150	148	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9774114850320752	0.978021978021978	0.8140720947349669	0.808131539179037	0.8262393656016414	0.8106257619671595	0.8358995120487446	0.8123130275718832	0.7982262925236762	0.8040696454793371	0.9883373683886116	0.9886768714615223	0.6398068210813224	0.6275862068965518	0.9870104912186072	0.9884281581485053	0.6654682399846752	0.6328233657858137	0.9861307471248644	0.98826241878013	0.6856682769726248	0.6363636363636364	0.9905684382702219	0.9890916719110552	0.6058841467771305	0.6190476190476191	110.8	91	5332.6	4715	75.0	56	50.8	52
151	149	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9794941992622019	0.9863654863654864	0.8388990553320104	0.8527317741939091	0.8636817800101596	0.8116037206067368	0.882572201145311	0.7894761913835484	0.8050025195837529	0.9548922056384743	0.9893981273186434	0.9930171964564878	0.6883999833453773	0.7124463519313304	0.9870343320771185	0.9963192236908148	0.7403292279432007	0.6268882175226587	0.9854649298575262	0.9985328023475163	0.7796794724330957	0.5804195804195804	0.9933638506710422	0.9875621890547264	0.6166411884964639	0.9222222222222223	126.0	83	5329.0	4764	78.6	7	35.6	60
152	150	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9774114850320752	0.978021978021978	0.8140720947349669	0.808131539179037	0.8262393656016414	0.8106257619671595	0.8358995120487446	0.8123130275718832	0.7982262925236762	0.8040696454793371	0.9883373683886116	0.9886768714615223	0.6398068210813224	0.6275862068965518	0.9870104912186072	0.9884281581485053	0.6654682399846752	0.6328233657858137	0.9861307471248644	0.98826241878013	0.6856682769726248	0.6363636363636364	0.9905684382702219	0.9890916719110552	0.6058841467771305	0.6190476190476191	110.8	91	5332.6	4715	75.0	56	50.8	52
153	151	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9794941992622019	0.9863654863654864	0.8388990553320104	0.8527317741939091	0.8636817800101596	0.8116037206067368	0.882572201145311	0.7894761913835484	0.8050025195837529	0.9548922056384743	0.9893981273186434	0.9930171964564878	0.6883999833453773	0.7124463519313304	0.9870343320771185	0.9963192236908148	0.7403292279432007	0.6268882175226587	0.9854649298575262	0.9985328023475163	0.7796794724330957	0.5804195804195804	0.9933638506710422	0.9875621890547264	0.6166411884964639	0.9222222222222223	126.0	83	5329.0	4764	78.6	7	35.6	60
154	152	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': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9784529646513965	0.9784289784289785	0.818306152535456	0.8065046738970539	0.826632903500198	0.8039956262026748	0.8334495099418573	0.802347516243974	0.8082395938927336	0.8107876002862631	0.9888840281015746	0.9888958726168029	0.6477282769693374	0.624113475177305	0.9879843168590001	0.9891445576092879	0.6652814901413958	0.6188466947960619	0.9873882461700425	0.9893104171033327	0.6795107737136723	0.6153846153846154	0.9903986539038062	0.9884816753926702	0.6260805338816609	0.6330935251798561	109.8	88	5339.4	4720	68.2	51	51.8	55
155	153	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': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9815411873821903	0.9861619861619861	0.8500052273398147	0.8499051328858289	0.8679733696255638	0.8082749335304329	0.881219617493084	0.7859796878870449	0.8242309593695648	0.9543529137800547	0.9904674898131789	0.9929137140475198	0.7095429648664504	0.7068965517241379	0.9888176034362243	0.9962775523861307	0.7471291358149034	0.6202723146747352	0.9877210385288411	0.9985328023475163	0.7747181964573269	0.5734265734265734	0.9932308266739882	0.9873575129533678	0.6552310920651416	0.9213483146067416	125.2	82	5341.2	4764	66.4	7	36.4	61
156	154	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': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9784529646513965	0.9784289784289785	0.818306152535456	0.8065046738970539	0.826632903500198	0.8039956262026748	0.8334495099418573	0.802347516243974	0.8082395938927336	0.8107876002862631	0.9888840281015746	0.9888958726168029	0.6477282769693374	0.624113475177305	0.9879843168590001	0.9891445576092879	0.6652814901413958	0.6188466947960619	0.9873882461700425	0.9893104171033327	0.6795107737136723	0.6153846153846154	0.9903986539038062	0.9884816753926702	0.6260805338816609	0.6330935251798561	109.8	88	5339.4	4720	68.2	51	51.8	55
157	155	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': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9815411873821903	0.9861619861619861	0.8500052273398147	0.8499051328858289	0.8679733696255638	0.8082749335304329	0.881219617493084	0.7859796878870449	0.8242309593695648	0.9543529137800547	0.9904674898131789	0.9929137140475198	0.7095429648664504	0.7068965517241379	0.9888176034362243	0.9962775523861307	0.7471291358149034	0.6202723146747352	0.9877210385288411	0.9985328023475163	0.7747181964573269	0.5734265734265734	0.9932308266739882	0.9873575129533678	0.6552310920651416	0.9213483146067416	125.2	82	5341.2	4764	66.4	7	36.4	61
158	156	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9770164668289096	0.978021978021978	0.810946658054208	0.8068396226415094	0.823428162147762	0.8080849807581899	0.833297076955855	0.8089213239077	0.7947019906635486	0.8047881070997318	0.9881333937090613	0.9886792452830189	0.6337599223993546	0.625	0.9867735858905526	0.9885548987548736	0.6600827384049717	0.6276150627615062	0.9858718166676332	0.9884720184447705	0.6807223372440763	0.6293706293706294	0.990419036080372	0.9888865590270497	0.5989849452467253	0.6206896551724138	110.0	90	5331.2	4716	76.4	55	51.6	53
159	157	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9795659996524748	0.9867724867724867	0.8399291030883471	0.857127840635882	0.865152075922949	0.8154847231608375	0.8844016970324553	0.7930774947123721	0.8054942578731922	0.9605514096185739	0.9894341888445993	0.993225638353309	0.6904240173320952	0.721030042918455	0.9870264101342082	0.9965283587083821	0.7432777417116896	0.6344410876132931	0.9854278860517212	0.9987424020121568	0.7833755080131891	0.5874125874125874	0.9934740282659085	0.9877694859038143	0.6175144874804757	0.9333333333333333	126.6	84	5328.8	4765	78.8	6	35.0	59
160	158	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9770164668289096	0.978021978021978	0.810946658054208	0.8068396226415094	0.823428162147762	0.8080849807581899	0.833297076955855	0.8089213239077	0.7947019906635486	0.8047881070997318	0.9881333937090613	0.9886792452830189	0.6337599223993546	0.625	0.9867735858905526	0.9885548987548736	0.6600827384049717	0.6276150627615062	0.9858718166676332	0.9884720184447705	0.6807223372440763	0.6293706293706294	0.990419036080372	0.9888865590270497	0.5989849452467253	0.6206896551724138	110.0	90	5331.2	4716	76.4	55	51.6	53
161	159	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9795659996524748	0.9867724867724867	0.8399291030883471	0.857127840635882	0.865152075922949	0.8154847231608375	0.8844016970324553	0.7930774947123721	0.8054942578731922	0.9605514096185739	0.9894341888445993	0.993225638353309	0.6904240173320952	0.721030042918455	0.9870264101342082	0.9965283587083821	0.7432777417116896	0.6344410876132931	0.9854278860517212	0.9987424020121568	0.7833755080131891	0.5874125874125874	0.9934740282659085	0.9877694859038143	0.6175144874804757	0.9333333333333333	126.6	84	5328.8	4765	78.8	6	35.0	59
162	160	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9833009545983101	0.9824989824989825	0.8505612087056786	0.8362418916091232	0.8475704672889179	0.8250408175704066	0.8461369424238502	0.8180103275471122	0.8576962759701041	0.8568777973152353	0.9914021293857171	0.9910023017367651	0.7097202880256401	0.6814814814814815	0.9916114599504565	0.991998659461271	0.7035294746273794	0.6580829756795422	0.9917524524422101	0.9926640117375812	0.7005214324054904	0.6433566433566433	0.9910590137362654	0.989346145811573	0.7243335382039431	0.7244094488188977	113.2	92	5363.0	4736	44.6	35	48.4	51
163	161	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9859224683447387	0.9865689865689866	0.8738133956070309	0.8543196878009516	0.8708618523739051	0.8121616449258658	0.8690701780961904	0.7895809912158687	0.8794923902820134	0.9600745182511498	0.992752915417452	0.9931221342225928	0.7548738757966099	0.7155172413793104	0.9929734032636196	0.9964866786565728	0.7487503014841911	0.6278366111951589	0.9931208024771745	0.9987424020121568	0.7450195537152059	0.5804195804195804	0.9923870616550288	0.9875647668393782	0.7665977189089979	0.9325842696629213	120.4	83	5370.4	4765	37.2	6	41.2	60
164	162	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9833009545983101	0.9824989824989825	0.8505612087056786	0.8362418916091232	0.8475704672889179	0.8250408175704066	0.8461369424238502	0.8180103275471122	0.8576962759701041	0.8568777973152353	0.9914021293857171	0.9910023017367651	0.7097202880256401	0.6814814814814815	0.9916114599504565	0.991998659461271	0.7035294746273794	0.6580829756795422	0.9917524524422101	0.9926640117375812	0.7005214324054904	0.6433566433566433	0.9910590137362654	0.989346145811573	0.7243335382039431	0.7244094488188977	113.2	92	5363.0	4736	44.6	35	48.4	51
165	163	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'standard_scaling'}	0.9859224683447387	0.9865689865689866	0.8738133956070309	0.8543196878009516	0.8708618523739051	0.8121616449258658	0.8690701780961904	0.7895809912158687	0.8794923902820134	0.9600745182511498	0.992752915417452	0.9931221342225928	0.7548738757966099	0.7155172413793104	0.9929734032636196	0.9964866786565728	0.7487503014841911	0.6278366111951589	0.9931208024771745	0.9987424020121568	0.7450195537152059	0.5804195804195804	0.9923870616550288	0.9875647668393782	0.7665977189089979	0.9325842696629213	120.4	83	5370.4	4765	37.2	6	41.2	60
166	164	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9829777496806026	0.9827024827024827	0.8472943124633308	0.8421206012790163	0.8440450849672162	0.8357738825013129	0.8423662529024029	0.8316819420361654	0.8546893680140712	0.8532926372322488	0.9912365859433383	0.9911004083342059	0.703352038983323	0.6931407942238267	0.9914787885905282	0.9916610794502179	0.6966113813439041	0.6798866855524079	0.9916414851775531	0.9920352127436596	0.6930910206272525	0.6713286713286714	0.9908378299002513	0.9901673640167364	0.7185409061278911	0.7164179104477612	112.0	96	5362.4	4733	45.2	38	49.6	47
167	165	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9843423568465213	0.9865689865689866	0.8625296706555152	0.8567291245529467	0.8644610461611281	0.8176664208104449	0.8658575222233121	0.796364398544235	0.8597297728869986	0.9509738977992787	0.9919344310179943	0.9931192660550459	0.7331249102930364	0.7203389830508474	0.9917584687203469	0.9962350972599875	0.7371636236019093	0.6390977443609023	0.991641430459967	0.9983232026828757	0.7400736139866575	0.5944055944055944	0.9922287827331839	0.9879693009749014	0.7272307630408137	0.9139784946236559	119.6	85	5362.4	4763	45.2	8	42.0	58
168	166	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9829777496806026	0.9827024827024827	0.8472943124633308	0.8421206012790163	0.8440450849672162	0.8357738825013129	0.8423662529024029	0.8316819420361654	0.8546893680140712	0.8532926372322488	0.9912365859433383	0.9911004083342059	0.703352038983323	0.6931407942238267	0.9914787885905282	0.9916610794502179	0.6966113813439041	0.6798866855524079	0.9916414851775531	0.9920352127436596	0.6930910206272525	0.6713286713286714	0.9908378299002513	0.9901673640167364	0.7185409061278911	0.7164179104477612	112.0	96	5362.4	4733	45.2	38	49.6	47
169	167	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9843423568465213	0.9865689865689866	0.8625296706555152	0.8567291245529467	0.8644610461611281	0.8176664208104449	0.8658575222233121	0.796364398544235	0.8597297728869986	0.9509738977992787	0.9919344310179943	0.9931192660550459	0.7331249102930364	0.7203389830508474	0.9917584687203469	0.9962350972599875	0.7371636236019093	0.6390977443609023	0.991641430459967	0.9983232026828757	0.7400736139866575	0.5944055944055944	0.9922287827331839	0.9879693009749014	0.7272307630408137	0.9139784946236559	119.6	85	5362.4	4763	45.2	8	42.0	58
170	168	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9831214084894807	0.9829059829059829	0.8490332026994534	0.8377128766278801	0.8461756986433351	0.8235684959885494	0.8448468806307398	0.8148282235475697	0.856071391746573	0.8644918571915838	0.9913095422497079	0.9912152269399708	0.7067568631491985	0.6842105263157895	0.9915078181345175	0.9924607329842932	0.7008435791521528	0.6546762589928058	0.9916414646584583	0.9932928107315029	0.6980522966030211	0.6363636363636364	0.9909849420750698	0.9891463160091839	0.7211578414180763	0.7398373983739838	112.8	91	5362.4	4739	45.2	32	48.8	52
171	169	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9860661078108393	0.9863654863654864	0.8751882066456151	0.8539546788327481	0.872153665918143	0.8143617723634435	0.8703532338512098	0.7928678950477315	0.8811809496379033	0.9504039456837321	0.9928266349338554	0.9930157406442197	0.7575497783573749	0.7148936170212766	0.993047206286289	0.9961934242449594	0.7512601255499968	0.6325301204819277	0.9931947738139142	0.9983232026828757	0.7475116938885056	0.5874125874125874	0.9924610935192959	0.9877644131065948	0.7699008057565104	0.9130434782608695	120.8	84	5370.8	4763	36.8	8	40.8	59
172	170	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9831214084894807	0.9829059829059829	0.8490332026994534	0.8377128766278801	0.8461756986433351	0.8235684959885494	0.8448468806307398	0.8148282235475697	0.856071391746573	0.8644918571915838	0.9913095422497079	0.9912152269399708	0.7067568631491985	0.6842105263157895	0.9915078181345175	0.9924607329842932	0.7008435791521528	0.6546762589928058	0.9916414646584583	0.9932928107315029	0.6980522966030211	0.6363636363636364	0.9909849420750698	0.9891463160091839	0.7211578414180763	0.7398373983739838	112.8	91	5362.4	4739	45.2	32	48.8	52
173	171	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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': 'standard_scaling'}	0.9860661078108393	0.9863654863654864	0.8751882066456151	0.8539546788327481	0.872153665918143	0.8143617723634435	0.8703532338512098	0.7928678950477315	0.8811809496379033	0.9504039456837321	0.9928266349338554	0.9930157406442197	0.7575497783573749	0.7148936170212766	0.993047206286289	0.9961934242449594	0.7512601255499968	0.6325301204819277	0.9931947738139142	0.9983232026828757	0.7475116938885056	0.5874125874125874	0.9924610935192959	0.9877644131065948	0.7699008057565104	0.9130434782608695	120.8	84	5370.8	4763	36.8	8	40.8	59
174	172	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9830855018467517	0.9814814814814815	0.848355523120644	0.8273424127984086	0.84565110643446	0.817134478424801	0.8442142501733547	0.8107029210571445	0.8544291953041714	0.8460255171333055	0.9912921378528097	0.9904781835303965	0.7054189083884783	0.6642066420664207	0.9915011818434032	0.9914118139924591	0.6998010310255169	0.6428571428571429	0.9916414441393634	0.9920352127436596	0.696787056207346	0.6293706293706294	0.9909473246092094	0.988926034266611	0.7179110659991333	0.703125	112.6	90	5362.4	4733	45.2	38	49.0	53
175	173	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'standard_scaling'}	0.985168357923914	0.986975986975987	0.8695027173877172	0.8599124452782989	0.8707015632448089	0.8187978416363408	0.8716949715687397	0.7965739982088755	0.8682571329571454	0.9610201119635082	0.9923602717586851	0.9933291640608714	0.7466451630167494	0.7264957264957265	0.9922393505349743	0.9965700422470406	0.7491637759546436	0.6410256410256411	0.99215920929805	0.9987424020121568	0.7512307338394295	0.5944055944055944	0.992563701257086	0.9879742898610823	0.7439505646572048	0.9340659340659341	121.4	85	5365.2	4765	42.4	6	40.2	58
176	174	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9830855018467517	0.9814814814814815	0.848355523120644	0.8273424127984086	0.84565110643446	0.817134478424801	0.8442142501733547	0.8107029210571445	0.8544291953041714	0.8460255171333055	0.9912921378528097	0.9904781835303965	0.7054189083884783	0.6642066420664207	0.9915011818434032	0.9914118139924591	0.6998010310255169	0.6428571428571429	0.9916414441393634	0.9920352127436596	0.696787056207346	0.6293706293706294	0.9909473246092094	0.988926034266611	0.7179110659991333	0.703125	112.6	90	5362.4	4733	45.2	38	49.0	53
177	175	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.985168357923914	0.986975986975987	0.8695027173877172	0.8599124452782989	0.8707015632448089	0.8187978416363408	0.8716949715687397	0.7965739982088755	0.8682571329571454	0.9610201119635082	0.9923602717586851	0.9933291640608714	0.7466451630167494	0.7264957264957265	0.9922393505349743	0.9965700422470406	0.7491637759546436	0.6410256410256411	0.99215920929805	0.9987424020121568	0.7512307338394295	0.5944055944055944	0.992563701257086	0.9879742898610823	0.7439505646572048	0.9340659340659341	121.4	85	5365.2	4765	42.4	6	40.2	58
178	176	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9835523333353751	0.9827024827024827	0.8520110782298035	0.8351784294420911	0.8482279870986179	0.8204170756400867	0.8462625291326219	0.8113317200510661	0.8606475909261444	0.863322408932921	0.9915330433647019	0.9911115758653143	0.712489113094905	0.6792452830188679	0.9918191664278542	0.9924191656893953	0.7046368077693814	0.6484149855907781	0.9920112939833636	0.9932928107315029	0.7005137642818802	0.6293706293706294	0.9910616851926577	0.9889398998330551	0.7302334966596314	0.7377049180327869	113.2	90	5364.4	4739	43.2	32	48.4	53
179	177	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'standard_scaling'}	0.9854555917229677	0.9865689865689866	0.8710480820512065	0.8555347091932457	0.8699298165416858	0.814922530688772	0.8694285657880677	0.7929726948800518	0.8738918413744681	0.955421936554012	0.9925098981201517	0.9931207004377736	0.7495862659822616	0.717948717948718	0.992565412266665	0.9963608984816162	0.747294220816707	0.6334841628959276	0.992603009959695	0.9985328023475163	0.7462541216164404	0.5874125874125874	0.9924197284285221	0.9877669500311009	0.7553639543204141	0.9230769230769231	120.6	84	5367.6	4764	40.0	7	41.0	59
180	178	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9835523333353751	0.9827024827024827	0.8520110782298035	0.8351784294420911	0.8482279870986179	0.8204170756400867	0.8462625291326219	0.8113317200510661	0.8606475909261444	0.863322408932921	0.9915330433647019	0.9911115758653143	0.712489113094905	0.6792452830188679	0.9918191664278542	0.9924191656893953	0.7046368077693814	0.6484149855907781	0.9920112939833636	0.9932928107315029	0.7005137642818802	0.6293706293706294	0.9910616851926577	0.9889398998330551	0.7302334966596314	0.7377049180327869	113.2	90	5364.4	4739	43.2	32	48.4	53
181	179	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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': 'standard_scaling'}	0.9854555917229677	0.9865689865689866	0.8710480820512065	0.8555347091932457	0.8699298165416858	0.814922530688772	0.8694285657880677	0.7929726948800518	0.8738918413744681	0.955421936554012	0.9925098981201517	0.9931207004377736	0.7495862659822616	0.717948717948718	0.992565412266665	0.9963608984816162	0.747294220816707	0.6334841628959276	0.992603009959695	0.9985328023475163	0.7462541216164404	0.5874125874125874	0.9924197284285221	0.9877669500311009	0.7553639543204141	0.9230769230769231	120.6	84	5367.6	4764	40.0	7	41.0	59
182	180	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9826545512104872	0.9820919820919821	0.8457743328959717	0.833630857114717	0.8444526927700036	0.8239341235436959	0.8440038554477967	0.8178007278824717	0.8496432373436988	0.851259993681806	0.9910678055807811	0.9907911259941398	0.7004808602111623	0.6764705882352942	0.9911450436183818	0.9916628262600025	0.6977603419216251	0.6562054208273894	0.9911976503174167	0.9922448124083001	0.6968100605781764	0.6433566433566433	0.9909435432911226	0.9893416927899686	0.7083429313962754	0.7131782945736435	112.6	92	5360.0	4734	47.6	37	49.0	51
183	181	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9846296809118702	0.9861619861619861	0.8655938393168634	0.852387582872733	0.868250349480137	0.8138024416825372	0.8702046622858054	0.7927630952154112	0.8618516007374797	0.945493840790627	0.9920813195118378	0.9929107589658048	0.7391063591218889	0.711864406779661	0.9918392937304665	0.9960259359966535	0.7446614052298075	0.631578947368421	0.9916783990290912	0.9981136030182352	0.7487309255425199	0.5874125874125874	0.9924865232384084	0.9877618751296412	0.7312166782365511	0.9032258064516129	121.0	84	5362.6	4762	45.0	9	40.6	59
184	182	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9826545512104872	0.9820919820919821	0.8457743328959717	0.833630857114717	0.8444526927700036	0.8239341235436959	0.8440038554477967	0.8178007278824717	0.8496432373436988	0.851259993681806	0.9910678055807811	0.9907911259941398	0.7004808602111623	0.6764705882352942	0.9911450436183818	0.9916628262600025	0.6977603419216251	0.6562054208273894	0.9911976503174167	0.9922448124083001	0.6968100605781764	0.6433566433566433	0.9909435432911226	0.9893416927899686	0.7083429313962754	0.7131782945736435	112.6	92	5360.0	4734	47.6	37	49.0	51
185	183	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9846296809118702	0.9861619861619861	0.8655938393168634	0.852387582872733	0.868250349480137	0.8138024416825372	0.8702046622858054	0.7927630952154112	0.8618516007374797	0.945493840790627	0.9920813195118378	0.9929107589658048	0.7391063591218889	0.711864406779661	0.9918392937304665	0.9960259359966535	0.7446614052298075	0.631578947368421	0.9916783990290912	0.9981136030182352	0.7487309255425199	0.5874125874125874	0.9924865232384084	0.9877618751296412	0.7312166782365511	0.9032258064516129	121.0	84	5362.6	4762	45.0	9	40.6	59
186	184	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': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9832290961797048	0.9818884818884819	0.8506171013777764	0.8299171920349107	0.8490699774439785	0.818223397278321	0.8484912495410641	0.8109125207217851	0.8549932104299984	0.8516081871345029	0.9913641116809254	0.9906894026571818	0.7098700910746274	0.6691449814126395	0.9914632365319471	0.9917476541554959	0.7066767183560099	0.6446991404011462	0.99153046319531	0.9924544120729407	0.7054520358868184	0.6293706293706294	0.9912034827975555	0.9889306599832915	0.718782938062441	0.7142857142857143	114.0	90	5361.8	4735	45.8	36	47.6	53
187	185	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': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9853838042278799	0.9861619861619861	0.871085964361362	0.8499051328858289	0.8717463890399524	0.8082749335304329	0.8723932123750927	0.7859796878870449	0.8707973284641115	0.9543529137800547	0.9924717892091441	0.9929137140475198	0.74970013951358	0.7068965517241379	0.992394893640791	0.9962775523861307	0.7510978844391134	0.6202723146747352	0.9923441273803517	0.9985328023475163	0.7524422973698336	0.5734265734265734	0.9926019400119944	0.9873575129533678	0.7489927169162287	0.9213483146067416	121.6	82	5366.2	4764	41.4	7	40.0	61
188	186	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': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9832290961797048	0.9818884818884819	0.8506171013777764	0.8299171920349107	0.8490699774439785	0.818223397278321	0.8484912495410641	0.8109125207217851	0.8549932104299984	0.8516081871345029	0.9913641116809254	0.9906894026571818	0.7098700910746274	0.6691449814126395	0.9914632365319471	0.9917476541554959	0.7066767183560099	0.6446991404011462	0.99153046319531	0.9924544120729407	0.7054520358868184	0.6293706293706294	0.9912034827975555	0.9889306599832915	0.718782938062441	0.7142857142857143	114.0	90	5361.8	4735	45.8	36	47.6	53
189	187	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': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9853838042278799	0.9861619861619861	0.871085964361362	0.8499051328858289	0.8717463890399524	0.8082749335304329	0.8723932123750927	0.7859796878870449	0.8707973284641115	0.9543529137800547	0.9924717892091441	0.9929137140475198	0.74970013951358	0.7068965517241379	0.992394893640791	0.9962775523861307	0.7510978844391134	0.6202723146747352	0.9923441273803517	0.9985328023475163	0.7524422973698336	0.5734265734265734	0.9926019400119944	0.9873575129533678	0.7489927169162287	0.9213483146067416	121.6	82	5366.2	4764	41.4	7	40.0	61
190	188	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.982654538315302	0.9818884818884819	0.8458615383470611	0.8311370850445974	0.8447782433995632	0.8208106409719313	0.8445949767306942	0.8143042243859682	0.8497660958531258	0.8500362385081488	0.9910674194061835	0.9906874542220362	0.7006556572879387	0.6715867158671587	0.9911225322415914	0.9916212819438626	0.6984339545575349	0.65	0.9911606612291977	0.9922448124083001	0.6980292922321907	0.6363636363636364	0.9909811236516374	0.9891349770162975	0.7085510680546141	0.7109375	112.8	91	5359.8	4734	47.8	37	48.8	52
191	189	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9845219287457209	0.9863654863654864	0.8648843587759142	0.8527317741939091	0.8679525073028398	0.8116037206067368	0.8701453377519737	0.7894761913835484	0.8603143798688079	0.9548922056384743	0.9920254526824624	0.9930171964564878	0.7377432648693663	0.7124463519313304	0.9917504108984806	0.9963192236908148	0.7441546037071992	0.6268882175226587	0.9915674180850378	0.9985328023475163	0.7487232574189097	0.5804195804195804	0.9924853330294757	0.9875621890547264	0.7281434267081399	0.9222222222222223	121.0	83	5362.0	4764	45.6	7	40.6	60
192	190	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.982654538315302	0.9818884818884819	0.8458615383470611	0.8311370850445974	0.8447782433995632	0.8208106409719313	0.8445949767306942	0.8143042243859682	0.8497660958531258	0.8500362385081488	0.9910674194061835	0.9906874542220362	0.7006556572879387	0.6715867158671587	0.9911225322415914	0.9916212819438626	0.6984339545575349	0.65	0.9911606612291977	0.9922448124083001	0.6980292922321907	0.6363636363636364	0.9909811236516374	0.9891349770162975	0.7085510680546141	0.7109375	112.8	91	5359.8	4734	47.8	37	48.8	52
193	191	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9845219287457209	0.9863654863654864	0.8648843587759142	0.8527317741939091	0.8679525073028398	0.8116037206067368	0.8701453377519737	0.7894761913835484	0.8603143798688079	0.9548922056384743	0.9920254526824624	0.9930171964564878	0.7377432648693663	0.7124463519313304	0.9917504108984806	0.9963192236908148	0.7441546037071992	0.6268882175226587	0.9915674180850378	0.9985328023475163	0.7487232574189097	0.5804195804195804	0.9924853330294757	0.9875621890547264	0.7281434267081399	0.9222222222222223	121.0	83	5362.0	4764	45.6	7	40.6	60
194	192	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9808948807082551	0.9763939763939764	0.8306932232129471	0.8018584202454628	0.8311485739155738	0.8114716088185973	0.8316209418757007	0.8182580362416875	0.8306527518742165	0.7871952066345257	0.9901611578796177	0.9878228007558262	0.6712252885462764	0.6158940397350994	0.9901169905784164	0.9868283065564831	0.6721801572527314	0.6361149110807114	0.9900879845105457	0.9861664221337246	0.6731538992408558	0.6503496503496503	0.9902365226302358	0.9894847528916929	0.6710689811181971	0.5849056603773585	108.8	93	5354.0	4705	53.6	66	52.8	50
195	193	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9844141378940163	0.985958485958486	0.8663447009320073	0.8470544772514138	0.8730854824510628	0.8049361241017452	0.8779009992949207	0.7824831843905413	0.8562330968372937	0.953803733564405	0.991965295751962	0.9928102532041263	0.7407241061120526	0.7012987012987013	0.9913710349166622	0.9962358845671268	0.7547999299854633	0.6136363636363636	0.9909756815896115	0.9985328023475163	0.7648263170002301	0.5664335664335665	0.9929590274536947	0.9871529216742644	0.7195071662208926	0.9204545454545454	123.6	81	5358.8	4764	48.8	7	38.0	62
196	194	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9808948807082551	0.9763939763939764	0.8306932232129471	0.8018584202454628	0.8311485739155738	0.8114716088185973	0.8316209418757007	0.8182580362416875	0.8306527518742165	0.7871952066345257	0.9901611578796177	0.9878228007558262	0.6712252885462764	0.6158940397350994	0.9901169905784164	0.9868283065564831	0.6721801572527314	0.6361149110807114	0.9900879845105457	0.9861664221337246	0.6731538992408558	0.6503496503496503	0.9902365226302358	0.9894847528916929	0.6710689811181971	0.5849056603773585	108.8	93	5354.0	4705	53.6	66	52.8	50
197	195	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.9844141378940163	0.985958485958486	0.8663447009320073	0.8470544772514138	0.8730854824510628	0.8049361241017452	0.8779009992949207	0.7824831843905413	0.8562330968372937	0.953803733564405	0.991965295751962	0.9928102532041263	0.7407241061120526	0.7012987012987013	0.9913710349166622	0.9962358845671268	0.7547999299854633	0.6136363636363636	0.9909756815896115	0.9985328023475163	0.7648263170002301	0.5664335664335665	0.9929590274536947	0.9871529216742644	0.7195071662208926	0.9204545454545454	123.6	81	5358.8	4764	48.8	7	38.0	62
198	196	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9806793505855864	0.9768009768009768	0.8319765312702639	0.8089476699770818	0.8359193954891918	0.8223652130288546	0.8387261405026727	0.8320344505630609	0.826089341264683	0.7890962690710006	0.9900444439395004	0.9880252100840337	0.6739086186010275	0.6298701298701299	0.9896708263040057	0.9866571560441405	0.6821679646743777	0.6580732700135685	0.9894222219607937	0.9857472228044435	0.6880300590445518	0.6783216783216783	0.9906690390209626	0.9903137502632133	0.6615096435084036	0.5878787878787879	111.2	97	5350.4	4703	57.2	68	50.4	46
199	197	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9827621937675636	0.9857549857549858	0.8554947238910376	0.8454905779707063	0.8673573526400984	0.8043882221350002	0.8758489057880464	0.7823783845582211	0.837742462463374	0.9486313093089597	0.991107300502659	0.9927052938724469	0.7198821472794161	0.6982758620689655	0.9900509992784915	0.9960684261156887	0.7446637060017052	0.6127080181543116	0.989348298501942	0.9983232026828757	0.7623495130741508	0.5664335664335665	0.992873831228214	0.9871502590673575	0.6826110936985339	0.9101123595505618	123.2	81	5350.0	4763	57.6	8	38.4	62
200	198	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9806793505855864	0.9768009768009768	0.8319765312702639	0.8089476699770818	0.8359193954891918	0.8223652130288546	0.8387261405026727	0.8320344505630609	0.826089341264683	0.7890962690710006	0.9900444439395004	0.9880252100840337	0.6739086186010275	0.6298701298701299	0.9896708263040057	0.9866571560441405	0.6821679646743777	0.6580732700135685	0.9894222219607937	0.9857472228044435	0.6880300590445518	0.6783216783216783	0.9906690390209626	0.9903137502632133	0.6615096435084036	0.5878787878787879	111.2	97	5350.4	4703	57.2	68	50.4	46
201	199	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9827621937675636	0.9857549857549858	0.8554947238910376	0.8454905779707063	0.8673573526400984	0.8043882221350002	0.8758489057880464	0.7823783845582211	0.837742462463374	0.9486313093089597	0.991107300502659	0.9927052938724469	0.7198821472794161	0.6982758620689655	0.9900509992784915	0.9960684261156887	0.7446637060017052	0.6127080181543116	0.989348298501942	0.9983232026828757	0.7623495130741508	0.5664335664335665	0.992873831228214	0.9871502590673575	0.6826110936985339	0.9101123595505618	123.2	81	5350.0	4763	57.6	8	38.4	62
202	200	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9810026006364417	0.977004477004477	0.8324941506727438	0.8063618455259349	0.8340452328923634	0.8155209961386412	0.8352768232309877	0.8219641394028314	0.8306939710124043	0.7923169667096059	0.9902150472350773	0.9881389734438963	0.6747732541104102	0.6245847176079734	0.9900719101367896	0.9872063758389261	0.6780185556479372	0.6438356164383562	0.9899770035664923	0.9865856214630057	0.6805766428954835	0.6573426573426573	0.990455682835177	0.9896972245584524	0.6709322591896314	0.5949367088607594	110.0	94	5353.4	4707	54.2	64	51.6	49
203	201	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.984342292370596	0.985958485958486	0.8655785351198027	0.8457508537779818	0.8716691779267272	0.8021321974900877	0.8760599704437191	0.7790914807263581	0.8565842398788883	0.9585918383075471	0.9919284758613548	0.9928117512240858	0.7392285943782507	0.6986899563318777	0.9913784737341411	0.9963616594178655	0.7519598821193135	0.60790273556231	0.9910126638381321	0.9987424020121568	0.761107277049306	0.5594405594405595	0.9928485940219314	0.9869511184755593	0.720319885735845	0.9302325581395349	123.0	80	5359.0	4765	48.6	6	38.6	63
204	202	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9810026006364417	0.977004477004477	0.8324941506727438	0.8063618455259349	0.8340452328923634	0.8155209961386412	0.8352768232309877	0.8219641394028314	0.8306939710124043	0.7923169667096059	0.9902150472350773	0.9881389734438963	0.6747732541104102	0.6245847176079734	0.9900719101367896	0.9872063758389261	0.6780185556479372	0.6438356164383562	0.9899770035664923	0.9865856214630057	0.6805766428954835	0.6573426573426573	0.990455682835177	0.9896972245584524	0.6709322591896314	0.5949367088607594	110.0	94	5353.4	4707	54.2	64	51.6	49
205	203	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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': 'robust_scaling'}	0.984342292370596	0.985958485958486	0.8655785351198027	0.8457508537779818	0.8716691779267272	0.8021321974900877	0.8760599704437191	0.7790914807263581	0.8565842398788883	0.9585918383075471	0.9919284758613548	0.9928117512240858	0.7392285943782507	0.6986899563318777	0.9913784737341411	0.9963616594178655	0.7519598821193135	0.60790273556231	0.9910126638381321	0.9987424020121568	0.761107277049306	0.5594405594405595	0.9928485940219314	0.9869511184755593	0.720319885735845	0.9302325581395349	123.0	80	5359.0	4765	48.6	6	38.6	63
206	204	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9800329471977636	0.9765974765974766	0.8275502377747894	0.805437396604941	0.8328524185466165	0.8169408533242369	0.8365930740457141	0.8251462434023742	0.8194778631727017	0.7881593714927049	0.9897091663707156	0.9879239735377507	0.6653913091788637	0.6229508196721312	0.9892038090965464	0.9867427420708172	0.6765010279966865	0.6471389645776566	0.9888674608741901	0.985956822469084	0.684318687217238	0.6643356643356644	0.9905536603166796	0.98989898989899	0.6484020660287236	0.5864197530864198	110.6	95	5347.4	4704	60.2	67	51.0	48
207	205	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.9824030693119419	0.985958485958486	0.852907453528838	0.8483357077519362	0.8650839740642958	0.8077227180526358	0.8738637717450196	0.7858748880547246	0.8348694063825228	0.9492330016583748	0.9909210824054769	0.9928087545596664	0.7148938246521993	0.703862660944206	0.9898210346112297	0.9961100886732475	0.7403469135173619	0.6193353474320241	0.9890894022432022	0.9983232026828757	0.7586381412468369	0.5734265734265734	0.9927614636822465	0.9873548922056384	0.6769773490827993	0.9111111111111111	122.6	82	5348.6	4763	59.0	8	39.0	61
208	206	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9800329471977636	0.9765974765974766	0.8275502377747894	0.805437396604941	0.8328524185466165	0.8169408533242369	0.8365930740457141	0.8251462434023742	0.8194778631727017	0.7881593714927049	0.9897091663707156	0.9879239735377507	0.6653913091788637	0.6229508196721312	0.9892038090965464	0.9867427420708172	0.6765010279966865	0.6471389645776566	0.9888674608741901	0.985956822469084	0.684318687217238	0.6643356643356644	0.9905536603166796	0.98989898989899	0.6484020660287236	0.5864197530864198	110.6	95	5347.4	4704	60.2	67	51.0	48
209	207	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9824030693119419	0.985958485958486	0.852907453528838	0.8483357077519362	0.8650839740642958	0.8077227180526358	0.8738637717450196	0.7858748880547246	0.8348694063825228	0.9492330016583748	0.9909210824054769	0.9928087545596664	0.7148938246521993	0.703862660944206	0.9898210346112297	0.9961100886732475	0.7403469135173619	0.6193353474320241	0.9890894022432022	0.9983232026828757	0.7586381412468369	0.5734265734265734	0.9927614636822465	0.9873548922056384	0.6769773490827993	0.9111111111111111	122.6	82	5348.6	4763	59.0	8	39.0	61
210	208	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9808948678130701	0.9774114774114774	0.8316853467964354	0.8073082095744986	0.83328424190668	0.8140828609099644	0.8346187127104974	0.8187820354032889	0.8300788949480914	0.7966959511077158	0.9901591327567438	0.9883537928863708	0.673211560836127	0.6262626262626263	0.9900050391657566	0.9876698540513337	0.6765634446476033	0.640495867768595	0.9899030185503561	0.9872144204569273	0.6793344068706387	0.6503496503496503	0.9904187917909336	0.9894957983193278	0.6697389981052494	0.6038961038961039	109.8	93	5353.0	4710	54.6	61	51.8	50
211	209	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.9844141507892015	0.9853479853479854	0.8665692534025234	0.8410760230555836	0.8735223745242509	0.8005015107395673	0.8785074602448878	0.7787770812293973	0.8561982846143603	0.9429097048378645	0.991964842459739	0.9924968736973739	0.7411736643453076	0.6896551724137931	0.991348619522355	0.9958592998452466	0.7556961295261468	0.6051437216338881	0.9909386993410909	0.9981136030182352	0.7660762211486849	0.5594405594405595	0.9929954775831378	0.9869430051813471	0.7194010916455825	0.898876404494382	123.8	80	5358.6	4762	49.0	9	37.8	63
212	210	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9808948678130701	0.9774114774114774	0.8316853467964354	0.8073082095744986	0.83328424190668	0.8140828609099644	0.8346187127104974	0.8187820354032889	0.8300788949480914	0.7966959511077158	0.9901591327567438	0.9883537928863708	0.673211560836127	0.6262626262626263	0.9900050391657566	0.9876698540513337	0.6765634446476033	0.640495867768595	0.9899030185503561	0.9872144204569273	0.6793344068706387	0.6503496503496503	0.9904187917909336	0.9894957983193278	0.6697389981052494	0.6038961038961039	109.8	93	5353.0	4710	54.6	61	51.8	50
213	211	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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': 'robust_scaling'}	0.9844141507892015	0.9853479853479854	0.8665692534025234	0.8410760230555836	0.8735223745242509	0.8005015107395673	0.8785074602448878	0.7787770812293973	0.8561982846143603	0.9429097048378645	0.991964842459739	0.9924968736973739	0.7411736643453076	0.6896551724137931	0.991348619522355	0.9958592998452466	0.7556961295261468	0.6051437216338881	0.9909386993410909	0.9981136030182352	0.7660762211486849	0.5594405594405595	0.9929954775831378	0.9869430051813471	0.7194010916455825	0.898876404494382	123.8	80	5358.6	4762	49.0	9	37.8	63
214	212	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9799611274647132	0.9761904761904762	0.8271724552310408	0.8020536991545921	0.8326462009969576	0.8134299754041354	0.8365560712780985	0.8215449400735504	0.8190056704800653	0.7849677328843996	0.9896715637111546	0.9877139556862333	0.6646733467509268	0.6163934426229508	0.989144272102093	0.9865329753314315	0.6761481298918227	0.6403269754768393	0.9887934553389591	0.9857472228044435	0.684318687217238	0.6573426573426573	0.9905532351959383	0.9896885521885522	0.6474581057641923	0.5802469135802469	110.6	94	5347.0	4703	60.6	68	51.0	49
215	213	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.982798106857885	0.985958485958486	0.8557947607123367	0.8470544772514138	0.8674905855302008	0.8049361241017452	0.8758750547763693	0.7824831843905413	0.8383231305076675	0.953803733564405	0.9911257920113083	0.9928102532041263	0.720463729413365	0.7012987012987013	0.9900805603972949	0.9962358845671268	0.7449006106631068	0.6136363636363636	0.9893852602313679	0.9985328023475163	0.762364849321371	0.5664335664335665	0.9928739585972732	0.9871529216742644	0.6837723024180619	0.9204545454545454	123.2	81	5350.2	4764	57.4	7	38.4	62
216	214	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9799611274647132	0.9761904761904762	0.8271724552310408	0.8020536991545921	0.8326462009969576	0.8134299754041354	0.8365560712780985	0.8215449400735504	0.8190056704800653	0.7849677328843996	0.9896715637111546	0.9877139556862333	0.6646733467509268	0.6163934426229508	0.989144272102093	0.9865329753314315	0.6761481298918227	0.6403269754768393	0.9887934553389591	0.9857472228044435	0.684318687217238	0.6573426573426573	0.9905532351959383	0.9896885521885522	0.6474581057641923	0.5802469135802469	110.6	94	5347.0	4703	60.6	68	51.0	49
217	215	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.982798106857885	0.985958485958486	0.8557947607123367	0.8470544772514138	0.8674905855302008	0.8049361241017452	0.8758750547763693	0.7824831843905413	0.8383231305076675	0.953803733564405	0.9911257920113083	0.9928102532041263	0.720463729413365	0.7012987012987013	0.9900805603972949	0.9962358845671268	0.7449006106631068	0.6136363636363636	0.9893852602313679	0.9985328023475163	0.762364849321371	0.5664335664335665	0.9928739585972732	0.9871529216742644	0.6837723024180619	0.9204545454545454	123.2	81	5350.2	4764	57.4	7	38.4	62
218	216	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9803202519203348	0.9761904761904762	0.8279455334404769	0.8007889607858424	0.8308623781708031	0.810952928166765	0.8331214110688689	0.8181532364093671	0.8243266591942527	0.7853662705090451	0.9898606925533189	0.9877165354330709	0.666030374327635	0.6138613861386139	0.9895749063434419	0.9866599546941858	0.6721498499981639	0.6352459016393442	0.9893852191931783	0.985956822469084	0.6768576029445594	0.6503496503496503	0.9903403541545022	0.9894825410180901	0.6583129642340035	0.58125	109.4	93	5350.2	4704	57.4	67	52.2	50
219	217	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9841986722472729	0.985958485958486	0.8652946882645278	0.8483357077519362	0.8732817990038237	0.8077227180526358	0.8789991198683929	0.7858748880547246	0.8533382633185527	0.9492330016583748	0.9918526618774527	0.9928087545596664	0.7387367146516028	0.703862660944206	0.9911483312648682	0.9961100886732475	0.7554152667427789	0.6193353474320241	0.9906797825632563	0.9983232026828757	0.7673184571735296	0.5734265734265734	0.9930305859178115	0.9873548922056384	0.713645940719294	0.9111111111111111	124.0	82	5357.2	4763	50.4	8	37.6	61
220	218	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9803202519203348	0.9761904761904762	0.8279455334404769	0.8007889607858424	0.8308623781708031	0.810952928166765	0.8331214110688689	0.8181532364093671	0.8243266591942527	0.7853662705090451	0.9898606925533189	0.9877165354330709	0.666030374327635	0.6138613861386139	0.9895749063434419	0.9866599546941858	0.6721498499981639	0.6352459016393442	0.9893852191931783	0.985956822469084	0.6768576029445594	0.6503496503496503	0.9903403541545022	0.9894825410180901	0.6583129642340035	0.58125	109.4	93	5350.2	4704	57.4	67	52.2	50
221	219	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9841986722472729	0.985958485958486	0.8652946882645278	0.8483357077519362	0.8732817990038237	0.8077227180526358	0.8789991198683929	0.7858748880547246	0.8533382633185527	0.9492330016583748	0.9918526618774527	0.9928087545596664	0.7387367146516028	0.703862660944206	0.9911483312648682	0.9961100886732475	0.7554152667427789	0.6193353474320241	0.9906797825632563	0.9983232026828757	0.7673184571735296	0.5734265734265734	0.9930305859178115	0.9873548922056384	0.713645940719294	0.9111111111111111	124.0	82	5357.2	4763	50.4	8	37.6	61
222	220	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9795660705759923	0.9751729751729752	0.8242133486410215	0.7968168970168577	0.8302645248501536	0.8108427470410864	0.8345447882467486	0.8210209409119491	0.8150280331892599	0.7762759713351893	0.9894671892614859	0.9871821811304896	0.6589595080205572	0.6064516129032258	0.9888850283133739	0.9856909068020645	0.6716440213869334	0.6359945872801083	0.9884975973507935	0.9846992244812408	0.6805919791427038	0.6573426573426573	0.9904401706857447	0.9896776911733727	0.6396158956927753	0.562874251497006	110.0	94	5345.4	4698	62.2	73	51.6	49
223	221	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.982079838603864	0.9857549857549858	0.8516171792723716	0.8454905779707063	0.8658133273034201	0.8043882221350002	0.8761040045984245	0.7823783845582211	0.8307557291512209	0.9486313093089597	0.9907514760738655	0.9927052938724469	0.7124828824708778	0.6982758620689655	0.989464445234035	0.9960684261156887	0.7421622093728053	0.6127080181543116	0.9886085919742433	0.9983232026828757	0.7635994172226057	0.5664335664335665	0.9929052449161844	0.9871502590673575	0.6686062133862574	0.9101123595505618	123.4	81	5346.0	4763	61.6	8	38.2	62
224	222	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9795660705759923	0.9751729751729752	0.8242133486410215	0.7968168970168577	0.8302645248501536	0.8108427470410864	0.8345447882467486	0.8210209409119491	0.8150280331892599	0.7762759713351893	0.9894671892614859	0.9871821811304896	0.6589595080205572	0.6064516129032258	0.9888850283133739	0.9856909068020645	0.6716440213869334	0.6359945872801083	0.9884975973507935	0.9846992244812408	0.6805919791427038	0.6573426573426573	0.9904401706857447	0.9896776911733727	0.6396158956927753	0.562874251497006	110.0	94	5345.4	4698	62.2	73	51.6	49
225	223	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.982079838603864	0.9857549857549858	0.8516171792723716	0.8454905779707063	0.8658133273034201	0.8043882221350002	0.8761040045984245	0.7823783845582211	0.8307557291512209	0.9486313093089597	0.9907514760738655	0.9927052938724469	0.7124828824708778	0.6982758620689655	0.989464445234035	0.9960684261156887	0.7421622093728053	0.6127080181543116	0.9886085919742433	0.9983232026828757	0.7635994172226057	0.5664335664335665	0.9929052449161844	0.9871502590673575	0.6686062133862574	0.9101123595505618	123.4	81	5346.0	4763	61.6	8	38.2	62
226	224	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9838036604916999	0.9808709808709809	0.8512331837155866	0.8307387435452831	0.8441815492440703	0.8307387435452831	0.8397323713794288	0.8307387435452831	0.8641429245514629	0.8307387435452831	0.9916683497832788	0.9901488157618947	0.7107980176478945	0.6713286713286714	0.9922731221524914	0.9901488157618947	0.6960899763356492	0.6713286713286714	0.9926769197391504	0.9901488157618947	0.6867878230197071	0.6713286713286714	0.9906628505912444	0.9901488157618947	0.7376229985116817	0.6713286713286714	111.0	96	5368.0	4724	39.6	47	50.6	47
227	225	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9868920573074919	0.9861619861619861	0.8792307112391547	0.8499051328858289	0.8695247643165944	0.8082749335304329	0.8635623911763621	0.7859796878870449	0.8977708550008515	0.9543529137800547	0.9932575019426088	0.9929137140475198	0.7652039205357009	0.7068965517241379	0.9939958729012972	0.9962775523861307	0.7450536557318914	0.6202723146747352	0.9944892482679147	0.9985328023475163	0.7326355340848095	0.5734265734265734	0.9920313773640623	0.9873575129533678	0.8035103326376405	0.9213483146067416	118.4	82	5377.8	4764	29.8	7	43.2	61
228	226	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9838036604916999	0.9808709808709809	0.8512331837155866	0.8307387435452831	0.8441815492440703	0.8307387435452831	0.8397323713794288	0.8307387435452831	0.8641429245514629	0.8307387435452831	0.9916683497832788	0.9901488157618947	0.7107980176478945	0.6713286713286714	0.9922731221524914	0.9901488157618947	0.6960899763356492	0.6713286713286714	0.9926769197391504	0.9901488157618947	0.6867878230197071	0.6713286713286714	0.9906628505912444	0.9901488157618947	0.7376229985116817	0.6713286713286714	111.0	96	5368.0	4724	39.6	47	50.6	47
229	227	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'robust_scaling'}	0.9868920573074919	0.9861619861619861	0.8792307112391547	0.8499051328858289	0.8695247643165944	0.8082749335304329	0.8635623911763621	0.7859796878870449	0.8977708550008515	0.9543529137800547	0.9932575019426088	0.9929137140475198	0.7652039205357009	0.7068965517241379	0.9939958729012972	0.9962775523861307	0.7450536557318914	0.6202723146747352	0.9944892482679147	0.9985328023475163	0.7326355340848095	0.5734265734265734	0.9920313773640623	0.9873575129533678	0.8035103326376405	0.9213483146067416	118.4	82	5377.8	4764	29.8	7	43.2	61
230	228	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9832649641368786	0.9806674806674807	0.8475729242862288	0.8306605808026855	0.8418638637227703	0.8326707827330749	0.8382612358253689	0.834025647377146	0.8580140462994326	0.8273679553185621	0.9913890655136803	0.990040884788762	0.7037567830587774	0.671280276816609	0.9918729991216395	0.9898541002850914	0.691854728323901	0.6754874651810585	0.9921961163098898	0.9897296164326137	0.6843263553408481	0.6783216783216783	0.9905844815583814	0.9903523489932886	0.7254436110404836	0.6643835616438356	110.6	97	5365.4	4722	42.2	49	51.0	46
231	229	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9868920830978618	0.9861619861619861	0.8804621142604528	0.8511569731081927	0.8737137834667326	0.8110472197412031	0.8695618147856484	0.789371391551228	0.8932851492481113	0.9498237611445158	0.9932554854421628	0.9929122368146759	0.7676687430787428	0.7094017094017094	0.9937733709138309	0.9961517547161919	0.7536541960196343	0.6259426847662142	0.9941194121033112	0.9983232026828757	0.7450042174679855	0.5804195804195804	0.9923954689657736	0.9875596102011196	0.794174829530449	0.9120879120879121	120.4	83	5375.8	4763	31.8	8	41.2	60
232	230	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9832649641368786	0.9806674806674807	0.8475729242862288	0.8306605808026855	0.8418638637227703	0.8326707827330749	0.8382612358253689	0.834025647377146	0.8580140462994326	0.8273679553185621	0.9913890655136803	0.990040884788762	0.7037567830587774	0.671280276816609	0.9918729991216395	0.9898541002850914	0.691854728323901	0.6754874651810585	0.9921961163098898	0.9897296164326137	0.6843263553408481	0.6783216783216783	0.9905844815583814	0.9903523489932886	0.7254436110404836	0.6643835616438356	110.6	97	5365.4	4722	42.2	49	51.0	46
233	231	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9868920830978618	0.9861619861619861	0.8804621142604528	0.8511569731081927	0.8737137834667326	0.8110472197412031	0.8695618147856484	0.789371391551228	0.8932851492481113	0.9498237611445158	0.9932554854421628	0.9929122368146759	0.7676687430787428	0.7094017094017094	0.9937733709138309	0.9961517547161919	0.7536541960196343	0.6259426847662142	0.9941194121033112	0.9983232026828757	0.7450042174679855	0.5804195804195804	0.9923954689657736	0.9875596102011196	0.794174829530449	0.9120879120879121	120.4	83	5375.8	4763	31.8	8	41.2	60
234	232	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': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9836240756973151	0.9818884818884819	0.8504433150628872	0.8391965452770562	0.8445506454486422	0.8385052964847911	0.8408298264475323	0.8380461500352508	0.8612174285128782	0.8403554183440964	0.9915745199084816	0.9906737923084984	0.709312110217293	0.6877192982456141	0.9920803212120759	0.9907360831656606	0.6970209696852084	0.6862745098039216	0.9924180303201089	0.9907776147558164	0.6892416225749559	0.6853146853146853	0.990733543059328	0.9905699916177704	0.7317013139664286	0.6901408450704225	111.4	98	5366.6	4727	41.0	44	50.2	45
235	233	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': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9865688459421916	0.9865689865689866	0.8768904881625182	0.8543196878009516	0.8689490274572735	0.8121616449258658	0.8639870718218218	0.7895809912158687	0.8916439633442366	0.9600745182511498	0.9930903158682842	0.9931221342225928	0.7606906604567523	0.7155172413793104	0.9937073041333117	0.9964866786565728	0.7441907507812354	0.6278366111951589	0.9941193779048199	0.9987424020121568	0.7338547657388237	0.5804195804195804	0.9920649840795525	0.9875647668393782	0.7912229426089207	0.9325842696629213	118.6	83	5375.8	4765	31.8	6	43.0	60
236	234	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': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9836240756973151	0.9818884818884819	0.8504433150628872	0.8391965452770562	0.8445506454486422	0.8385052964847911	0.8408298264475323	0.8380461500352508	0.8612174285128782	0.8403554183440964	0.9915745199084816	0.9906737923084984	0.709312110217293	0.6877192982456141	0.9920803212120759	0.9907360831656606	0.6970209696852084	0.6862745098039216	0.9924180303201089	0.9907776147558164	0.6892416225749559	0.6853146853146853	0.990733543059328	0.9905699916177704	0.7317013139664286	0.6901408450704225	111.4	98	5366.6	4727	41.0	44	50.2	45
237	235	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': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9865688459421916	0.9865689865689866	0.8768904881625182	0.8543196878009516	0.8689490274572735	0.8121616449258658	0.8639870718218218	0.7895809912158687	0.8916439633442366	0.9600745182511498	0.9930903158682842	0.9931221342225928	0.7606906604567523	0.7155172413793104	0.9937073041333117	0.9964866786565728	0.7441907507812354	0.6278366111951589	0.9941193779048199	0.9987424020121568	0.7338547657388237	0.5804195804195804	0.9920649840795525	0.9875647668393782	0.7912229426089207	0.9325842696629213	118.6	83	5375.8	4765	31.8	6	43.0	60
238	236	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.983121337565963	0.9812779812779813	0.8457000696188569	0.8354559748427672	0.839631451729716	0.8368174525032772	0.8357844318992896	0.83773175053829	0.8567172834332688	0.8332130642583929	0.991316146785107	0.990356394129979	0.7000839924526066	0.6805555555555556	0.9918438317666347	0.9902318366662475	0.6874190716927974	0.6834030683403068	0.9921961163098898	0.9901488157618947	0.6793727474886895	0.6853146853146853	0.9904386431032851	0.9905640595512686	0.7229959237632524	0.6758620689655173	109.8	98	5365.4	4724	42.2	47	51.8	45
239	237	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9860301818253328	0.9867724867724867	0.8742548281360886	0.857127840635882	0.8703054877547626	0.8154847231608375	0.8679204216315913	0.7930774947123721	0.8819498900584968	0.9605514096185739	0.992809212312675	0.993225638353309	0.7557004439595018	0.721030042918455	0.9931068009422225	0.9965283587083821	0.7475041745673028	0.6344410876132931	0.9933057615976659	0.9987424020121568	0.7425350816655165	0.5874125874125874	0.9923154973559465	0.9877694859038143	0.7715842827610473	0.9333333333333333	120.0	84	5371.4	4765	36.2	6	41.6	59
240	238	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.983121337565963	0.9812779812779813	0.8457000696188569	0.8354559748427672	0.839631451729716	0.8368174525032772	0.8357844318992896	0.83773175053829	0.8567172834332688	0.8332130642583929	0.991316146785107	0.990356394129979	0.7000839924526066	0.6805555555555556	0.9918438317666347	0.9902318366662475	0.6874190716927974	0.6834030683403068	0.9921961163098898	0.9901488157618947	0.6793727474886895	0.6853146853146853	0.9904386431032851	0.9905640595512686	0.7229959237632524	0.6758620689655173	109.8	98	5365.4	4724	42.2	47	51.8	45
241	239	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9860301818253328	0.9867724867724867	0.8742548281360886	0.857127840635882	0.8703054877547626	0.8154847231608375	0.8679204216315913	0.7930774947123721	0.8819498900584968	0.9605514096185739	0.992809212312675	0.993225638353309	0.7557004439595018	0.721030042918455	0.9931068009422225	0.9965283587083821	0.7475041745673028	0.6344410876132931	0.9933057615976659	0.9987424020121568	0.7425350816655165	0.5874125874125874	0.9923154973559465	0.9877694859038143	0.7715842827610473	0.9333333333333333	120.0	84	5371.4	4765	36.2	6	41.6	59
242	240	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9836959212207356	0.9802604802604803	0.8506919746811967	0.8270955403985314	0.8439530115289731	0.8290840755690734	0.8396769014264966	0.8304243440483223	0.8628912243261609	0.8238384320125034	0.9916122237307968	0.9898312192053674	0.7097717256315966	0.6643598615916955	0.9921841625632022	0.9896444742579239	0.6957218604947439	0.6685236768802229	0.9925659798332864	0.9895200167679732	0.6867878230197071	0.6713286713286714	0.9906610847228391	0.9901426174496645	0.7351213639294827	0.6575342465753424	111.0	96	5367.4	4721	40.2	50	50.6	47
243	241	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'robust_scaling'}	0.986856163559948	0.9857549857549858	0.8792372929688999	0.844179493916305	0.8706834831609956	0.8015872466872441	0.8653517601974929	0.7789866808940379	0.8951903874591143	0.953244322524878	0.9932385996411497	0.9927068139195666	0.7652359862966498	0.6956521739130435	0.9938997104930122	0.9961942202333653	0.747467255828979	0.6069802731411229	0.9943412782356426	0.9985328023475163	0.7363622421593436	0.5594405594405595	0.9921400445570379	0.9869484151646986	0.7982407303611906	0.9195402298850575	119.0	80	5377.0	4764	30.6	7	42.6	63
244	242	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9836959212207356	0.9802604802604803	0.8506919746811967	0.8270955403985314	0.8439530115289731	0.8290840755690734	0.8396769014264966	0.8304243440483223	0.8628912243261609	0.8238384320125034	0.9916122237307968	0.9898312192053674	0.7097717256315966	0.6643598615916955	0.9921841625632022	0.9896444742579239	0.6957218604947439	0.6685236768802229	0.9925659798332864	0.9895200167679732	0.6867878230197071	0.6713286713286714	0.9906610847228391	0.9901426174496645	0.7351213639294827	0.6575342465753424	111.0	96	5367.4	4721	40.2	50	50.6	47
245	243	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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': 'robust_scaling'}	0.986856163559948	0.9857549857549858	0.8792372929688999	0.844179493916305	0.8706834831609956	0.8015872466872441	0.8653517601974929	0.7789866808940379	0.8951903874591143	0.953244322524878	0.9932385996411497	0.9927068139195666	0.7652359862966498	0.6956521739130435	0.9938997104930122	0.9961942202333653	0.747467255828979	0.6069802731411229	0.9943412782356426	0.9985328023475163	0.7363622421593436	0.5594405594405595	0.9921400445570379	0.9869484151646986	0.7982407303611906	0.9195402298850575	119.0	80	5377.0	4764	30.6	7	42.6	63
246	244	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9829058719192194	0.9812779812779813	0.8442103463382471	0.8365564963376982	0.8386067560232939	0.8392807129146534	0.8350746991670688	0.8411234542024733	0.8544864720248164	0.8321196319937667	0.9912044480269143	0.9903543719857413	0.6972162446495801	0.6827586206896552	0.9916882088138961	0.9901052366777074	0.6855253032326919	0.6884561891515995	0.9920112187466827	0.9899392160972542	0.6781381795874549	0.6923076923076923	0.9904001833305853	0.9907698762324313	0.7185727607190472	0.673469387755102	109.6	99	5364.4	4723	43.2	48	52.0	44
247	245	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9864970326567336	0.9863654863654864	0.8779425735934921	0.8527317741939091	0.872985149730048	0.8116037206067368	0.8699648733687516	0.7894761913835484	0.8875027768652777	0.9548922056384743	0.9930503946687113	0.9930171964564878	0.7628347525182734	0.7124463519313304	0.9934251458968546	0.9963192236908148	0.7525451535632411	0.6268882175226587	0.9936756251210627	0.9985328023475163	0.7462541216164406	0.5804195804195804	0.9924283807803252	0.9875621890547264	0.7825771729502302	0.9222222222222223	120.6	83	5373.4	4764	34.2	7	41.0	60
248	246	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9829058719192194	0.9812779812779813	0.8442103463382471	0.8365564963376982	0.8386067560232939	0.8392807129146534	0.8350746991670688	0.8411234542024733	0.8544864720248164	0.8321196319937667	0.9912044480269143	0.9903543719857413	0.6972162446495801	0.6827586206896552	0.9916882088138961	0.9901052366777074	0.6855253032326919	0.6884561891515995	0.9920112187466827	0.9899392160972542	0.6781381795874549	0.6923076923076923	0.9904001833305853	0.9907698762324313	0.7185727607190472	0.673469387755102	109.6	99	5364.4	4723	43.2	48	52.0	44
249	247	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9864970326567336	0.9863654863654864	0.8779425735934921	0.8527317741939091	0.872985149730048	0.8116037206067368	0.8699648733687516	0.7894761913835484	0.8875027768652777	0.9548922056384743	0.9930503946687113	0.9930171964564878	0.7628347525182734	0.7124463519313304	0.9934251458968546	0.9963192236908148	0.7525451535632411	0.6268882175226587	0.9936756251210627	0.9985328023475163	0.7462541216164406	0.5804195804195804	0.9924283807803252	0.9875621890547264	0.7825771729502302	0.9222222222222223	120.6	83	5373.4	4764	34.2	7	41.0	60
250	248	LGBMClassifier	{'boosting_type': 'gbdt', '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': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9838754802247502	0.9816849816849816	0.8522740328691227	0.8379413502029306	0.8457308685673077	0.8379413502029306	0.841569583268071	0.8379413502029306	0.8640842551836251	0.8379413502029306	0.9917047228286879	0.9905680150911759	0.7128433429095578	0.6853146853146853	0.9922655773183445	0.9905680150911759	0.6991961598162707	0.6853146853146853	0.992639971689121	0.9905680150911759	0.6904991948470209	0.6853146853146853	0.9907719243975756	0.9905680150911759	0.7373965859696747	0.6853146853146853	111.6	98	5367.8	4726	39.8	45	50.0	45
251	249	LGBMClassifier	{'boosting_type': 'gbdt', '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': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9867483984986137	0.9867724867724867	0.8798616071565813	0.857127840635882	0.8742279903116492	0.8154847231608375	0.8707007516694463	0.7930774947123721	0.8902442029590887	0.9605514096185739	0.9931804827843328	0.993225638353309	0.7665427315288299	0.721030042918455	0.9936103719477307	0.9965283587083821	0.7548456086755679	0.6344410876132931	0.9938974775739974	0.9987424020121568	0.7475040257648953	0.5874125874125874	0.9924660475632188	0.9877694859038143	0.7880223583549586	0.9333333333333333	120.8	84	5374.6	4765	33.0	6	40.8	59
252	250	LGBMClassifier	{'boosting_type': 'gbdt', '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': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9838754802247502	0.9816849816849816	0.8522740328691227	0.8379413502029306	0.8457308685673077	0.8379413502029306	0.841569583268071	0.8379413502029306	0.8640842551836251	0.8379413502029306	0.9917047228286879	0.9905680150911759	0.7128433429095578	0.6853146853146853	0.9922655773183445	0.9905680150911759	0.6991961598162707	0.6853146853146853	0.992639971689121	0.9905680150911759	0.6904991948470209	0.6853146853146853	0.9907719243975756	0.9905680150911759	0.7373965859696747	0.6853146853146853	111.6	98	5367.8	4726	39.8	45	50.0	45
253	251	LGBMClassifier	{'boosting_type': 'gbdt', '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': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9867483984986137	0.9867724867724867	0.8798616071565813	0.857127840635882	0.8742279903116492	0.8154847231608375	0.8707007516694463	0.7930774947123721	0.8902442029590887	0.9605514096185739	0.9931804827843328	0.993225638353309	0.7665427315288299	0.721030042918455	0.9936103719477307	0.9965283587083821	0.7548456086755679	0.6344410876132931	0.9938974775739974	0.9987424020121568	0.7475040257648953	0.5874125874125874	0.9924660475632188	0.9877694859038143	0.7880223583549586	0.9333333333333333	120.8	84	5374.6	4765	33.0	6	40.8	59
254	252	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9829776723094922	0.9814814814814815	0.8446299381893599	0.8366945224844765	0.8387836589524665	0.8373787374123685	0.8351078439339353	0.8378365503706103	0.8553983692405638	0.8355607966457024	0.9912417606445357	0.9904622157006603	0.6980181157341839	0.6829268292682927	0.9917474792414606	0.9903999329252956	0.6858198386634726	0.6843575418994413	0.9920851764040259	0.9903584154265354	0.6781305114638447	0.6853146853146853	0.9904010933241303	0.9905660377358491	0.7203956451569974	0.6805555555555556	109.6	98	5364.8	4725	42.8	46	52.0	45
255	253	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'robust_scaling'}	0.9859942558398263	0.9865689865689866	0.8733232476985828	0.8543196878009516	0.8685030714711761	0.8121616449258658	0.8654952467569406	0.7895809912158687	0.88225202231915	0.9600745182511498	0.9927918525176468	0.9931221342225928	0.7538546428795188	0.7155172413793104	0.9931664678001433	0.9964866786565728	0.7438396751422092	0.6278366111951589	0.9934166878241333	0.9987424020121568	0.7375738056897477	0.5804195804195804	0.9921693952941991	0.9875647668393782	0.7723346493441007	0.9325842696629213	119.2	83	5372.0	4765	35.6	6	42.4	60
256	254	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9829776723094922	0.9814814814814815	0.8446299381893599	0.8366945224844765	0.8387836589524665	0.8373787374123685	0.8351078439339353	0.8378365503706103	0.8553983692405638	0.8355607966457024	0.9912417606445357	0.9904622157006603	0.6980181157341839	0.6829268292682927	0.9917474792414606	0.9903999329252956	0.6858198386634726	0.6843575418994413	0.9920851764040259	0.9903584154265354	0.6781305114638447	0.6853146853146853	0.9904010933241303	0.9905660377358491	0.7203956451569974	0.6805555555555556	109.6	98	5364.8	4725	42.8	46	52.0	45
257	255	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'robust_scaling'}	0.9859942558398263	0.9865689865689866	0.8733232476985828	0.8543196878009516	0.8685030714711761	0.8121616449258658	0.8654952467569406	0.7895809912158687	0.88225202231915	0.9600745182511498	0.9927918525176468	0.9931221342225928	0.7538546428795188	0.7155172413793104	0.9931664678001433	0.9964866786565728	0.7438396751422092	0.6278366111951589	0.9934166878241333	0.9987424020121568	0.7375738056897477	0.5804195804195804	0.9921693952941991	0.9875647668393782	0.7723346493441007	0.9325842696629213	119.2	83	5372.0	4765	35.6	6	42.4	60
258	256	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9862097666197174	0.9841269841269841	0.8679951772459595	0.8503981140323487	0.8519688272285336	0.8372274351585847	0.8421728126942618	0.8290238371982241	0.8990073240416857	0.8749885153476717	0.9929146087357266	0.9918410041841004	0.7430757457561926	0.7089552238805971	0.9942132021285554	0.9929627612784317	0.709724452328512	0.6814921090387375	0.9950809984427377	0.9937120100607839	0.6892646269457863	0.6643356643356644	0.9907585137131433	0.9899770306953435	0.8072561343702283	0.76	111.4	95	5381.0	4741	26.6	30	50.2	48
259	257	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9880412568549998	0.986975986975987	0.8833183571809412	0.8587342427160742	0.8615727410026872	0.8160483563212987	0.8485433839646911	0.7931822945446924	0.9269263836022061	0.9657961227222449	0.9938589497499966	0.9933305543976657	0.7727777646118859	0.7241379310344828	0.9955222567815276	0.9966958049270149	0.7276232252238468	0.6354009077155824	0.9966343486363831	0.9989520016767973	0.7004524192929991	0.5874125874125874	0.9910995763838939	0.9877720207253886	0.8627531908205185	0.9438202247191011	113.2	84	5389.4	4766	18.2	5	48.4	59
260	258	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9862097666197174	0.9841269841269841	0.8679951772459595	0.8503981140323487	0.8519688272285336	0.8372274351585847	0.8421728126942618	0.8290238371982241	0.8990073240416857	0.8749885153476717	0.9929146087357266	0.9918410041841004	0.7430757457561926	0.7089552238805971	0.9942132021285554	0.9929627612784317	0.709724452328512	0.6814921090387375	0.9950809984427377	0.9937120100607839	0.6892646269457863	0.6643356643356644	0.9907585137131433	0.9899770306953435	0.8072561343702283	0.76	111.4	95	5381.0	4741	26.6	30	50.2	48
261	259	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'robust_scaling'}	0.9880412568549998	0.986975986975987	0.8833183571809412	0.8587342427160742	0.8615727410026872	0.8160483563212987	0.8485433839646911	0.7931822945446924	0.9269263836022061	0.9657961227222449	0.9938589497499966	0.9933305543976657	0.7727777646118859	0.7241379310344828	0.9955222567815276	0.9966958049270149	0.7276232252238468	0.6354009077155824	0.9966343486363831	0.9989520016767973	0.7004524192929991	0.5874125874125874	0.9910995763838939	0.9877720207253886	0.8627531908205185	0.9438202247191011	113.2	84	5389.4	4766	18.2	5	48.4	59
262	260	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9855992698746234	0.9841269841269841	0.8627794105259505	0.8525364415334991	0.8475926448008874	0.8422894844057576	0.8382618520427945	0.8358072445265906	0.8918909239788985	0.8711623046827537	0.9926000043576136	0.9918375889493511	0.7329588166942873	0.7132352941176471	0.9938433763522617	0.9927102098956806	0.7013419132495132	0.6918687589158345	0.9946741526708202	0.9932928107315029	0.6818495514147688	0.6783216783216783	0.9905351284554638	0.9903866248693834	0.7932467195023329	0.751937984496124	110.2	97	5378.8	4739	28.8	32	51.4	46
263	261	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.988256741844521	0.986975986975987	0.885589600706766	0.8599124452782989	0.8643879465584975	0.8187978416363408	0.8516598004473022	0.7965739982088755	0.927977565751559	0.9610201119635082	0.9939693445508558	0.9933291640608714	0.777209856862676	0.7264957264957265	0.9955886879952587	0.9965700422470406	0.7331872051217363	0.6410256410256411	0.9966713377246019	0.9987424020121568	0.7066482631700023	0.5944055944055944	0.9912827150551793	0.9879742898610823	0.8646724164479387	0.9340659340659341	114.2	85	5389.6	4765	18.0	6	47.4	58
264	262	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9855992698746234	0.9841269841269841	0.8627794105259505	0.8525364415334991	0.8475926448008874	0.8422894844057576	0.8382618520427945	0.8358072445265906	0.8918909239788985	0.8711623046827537	0.9926000043576136	0.9918375889493511	0.7329588166942873	0.7132352941176471	0.9938433763522617	0.9927102098956806	0.7013419132495132	0.6918687589158345	0.9946741526708202	0.9932928107315029	0.6818495514147688	0.6783216783216783	0.9905351284554638	0.9903866248693834	0.7932467195023329	0.751937984496124	110.2	97	5378.8	4739	28.8	32	51.4	46
265	263	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.988256741844521	0.986975986975987	0.885589600706766	0.8599124452782989	0.8643879465584975	0.8187978416363408	0.8516598004473022	0.7965739982088755	0.927977565751559	0.9610201119635082	0.9939693445508558	0.9933291640608714	0.777209856862676	0.7264957264957265	0.9955886879952587	0.9965700422470406	0.7331872051217363	0.6410256410256411	0.9966713377246019	0.9987424020121568	0.7066482631700023	0.5944055944055944	0.9912827150551793	0.9879742898610823	0.8646724164479387	0.9340659340659341	114.2	85	5389.6	4765	18.0	6	47.4	58
266	264	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9856710831600812	0.9837199837199837	0.8642888829992635	0.8476668759154635	0.8500770734238756	0.836084620068922	0.8413042869291185	0.8288142375335836	0.8913103067871013	0.8690021695898833	0.9926356308204343	0.9916300481272232	0.7359421351780929	0.7037037037037037	0.993791183025519	0.9926270369904906	0.7063629638222322	0.6795422031473534	0.9945631785664648	0.9932928107315029	0.6880453952917721	0.6643356643356644	0.9907161901210358	0.9899728431167746	0.791904423453167	0.7480314960629921	111.2	95	5378.2	4739	29.4	32	50.4	48
267	265	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9878976302840842	0.9867724867724867	0.8832384082055207	0.857127840635882	0.8638128732935361	0.8154847231608375	0.8520813364752691	0.7930774947123721	0.9216557356893166	0.9605514096185739	0.9937832020304638	0.993225638353309	0.7726936143805772	0.721030042918455	0.9952703817130498	0.9965283587083821	0.7323553648740221	0.6344410876132931	0.9962645056320811	0.9987424020121568	0.7078981673184572	0.5874125874125874	0.9913151918868024	0.9877694859038143	0.8519962794918309	0.9333333333333333	114.4	84	5387.4	4765	20.2	6	47.2	59
268	266	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9856710831600812	0.9837199837199837	0.8642888829992635	0.8476668759154635	0.8500770734238756	0.836084620068922	0.8413042869291185	0.8288142375335836	0.8913103067871013	0.8690021695898833	0.9926356308204343	0.9916300481272232	0.7359421351780929	0.7037037037037037	0.993791183025519	0.9926270369904906	0.7063629638222322	0.6795422031473534	0.9945631785664648	0.9932928107315029	0.6880453952917721	0.6643356643356644	0.9907161901210358	0.9899728431167746	0.791904423453167	0.7480314960629921	111.2	95	5378.2	4739	29.4	32	50.4	48
269	267	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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': 'robust_scaling'}	0.9878976302840842	0.9867724867724867	0.8832384082055207	0.857127840635882	0.8638128732935361	0.8154847231608375	0.8520813364752691	0.7930774947123721	0.9216557356893166	0.9605514096185739	0.9937832020304638	0.993225638353309	0.7726936143805772	0.721030042918455	0.9952703817130498	0.9965283587083821	0.7323553648740221	0.6344410876132931	0.9962645056320811	0.9987424020121568	0.7078981673184572	0.5874125874125874	0.9913151918868024	0.9877694859038143	0.8519962794918309	0.9333333333333333	114.4	84	5387.4	4765	20.2	6	47.2	59
270	268	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9859943009729738	0.9841269841269841	0.867040221428371	0.8525364415334991	0.8523329719925057	0.8422894844057576	0.843274760489841	0.8358072445265906	0.8951203168834784	0.8711623046827537	0.9928022151793835	0.9918375889493511	0.7412782276773583	0.7132352941176471	0.993990901211669	0.9927102098956806	0.7106750427733421	0.6918687589158345	0.9947850857369858	0.9932928107315029	0.691764435242696	0.6783216783216783	0.9908279476206298	0.9903866248693834	0.7994126861463272	0.751937984496124	111.8	97	5379.4	4739	28.2	32	49.8	46
271	269	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'robust_scaling'}	0.9876103577994755	0.9865689865689866	0.881434889471775	0.8555347091932457	0.8637727131172006	0.814922530688772	0.8531233250102901	0.7929726948800518	0.9165423275547824	0.955421936554012	0.9936340308932456	0.9931207004377736	0.7692357480503043	0.717948717948718	0.9949889405581895	0.9963608984816162	0.7325564856762117	0.6334841628959276	0.995894683146874	0.9985328023475163	0.710351966873706	0.5874125874125874	0.9913856666042612	0.9877669500311009	0.8416989885053032	0.9230769230769231	114.8	84	5385.4	4764	22.2	7	46.8	59
272	270	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9859943009729738	0.9841269841269841	0.867040221428371	0.8525364415334991	0.8523329719925057	0.8422894844057576	0.843274760489841	0.8358072445265906	0.8951203168834784	0.8711623046827537	0.9928022151793835	0.9918375889493511	0.7412782276773583	0.7132352941176471	0.993990901211669	0.9927102098956806	0.7106750427733421	0.6918687589158345	0.9947850857369858	0.9932928107315029	0.691764435242696	0.6783216783216783	0.9908279476206298	0.9903866248693834	0.7994126861463272	0.751937984496124	111.8	97	5379.4	4739	28.2	32	49.8	46
273	271	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9876103577994755	0.9865689865689866	0.881434889471775	0.8555347091932457	0.8637727131172006	0.814922530688772	0.8531233250102901	0.7929726948800518	0.9165423275547824	0.955421936554012	0.9936340308932456	0.9931207004377736	0.7692357480503043	0.717948717948718	0.9949889405581895	0.9963608984816162	0.7325564856762117	0.6334841628959276	0.995894683146874	0.9985328023475163	0.710351966873706	0.5874125874125874	0.9913856666042612	0.9877669500311009	0.8416989885053032	0.9230769230769231	114.8	84	5385.4	4764	22.2	7	46.8	59
274	272	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9862456732624464	0.9847374847374848	0.8687020868133002	0.8545692024489039	0.8530259514827193	0.8389521412987274	0.8434003677177074	0.8293382366951849	0.8987670817519382	0.884335915049673	0.9929325335324781	0.9921572728223361	0.7444716400941219	0.7169811320754716	0.9941982470254278	0.9934662422516335	0.7118536559400107	0.6844380403458213	0.995043968316329	0.9943408090547056	0.691756767119086	0.6643356643356644	0.9908306237693237	0.989983305509182	0.8067035397345528	0.7786885245901639	111.8	95	5380.8	4744	26.8	27	49.8	48
275	273	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'robust_scaling'}	0.9877898781179348	0.9867724867724867	0.882590138293725	0.857127840635882	0.8642913222888747	0.8154847231608375	0.8532042818660257	0.7930774947123721	0.9185888780990819	0.9605514096185739	0.9937272294543223	0.993225638353309	0.7714530471331276	0.721030042918455	0.9951371762158724	0.9965283587083821	0.7334454683618771	0.6344410876132931	0.9960796012291759	0.9987424020121568	0.7103289625028755	0.5874125874125874	0.9913871049160417	0.9877694859038143	0.8457906512821222	0.9333333333333333	114.8	84	5386.4	4765	21.2	6	46.8	59
276	274	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9862456732624464	0.9847374847374848	0.8687020868133002	0.8545692024489039	0.8530259514827193	0.8389521412987274	0.8434003677177074	0.8293382366951849	0.8987670817519382	0.884335915049673	0.9929325335324781	0.9921572728223361	0.7444716400941219	0.7169811320754716	0.9941982470254278	0.9934662422516335	0.7118536559400107	0.6844380403458213	0.995043968316329	0.9943408090547056	0.691756767119086	0.6643356643356644	0.9908306237693237	0.989983305509182	0.8067035397345528	0.7786885245901639	111.8	95	5380.8	4744	26.8	27	49.8	48
277	275	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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': 'robust_scaling'}	0.9877898781179348	0.9867724867724867	0.882590138293725	0.857127840635882	0.8642913222888747	0.8154847231608375	0.8532042818660257	0.7930774947123721	0.9185888780990819	0.9605514096185739	0.9937272294543223	0.993225638353309	0.7714530471331276	0.721030042918455	0.9951371762158724	0.9965283587083821	0.7334454683618771	0.6344410876132931	0.9960796012291759	0.9987424020121568	0.7103289625028755	0.5874125874125874	0.9913871049160417	0.9877694859038143	0.8457906512821222	0.9333333333333333	114.8	84	5386.4	4765	21.2	6	46.8	59
278	276	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9859224554495535	0.9835164835164835	0.866967112856253	0.8474097331240189	0.8534395179276169	0.8380467571644042	0.8450341669799384	0.8321011413654466	0.8923571535470423	0.8643185618729097	0.9927644069620193	0.9915227629513343	0.7411698187504869	0.7032967032967034	0.9938650209406161	0.9923328305681247	0.7130140149146176	0.6837606837606838	0.994600195013477	0.9928736114022217	0.6954681389463998	0.6713286713286714	0.9909357526836283	0.990175585284281	0.7937785544104561	0.7384615384615385	112.4	96	5378.4	4737	29.2	34	49.2	47
279	277	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9879694371219493	0.9861619861619861	0.8837675491045995	0.8499051328858289	0.8643973009124822	0.8082749335304329	0.8526979344014233	0.7859796878870449	0.9221002104596238	0.9543529137800547	0.9938203129255084	0.9929137140475198	0.7737147852836906	0.7068965517241379	0.9953074042470854	0.9962775523861307	0.7334871975778792	0.6202723146747352	0.9963014742012053	0.9985328023475163	0.709094394601641	0.5734265734265734	0.9913524686288107	0.9873575129533678	0.8528479522904371	0.9213483146067416	114.6	82	5387.6	4764	20.0	7	47.0	61
280	278	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9859224554495535	0.9835164835164835	0.866967112856253	0.8474097331240189	0.8534395179276169	0.8380467571644042	0.8450341669799384	0.8321011413654466	0.8923571535470423	0.8643185618729097	0.9927644069620193	0.9915227629513343	0.7411698187504869	0.7032967032967034	0.9938650209406161	0.9923328305681247	0.7130140149146176	0.6837606837606838	0.994600195013477	0.9928736114022217	0.6954681389463998	0.6713286713286714	0.9909357526836283	0.990175585284281	0.7937785544104561	0.7384615384615385	112.4	96	5378.4	4737	29.2	34	49.2	47
281	279	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9879694371219493	0.9861619861619861	0.8837675491045995	0.8499051328858289	0.8643973009124822	0.8082749335304329	0.8526979344014233	0.7859796878870449	0.9221002104596238	0.9543529137800547	0.9938203129255084	0.9929137140475198	0.7737147852836906	0.7068965517241379	0.9953074042470854	0.9962775523861307	0.7334871975778792	0.6202723146747352	0.9963014742012053	0.9985328023475163	0.709094394601641	0.5734265734265734	0.9913524686288107	0.9873575129533678	0.8528479522904371	0.9213483146067416	114.6	82	5387.6	4764	20.0	7	47.0	61
282	280	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9858865552544172	0.9835164835164835	0.8657079175300908	0.8463157740293528	0.8502909716224458	0.8355152911604524	0.840820278329978	0.8287094377012634	0.8952675057758729	0.866079124007522	0.9927473401588733	0.9915245369885948	0.7386684949013078	0.7011070110701108	0.9939910585940017	0.9924591537494764	0.7065908846508898	0.6785714285714286	0.9948220611458082	0.9930832110668623	0.6868184955141476	0.6643356643356644	0.9906818681946652	0.9899707480150439	0.7998531433570804	0.7421875	111.0	95	5379.6	4738	28.0	33	50.6	48
283	281	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9877539650276134	0.9865689865689866	0.8825985847337069	0.8530835228353733	0.864667737506112	0.8093836088798947	0.8537999027160967	0.7861892875516854	0.9178445693937988	0.9649457434116999	0.9937082288910037	0.9931235674098771	0.77148894057641	0.7130434782608696	0.99508521939777	0.9966124377901384	0.7342502556144545	0.622154779969651	0.9960056025336431	0.9989520016767973	0.7115942028985508	0.5734265734265734	0.9914227493135751	0.9873627511912161	0.8442663894740224	0.9425287356321839	115.0	82	5386.0	4766	21.6	5	46.6	61
284	282	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9858865552544172	0.9835164835164835	0.8657079175300908	0.8463157740293528	0.8502909716224458	0.8355152911604524	0.840820278329978	0.8287094377012634	0.8952675057758729	0.866079124007522	0.9927473401588733	0.9915245369885948	0.7386684949013078	0.7011070110701108	0.9939910585940017	0.9924591537494764	0.7065908846508898	0.6785714285714286	0.9948220611458082	0.9930832110668623	0.6868184955141476	0.6643356643356644	0.9906818681946652	0.9899707480150439	0.7998531433570804	0.7421875	111.0	95	5379.6	4738	28.0	33	50.6	48
285	283	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9877539650276134	0.9865689865689866	0.8825985847337069	0.8530835228353733	0.864667737506112	0.8093836088798947	0.8537999027160967	0.7861892875516854	0.9178445693937988	0.9649457434116999	0.9937082288910037	0.9931235674098771	0.77148894057641	0.7130434782608696	0.99508521939777	0.9966124377901384	0.7342502556144545	0.622154779969651	0.9960056025336431	0.9989520016767973	0.7115942028985508	0.5734265734265734	0.9914227493135751	0.9873627511912161	0.8442663894740224	0.9425287356321839	115.0	82	5386.0	4766	21.6	5	46.6	61
286	284	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.986137921096297	0.9839234839234839	0.8690417371613199	0.8511773940345368	0.8554089450917644	0.8417127534774593	0.8469453125869798	0.8357024446942702	0.8946817594937739	0.8682692307692308	0.9928750734507735	0.9917320774463632	0.7452084008718665	0.7106227106227107	0.9939758309340553	0.9925423160717278	0.7168420592494738	0.6908831908831908	0.9947111144002461	0.9930832110668623	0.6991795107737138	0.6783216783216783	0.9910462338931006	0.9903846153846154	0.7983172850944472	0.7461538461538462	113.0	97	5379.0	4738	28.6	33	48.6	46
287	285	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'robust_scaling'}	0.987574418918784	0.9875864875864876	0.8815889920591315	0.8681279522337002	0.865012520889177	0.8286778872245739	0.8548973783032953	0.8070635086983862	0.9137696624567038	0.9623797121921074	0.9936149179588286	0.993639870712126	0.7695630661594348	0.7426160337552743	0.9948927802614935	0.9966951137884873	0.7351322615168605	0.6606606606606606	0.9957467541527911	0.9987424020121568	0.7140480024537996	0.6153846153846154	0.9914933669953567	0.9885892116182573	0.8360459579180508	0.9361702127659575	115.4	88	5384.6	4765	23.0	6	46.2	55
288	286	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.986137921096297	0.9839234839234839	0.8690417371613199	0.8511773940345368	0.8554089450917644	0.8417127534774593	0.8469453125869798	0.8357024446942702	0.8946817594937739	0.8682692307692308	0.9928750734507735	0.9917320774463632	0.7452084008718665	0.7106227106227107	0.9939758309340553	0.9925423160717278	0.7168420592494738	0.6908831908831908	0.9947111144002461	0.9930832110668623	0.6991795107737138	0.6783216783216783	0.9910462338931006	0.9903846153846154	0.7983172850944472	0.7461538461538462	113.0	97	5379.0	4738	28.6	33	48.6	46
289	287	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'robust_scaling'}	0.987574418918784	0.9875864875864876	0.8815889920591315	0.8681279522337002	0.865012520889177	0.8286778872245739	0.8548973783032953	0.8070635086983862	0.9137696624567038	0.9623797121921074	0.9936149179588286	0.993639870712126	0.7695630661594348	0.7426160337552743	0.9948927802614935	0.9966951137884873	0.7351322615168605	0.6606606606606606	0.9957467541527911	0.9987424020121568	0.7140480024537996	0.6153846153846154	0.9914933669953567	0.9885892116182573	0.8360459579180508	0.9361702127659575	115.4	88	5384.6	4765	23.0	6	46.2	55
290	288	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.974358904592717	0.9678469678469679	0.7930328359257741	0.7579476371889439	0.8087873618521207	0.7834149946915964	0.8210582367920448	0.8036813322916865	0.7719735928638726	0.7251536342445433	0.9867531368034193	0.9833508956796628	0.599312535048129	0.5325443786982249	0.9849780299209752	0.9801285552241314	0.6325966937832663	0.5867014341590613	0.9838003935288795	0.9779920352127437	0.6583160800552105	0.6293706293706294	0.9897349860296243	0.9887688069506251	0.554212199698121	0.46153846153846156	106.4	90	5320.0	4666	87.6	105	55.2	53
291	289	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9790633066542702	0.985958485958486	0.8380453215214139	0.8470544772514138	0.8660374526981363	0.8049361241017452	0.8877700916468957	0.7824831843905413	0.8006915943960735	0.953803733564405	0.989169288100656	0.9928102532041263	0.6869213549421719	0.7012987012987013	0.9864756014379555	0.9962358845671268	0.7455993039583171	0.6136363636363636	0.9846882547607037	0.9985328023475163	0.790851928533088	0.5664335664335665	0.9936928746575646	0.9871529216742644	0.6076903141345823	0.9204545454545454	127.8	81	5324.8	4764	82.8	7	33.8	62
292	290	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.974358904592717	0.9678469678469679	0.7930328359257741	0.7579476371889439	0.8087873618521207	0.7834149946915964	0.8210582367920448	0.8036813322916865	0.7719735928638726	0.7251536342445433	0.9867531368034193	0.9833508956796628	0.599312535048129	0.5325443786982249	0.9849780299209752	0.9801285552241314	0.6325966937832663	0.5867014341590613	0.9838003935288795	0.9779920352127437	0.6583160800552105	0.6293706293706294	0.9897349860296243	0.9887688069506251	0.554212199698121	0.46153846153846156	106.4	90	5320.0	4666	87.6	105	55.2	53
293	291	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.9790633066542702	0.985958485958486	0.8380453215214139	0.8470544772514138	0.8660374526981363	0.8049361241017452	0.8877700916468957	0.7824831843905413	0.8006915943960735	0.953803733564405	0.989169288100656	0.9928102532041263	0.6869213549421719	0.7012987012987013	0.9864756014379555	0.9962358845671268	0.7455993039583171	0.6136363636363636	0.9846882547607037	0.9985328023475163	0.790851928533088	0.5664335664335665	0.9936928746575646	0.9871529216742644	0.6076903141345823	0.9204545454545454	127.8	81	5324.8	4764	82.8	7	33.8	62
294	292	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9730660784742933	0.964997964997965	0.7869043018476652	0.740932096161957	0.8065887083070209	0.7672744142849928	0.8216054576995117	0.7886473199824698	0.7599760475063859	0.7078832445031368	0.9860775893308654	0.981864192323914	0.5877310143644652	0.5	0.9838644076193536	0.9782745724250956	0.6293130089946882	0.55627425614489	0.9823950270469028	0.9758960385663383	0.6608158883521201	0.6013986013986014	0.9897907378288229	0.9879057924888606	0.530161357183949	0.42786069651741293	106.8	86	5312.4	4656	95.2	115	54.8	57
295	293	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9737124367289687	0.9863654863654864	0.8106652857335049	0.8502218435235476	0.8501617865994724	0.8060361396040803	0.8832106452392283	0.7826927840551818	0.7629266632721386	0.9645093543477004	0.9863651010861142	0.9930201062610688	0.6349654703808957	0.7074235807860262	0.9821067450034088	0.9965707594513216	0.7182168281955359	0.6155015197568389	0.9792884018962926	0.9989520016767973	0.7871328885821638	0.5664335664335665	0.9935458265935884	0.9871582435791217	0.532307499950689	0.9418604651162791	127.2	81	5295.6	4766	112.0	5	34.4	62
296	294	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9730660784742933	0.964997964997965	0.7869043018476652	0.740932096161957	0.8065887083070209	0.7672744142849928	0.8216054576995117	0.7886473199824698	0.7599760475063859	0.7078832445031368	0.9860775893308654	0.981864192323914	0.5877310143644652	0.5	0.9838644076193536	0.9782745724250956	0.6293130089946882	0.55627425614489	0.9823950270469028	0.9758960385663383	0.6608158883521201	0.6013986013986014	0.9897907378288229	0.9879057924888606	0.530161357183949	0.42786069651741293	106.8	86	5312.4	4656	95.2	115	54.8	57
297	295	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9737124367289687	0.9863654863654864	0.8106652857335049	0.8502218435235476	0.8501617865994724	0.8060361396040803	0.8832106452392283	0.7826927840551818	0.7629266632721386	0.9645093543477004	0.9863651010861142	0.9930201062610688	0.6349654703808957	0.7074235807860262	0.9821067450034088	0.9965707594513216	0.7182168281955359	0.6155015197568389	0.9792884018962926	0.9989520016767973	0.7871328885821638	0.5664335664335665	0.9935458265935884	0.9871582435791217	0.532307499950689	0.9418604651162791	127.2	81	5295.6	4766	112.0	5	34.4	62
298	296	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9738920215233534	0.9682539682539683	0.790344585216759	0.7554241084247402	0.8071930241375913	0.7769858584973266	0.8202152150289509	0.7937158209637774	0.7676105274662466	0.7266969021968462	0.9865100764722069	0.983575489576753	0.594179093961311	0.5272727272727272	0.9846144909032664	0.9808491873503843	0.6297715573719165	0.5731225296442688	0.9833565860275362	0.9790400335359464	0.6570738440303657	0.6083916083916084	0.9896929123134652	0.9881531626824624	0.5455281426190278	0.46524064171123	106.2	87	5317.6	4671	90.0	100	55.4	56
299	297	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9792069590155558	0.985958485958486	0.8382334261997251	0.8470544772514138	0.8652140939683417	0.8049361241017452	0.8860438538626088	0.7824831843905413	0.8019597982277296	0.953803733564405	0.98924581919075	0.9928102532041263	0.6872210332087	0.7012987012987013	0.9866619586583407	0.9962358845671268	0.7437662292783426	0.6136363636363636	0.9849471510194434	0.9985328023475163	0.7871405567057741	0.5664335664335665	0.9935836086827031	0.9871529216742644	0.6103359877727557	0.9204545454545454	127.2	81	5326.2	4764	81.4	7	34.4	62
300	298	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9738920215233534	0.9682539682539683	0.790344585216759	0.7554241084247402	0.8071930241375913	0.7769858584973266	0.8202152150289509	0.7937158209637774	0.7676105274662466	0.7266969021968462	0.9865100764722069	0.983575489576753	0.594179093961311	0.5272727272727272	0.9846144909032664	0.9808491873503843	0.6297715573719165	0.5731225296442688	0.9833565860275362	0.9790400335359464	0.6570738440303657	0.6083916083916084	0.9896929123134652	0.9881531626824624	0.5455281426190278	0.46524064171123	106.2	87	5317.6	4671	90.0	100	55.4	56
301	299	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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': 'robust_scaling'}	0.9792069590155558	0.985958485958486	0.8382334261997251	0.8470544772514138	0.8652140939683417	0.8049361241017452	0.8860438538626088	0.7824831843905413	0.8019597982277296	0.953803733564405	0.98924581919075	0.9928102532041263	0.6872210332087	0.7012987012987013	0.9866619586583407	0.9962358845671268	0.7437662292783426	0.6136363636363636	0.9849471510194434	0.9985328023475163	0.7871405567057741	0.5664335664335665	0.9935836086827031	0.9871529216742644	0.6103359877727557	0.9204545454545454	127.2	81	5326.2	4764	81.4	7	34.4	62
302	300	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.972455555938829	0.9643874643874644	0.7837108756821111	0.735672866932751	0.8042487142173742	0.7610324070425216	0.8200896546740752	0.7815495131571426	0.7560048047754895	0.7037420449724225	0.985757945414748	0.981549815498155	0.5816638059494741	0.4897959183673469	0.983403078468519	0.978023363307841	0.6250943499662294	0.5440414507772021	0.9818402249221097	0.9756864389016977	0.6583390844260409	0.5874125874125874	0.9897112349287663	0.9874840899448452	0.5222983746222127	0.42	106.4	84	5309.4	4655	98.2	116	55.2	59
303	301	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.973927837899787	0.9861619861619861	0.8121132805857538	0.8486315083758391	0.8515581142092451	0.8054854277835695	0.8845153367360009	0.7825879842228616	0.7643512294161322	0.959095032968289	0.9864771532159071	0.9929151906647218	0.6377494079556006	0.7043478260869566	0.9822404540630332	0.9964033290117519	0.7208757743554569	0.6145675265553869	0.979436317210979	0.9987424020121568	0.7895943562610229	0.5664335664335665	0.9936208339381711	0.9871555831779574	0.5350816248940935	0.9310344827586207	127.6	81	5296.4	4765	111.2	6	34.0	62
304	302	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.972455555938829	0.9643874643874644	0.7837108756821111	0.735672866932751	0.8042487142173742	0.7610324070425216	0.8200896546740752	0.7815495131571426	0.7560048047754895	0.7037420449724225	0.985757945414748	0.981549815498155	0.5816638059494741	0.4897959183673469	0.983403078468519	0.978023363307841	0.6250943499662294	0.5440414507772021	0.9818402249221097	0.9756864389016977	0.6583390844260409	0.5874125874125874	0.9897112349287663	0.9874840899448452	0.5222983746222127	0.42	106.4	84	5309.4	4655	98.2	116	55.2	59
305	303	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.973927837899787	0.9861619861619861	0.8121132805857538	0.8486315083758391	0.8515581142092451	0.8054854277835695	0.8845153367360009	0.7825879842228616	0.7643512294161322	0.959095032968289	0.9864771532159071	0.9929151906647218	0.6377494079556006	0.7043478260869566	0.9822404540630332	0.9964033290117519	0.7208757743554569	0.6145675265553869	0.979436317210979	0.9987424020121568	0.7895943562610229	0.5664335664335665	0.9936208339381711	0.9871555831779574	0.5350816248940935	0.9310344827586207	127.6	81	5296.4	4765	111.2	6	34.0	62
306	304	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9740716256605155	0.9676434676434676	0.7914503808752406	0.7543119753596916	0.8077169079624273	0.7780656510985615	0.8203153524532594	0.7967931251309999	0.7695455663615516	0.723342863193562	0.9866034612354934	0.983250816391025	0.5962973005149875	0.5253731343283582	0.9847628533773684	0.980215071830631	0.6306709625474864	0.5759162303664922	0.9835415246289326	0.9782016348773842	0.657089180277586	0.6153846153846154	0.9896943672363816	0.9883523930537907	0.5493967654867216	0.4583333333333333	106.2	88	5318.6	4667	89.0	104	55.4	55
307	305	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.9791710265824568	0.985958485958486	0.8380648111604652	0.8457508537779818	0.8651530272912652	0.8021321974900877	0.8860253319597062	0.7790914807263581	0.8015720241650556	0.9585918383075471	0.9892270780804739	0.9928117512240858	0.6869025442404564	0.6986899563318777	0.9866322827840153	0.9963616594178655	0.7436737717985153	0.60790273556231	0.9849101072136384	0.9987424020121568	0.7871405567057741	0.5594405594405595	0.9935827693595277	0.9869511184755593	0.6095612789705835	0.9302325581395349	127.2	80	5326.0	4765	81.6	6	34.4	63
308	306	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9740716256605155	0.9676434676434676	0.7914503808752406	0.7543119753596916	0.8077169079624273	0.7780656510985615	0.8203153524532594	0.7967931251309999	0.7695455663615516	0.723342863193562	0.9866034612354934	0.983250816391025	0.5962973005149875	0.5253731343283582	0.9847628533773684	0.980215071830631	0.6306709625474864	0.5759162303664922	0.9835415246289326	0.9782016348773842	0.657089180277586	0.6153846153846154	0.9896943672363816	0.9883523930537907	0.5493967654867216	0.4583333333333333	106.2	88	5318.6	4667	89.0	104	55.4	55
309	307	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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': 'robust_scaling'}	0.9791710265824568	0.985958485958486	0.8380648111604652	0.8457508537779818	0.8651530272912652	0.8021321974900877	0.8860253319597062	0.7790914807263581	0.8015720241650556	0.9585918383075471	0.9892270780804739	0.9928117512240858	0.6869025442404564	0.6986899563318777	0.9866322827840153	0.9963616594178655	0.7436737717985153	0.60790273556231	0.9849101072136384	0.9987424020121568	0.7871405567057741	0.5594405594405595	0.9935827693595277	0.9869511184755593	0.6095612789705835	0.9302325581395349	127.2	80	5326.0	4765	81.6	6	34.4	63
310	308	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9725992276428924	0.9656084656084656	0.7848548576953529	0.7475715878898704	0.8054482432514447	0.7759257618441451	0.8213650286260883	0.7991368304719804	0.7571322320199039	0.7124047708255277	0.985832027402652	0.9821748760679253	0.5838776879880536	0.5129682997118156	0.9834770028993498	0.9783979154408674	0.6274194836035399	0.5734536082474226	0.9819141689000561	0.9758960385663383	0.6608158883521201	0.6223776223776224	0.9897860918106243	0.9885350318471338	0.5244783722291833	0.4362745098039216	106.8	89	5309.8	4656	97.8	115	54.8	54
311	309	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9739637896756635	0.9861619861619861	0.8123507633134469	0.8473355263157895	0.8520048456609374	0.8026785453433078	0.8851364513285741	0.7791962805586784	0.7643533890842819	0.96406514562752	0.9864959360886253	0.9929166666666667	0.6382055905382685	0.7017543859649122	0.9822479547567082	0.9965290845983357	0.7217617365651663	0.60882800608828	0.9794363103712808	0.9989520016767973	0.7908365922858677	0.5594405594405595	0.9936584685527026	0.9869538206668047	0.5350483096158613	0.9411764705882353	127.8	80	5296.4	4766	111.2	5	33.8	63
312	310	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9725992276428924	0.9656084656084656	0.7848548576953529	0.7475715878898704	0.8054482432514447	0.7759257618441451	0.8213650286260883	0.7991368304719804	0.7571322320199039	0.7124047708255277	0.985832027402652	0.9821748760679253	0.5838776879880536	0.5129682997118156	0.9834770028993498	0.9783979154408674	0.6274194836035399	0.5734536082474226	0.9819141689000561	0.9758960385663383	0.6608158883521201	0.6223776223776224	0.9897860918106243	0.9885350318471338	0.5244783722291833	0.4362745098039216	106.8	89	5309.8	4656	97.8	115	54.8	54
313	311	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9739637896756635	0.9861619861619861	0.8123507633134469	0.8473355263157895	0.8520048456609374	0.8026785453433078	0.8851364513285741	0.7791962805586784	0.7643533890842819	0.96406514562752	0.9864959360886253	0.9929166666666667	0.6382055905382685	0.7017543859649122	0.9822479547567082	0.9965290845983357	0.7217617365651663	0.60882800608828	0.9794363103712808	0.9989520016767973	0.7908365922858677	0.5594405594405595	0.9936584685527026	0.9869538206668047	0.5350483096158613	0.9411764705882353	127.8	80	5296.4	4766	111.2	5	33.8	63
314	312	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9739279604040447	0.9678469678469679	0.7912641200373893	0.7522885200712112	0.8089871403867142	0.7735870573652892	0.822636569521193	0.7901145176349536	0.7672611925949019	0.72391733007221	0.9865276501593472	0.9833649189303011	0.5960005899154315	0.5212121212121212	0.984554964824244	0.9806392003695771	0.6334193159491843	0.5665349143610013	0.9832456871598618	0.9788304338713059	0.6620274518825243	0.6013986013986014	0.989839080220088	0.9879416120160779	0.5446833049697155	0.45989304812834225	107.0	86	5317.0	4670	90.6	101	54.6	57
315	313	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9785964687180542	0.985958485958486	0.8349335312255267	0.8457508537779818	0.8634797397953677	0.8021321974900877	0.8857294808112387	0.7790914807263581	0.7970506438355454	0.9585918383075471	0.9889265984905926	0.9928117512240858	0.6809404639604608	0.6986899563318777	0.9861563417035588	0.9963616594178655	0.7408031378871767	0.60790273556231	0.9843184049167035	0.9987424020121568	0.7871405567057741	0.5594405594405595	0.9935796527931309	0.9869511184755593	0.6005216348779598	0.9302325581395349	127.2	80	5322.8	4765	84.8	6	34.4	63
316	314	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9739279604040447	0.9678469678469679	0.7912641200373893	0.7522885200712112	0.8089871403867142	0.7735870573652892	0.822636569521193	0.7901145176349536	0.7672611925949019	0.72391733007221	0.9865276501593472	0.9833649189303011	0.5960005899154315	0.5212121212121212	0.984554964824244	0.9806392003695771	0.6334193159491843	0.5665349143610013	0.9832456871598618	0.9788304338713059	0.6620274518825243	0.6013986013986014	0.989839080220088	0.9879416120160779	0.5446833049697155	0.45989304812834225	107.0	86	5317.0	4670	90.6	101	54.6	57
317	315	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9785964687180542	0.985958485958486	0.8349335312255267	0.8457508537779818	0.8634797397953677	0.8021321974900877	0.8857294808112387	0.7790914807263581	0.7970506438355454	0.9585918383075471	0.9889265984905926	0.9928117512240858	0.6809404639604608	0.6986899563318777	0.9861563417035588	0.9963616594178655	0.7408031378871767	0.60790273556231	0.9843184049167035	0.9987424020121568	0.7871405567057741	0.5594405594405595	0.9935796527931309	0.9869511184755593	0.6005216348779598	0.9302325581395349	127.2	80	5322.8	4765	84.8	6	34.4	63
318	316	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9720605570784411	0.9645909645909646	0.7817251484469401	0.7436598200237922	0.803214197485889	0.773667490365171	0.8198824079858589	0.7986128313103791	0.7529683129093774	0.7071800843040845	0.9855511248687776	0.9816378218657661	0.5778991720251028	0.5056818181818182	0.9830758746093193	0.9775526503846316	0.6233525203624588	0.5697823303457106	0.9814333996692868	0.9748480402431356	0.6583314163024307	0.6223776223776224	0.9897076221883188	0.9885228480340064	0.5162290036304361	0.4258373205741627	106.4	89	5307.2	4651	100.4	120	55.2	54
319	317	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.9738201502095629	0.985958485958486	0.81198199765495	0.8444242454553421	0.8520573491734046	0.7993107797861034	0.8856612762380405	0.7756997770621749	0.7636768352037563	0.9636128364389234	0.9864194878027938	0.9928132486199355	0.6375445075071065	0.6960352422907489	0.982105990968922	0.9964874132307435	0.722008707377887	0.6021341463414634	0.979251392288979	0.9989520016767973	0.7920711601871022	0.5524475524475524	0.9936941763068419	0.9867494824016563	0.5336594941006705	0.9404761904761905	128.0	79	5295.4	4766	112.2	5	33.6	64
320	318	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9720605570784411	0.9645909645909646	0.7817251484469401	0.7436598200237922	0.803214197485889	0.773667490365171	0.8198824079858589	0.7986128313103791	0.7529683129093774	0.7071800843040845	0.9855511248687776	0.9816378218657661	0.5778991720251028	0.5056818181818182	0.9830758746093193	0.9775526503846316	0.6233525203624588	0.5697823303457106	0.9814333996692868	0.9748480402431356	0.6583314163024307	0.6223776223776224	0.9897076221883188	0.9885228480340064	0.5162290036304361	0.4258373205741627	106.4	89	5307.2	4651	100.4	120	55.2	54
321	319	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'robust_scaling'}	0.9738201502095629	0.985958485958486	0.81198199765495	0.8444242454553421	0.8520573491734046	0.7993107797861034	0.8856612762380405	0.7756997770621749	0.7636768352037563	0.9636128364389234	0.9864194878027938	0.9928132486199355	0.6375445075071065	0.6960352422907489	0.982105990968922	0.9964874132307435	0.722008707377887	0.6021341463414634	0.979251392288979	0.9989520016767973	0.7920711601871022	0.5524475524475524	0.9936941763068419	0.9867494824016563	0.5336594941006705	0.9404761904761905	128.0	79	5295.4	4766	112.2	5	33.6	64
322	320	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9779141909254647	0.9733414733414734	0.8121727014901146	0.7851781772311575	0.8197259531444709	0.8013541725899871	0.8252995297992266	0.8132943350927002	0.8014250455716656	0.7620643826076721	0.9886109384397536	0.9862293703353306	0.6357344645404754	0.5841269841269842	0.9878318562869405	0.9844287752875011	0.6516200500020014	0.6182795698924731	0.9873140354438636	0.9832320268287571	0.6632850241545893	0.6433566433566433	0.9899157114680717	0.9892450442851117	0.6129343796752595	0.5348837209302325	107.2	92	5339.0	4691	68.6	80	54.4	51
323	321	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9816848332958836	0.9867724867724867	0.8503134324409407	0.8583142406586364	0.8675004521902807	0.818231408861414	0.8800959929175625	0.7964691983765553	0.8254641475104082	0.9559424197067787	0.9905435600113943	0.9932242259981237	0.7100833048704869	0.723404255319149	0.9889813980554448	0.9964025767589726	0.7460195063251165	0.6400602409638554	0.9879429251802672	0.9985328023475163	0.7722490606548578	0.5944055944055944	0.9931591089052507	0.9879717959352966	0.6577691861155656	0.9239130434782609	124.8	85	5342.4	4764	65.2	7	36.8	58
324	322	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9779141909254647	0.9733414733414734	0.8121727014901146	0.7851781772311575	0.8197259531444709	0.8013541725899871	0.8252995297992266	0.8132943350927002	0.8014250455716656	0.7620643826076721	0.9886109384397536	0.9862293703353306	0.6357344645404754	0.5841269841269842	0.9878318562869405	0.9844287752875011	0.6516200500020014	0.6182795698924731	0.9873140354438636	0.9832320268287571	0.6632850241545893	0.6433566433566433	0.9899157114680717	0.9892450442851117	0.6129343796752595	0.5348837209302325	107.2	92	5339.0	4691	68.6	80	54.4	51
325	323	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'robust_scaling'}	0.9816848332958836	0.9867724867724867	0.8503134324409407	0.8583142406586364	0.8675004521902807	0.818231408861414	0.8800959929175625	0.7964691983765553	0.8254641475104082	0.9559424197067787	0.9905435600113943	0.9932242259981237	0.7100833048704869	0.723404255319149	0.9889813980554448	0.9964025767589726	0.7460195063251165	0.6400602409638554	0.9879429251802672	0.9985328023475163	0.7722490606548578	0.5944055944055944	0.9931591089052507	0.9879717959352966	0.6577691861155656	0.9239130434782609	124.8	85	5342.4	4764	65.2	7	36.8	58
326	324	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9768727628868838	0.9719169719169719	0.8081102933855983	0.7784557121817799	0.8205184986048154	0.7978826557522782	0.829565114892701	0.8125607362664583	0.7900466686996784	0.751597812557149	0.9880647668597117	0.9854828529349884	0.6281558199114847	0.5714285714285714	0.9867919476694575	0.9832486670305218	0.6542450495401735	0.6125166444740346	0.985945658050106	0.9817648291762733	0.6731845717352963	0.6433566433566433	0.9901952083640815	0.9892291446673707	0.5898981290352753	0.5139664804469274	108.8	92	5331.6	4684	76.0	87	52.8	51
327	325	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9796378709662653	0.9867724867724867	0.839060376220148	0.8583142406586364	0.8625064985217588	0.818231408861414	0.8802509840773773	0.7964691983765553	0.8066759357033029	0.9559424197067787	0.9894746482108637	0.9932242259981237	0.6886461042294321	0.723404255319149	0.9872428634278414	0.9964025767589726	0.7377701336156761	0.6400602409638554	0.9857607673265972	0.9985328023475163	0.7747412008281573	0.5944055944055944	0.9932175159874876	0.9879717959352966	0.6201343554191178	0.9239130434782609	125.2	85	5330.6	4764	77.0	7	36.4	58
328	326	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9768727628868838	0.9719169719169719	0.8081102933855983	0.7784557121817799	0.8205184986048154	0.7978826557522782	0.829565114892701	0.8125607362664583	0.7900466686996784	0.751597812557149	0.9880647668597117	0.9854828529349884	0.6281558199114847	0.5714285714285714	0.9867919476694575	0.9832486670305218	0.6542450495401735	0.6125166444740346	0.985945658050106	0.9817648291762733	0.6731845717352963	0.6433566433566433	0.9901952083640815	0.9892291446673707	0.5898981290352753	0.5139664804469274	108.8	92	5331.6	4684	76.0	87	52.8	51
329	327	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9796378709662653	0.9867724867724867	0.839060376220148	0.8583142406586364	0.8625064985217588	0.818231408861414	0.8802509840773773	0.7964691983765553	0.8066759357033029	0.9559424197067787	0.9894746482108637	0.9932242259981237	0.6886461042294321	0.723404255319149	0.9872428634278414	0.9964025767589726	0.7377701336156761	0.6400602409638554	0.9857607673265972	0.9985328023475163	0.7747412008281573	0.5944055944055944	0.9932175159874876	0.9879717959352966	0.6201343554191178	0.9239130434782609	125.2	85	5330.6	4764	77.0	7	36.4	58
330	328	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.977590973112572	0.9733414733414734	0.8104126319825511	0.7864886316259407	0.8184781481150007	0.803812970721844	0.8245342894957334	0.8166860387568835	0.7991674947686984	0.7619671177069693	0.9884419340443449	0.9862264746083482	0.6323833299207575	0.5867507886435331	0.9875864101045382	0.9843015446608462	0.6493698861254632	0.6233243967828418	0.9870181227381117	0.9830224271641166	0.6620504562533547	0.6503496503496503	0.9898761171311559	0.989451476793249	0.6084588724062409	0.5344827586206896	107.0	93	5337.4	4690	70.2	81	54.6	50
331	329	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9819003053902197	0.9863654863654864	0.8526145981811627	0.8527317741939091	0.8706078469838306	0.8116037206067368	0.8838188532508949	0.7894761913835484	0.8266677420155382	0.9548922056384743	0.9906536918151337	0.9930171964564878	0.7145755045471918	0.7124463519313304	0.9890253186097789	0.9963192236908148	0.7521903753578821	0.6268882175226587	0.987942897821474	0.9985328023475163	0.7796948086803159	0.5804195804195804	0.9933803709510446	0.9875621890547264	0.659955113080032	0.9222222222222223	126.0	83	5342.4	4764	65.2	7	35.6	60
332	330	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.977590973112572	0.9733414733414734	0.8104126319825511	0.7864886316259407	0.8184781481150007	0.803812970721844	0.8245342894957334	0.8166860387568835	0.7991674947686984	0.7619671177069693	0.9884419340443449	0.9862264746083482	0.6323833299207575	0.5867507886435331	0.9875864101045382	0.9843015446608462	0.6493698861254632	0.6233243967828418	0.9870181227381117	0.9830224271641166	0.6620504562533547	0.6503496503496503	0.9898761171311559	0.989451476793249	0.6084588724062409	0.5344827586206896	107.0	93	5337.4	4690	70.2	81	54.6	50
333	331	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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': 'robust_scaling'}	0.9819003053902197	0.9863654863654864	0.8526145981811627	0.8527317741939091	0.8706078469838306	0.8116037206067368	0.8838188532508949	0.7894761913835484	0.8266677420155382	0.9548922056384743	0.9906536918151337	0.9930171964564878	0.7145755045471918	0.7124463519313304	0.9890253186097789	0.9963192236908148	0.7521903753578821	0.6268882175226587	0.987942897821474	0.9985328023475163	0.7796948086803159	0.5804195804195804	0.9933803709510446	0.9875621890547264	0.659955113080032	0.9222222222222223	126.0	83	5342.4	4764	65.2	7	35.6	60
334	332	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.977195922671444	0.9723239723239723	0.8107372428371225	0.7803481278923012	0.82309901005925	0.7988690572639315	0.8321266926370756	0.8127703359310989	0.7927902054855176	0.7545038517548474	0.9882315805820101	0.9856962557846024	0.6332429050922348	0.575	0.986969585122741	0.9835859115906134	0.6592284349957586	0.6141522029372497	0.9861305419339164	0.9821840285055544	0.6781228433402346	0.6433566433566433	0.9903441060538242	0.9892336922102597	0.5952363049172109	0.519774011299435	109.6	92	5332.6	4686	75.0	85	52.0	51
335	333	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'robust_scaling'}	0.9796019449807588	0.9863654863654864	0.8390079416152684	0.8527317741939091	0.8628052537999251	0.8116037206067368	0.8808274346184233	0.7894761913835484	0.8061772649511905	0.9548922056384743	0.9894555777544862	0.9930171964564878	0.6885603054760506	0.7124463519313304	0.9871907671749047	0.9963192236908148	0.7384197404249453	0.6268882175226587	0.9856867686310645	0.9985328023475163	0.7759681006057818	0.5804195804195804	0.993253950873283	0.9875621890547264	0.6191005790290982	0.9222222222222223	125.4	83	5330.2	4764	77.4	7	36.2	60
336	334	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.977195922671444	0.9723239723239723	0.8107372428371225	0.7803481278923012	0.82309901005925	0.7988690572639315	0.8321266926370756	0.8127703359310989	0.7927902054855176	0.7545038517548474	0.9882315805820101	0.9856962557846024	0.6332429050922348	0.575	0.986969585122741	0.9835859115906134	0.6592284349957586	0.6141522029372497	0.9861305419339164	0.9821840285055544	0.6781228433402346	0.6433566433566433	0.9903441060538242	0.9892336922102597	0.5952363049172109	0.519774011299435	109.6	92	5332.6	4686	75.0	85	52.0	51
337	335	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9796019449807588	0.9863654863654864	0.8390079416152684	0.8527317741939091	0.8628052537999251	0.8116037206067368	0.8808274346184233	0.7894761913835484	0.8061772649511905	0.9548922056384743	0.9894555777544862	0.9930171964564878	0.6885603054760506	0.7124463519313304	0.9871907671749047	0.9963192236908148	0.7384197404249453	0.6268882175226587	0.9856867686310645	0.9985328023475163	0.7759681006057818	0.5804195804195804	0.993253950873283	0.9875621890547264	0.6191005790290982	0.9222222222222223	125.4	83	5330.2	4764	77.4	7	36.2	60
338	336	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9771241609667263	0.9731379731379731	0.8080252380257956	0.7855127670971966	0.8176776720995971	0.8033114702861313	0.8248926977067056	0.8165812389245631	0.7945146584578506	0.7604389111626926	0.9881982013195924	0.9861198738170347	0.627852274731999	0.5849056603773585	0.987178108813844	0.9841329807329052	0.6481772353853502	0.6224899598393574	0.986500371258822	0.982812827499476	0.6632850241545893	0.6503496503496503	0.9899077136236487	0.9894492508968137	0.5991216032920527	0.5314285714285715	107.2	93	5334.6	4689	73.0	82	54.4	50
339	337	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'robust_scaling'}	0.9820439770942828	0.9865689865689866	0.8529882699669742	0.8555347091932457	0.8697685945091376	0.814922530688772	0.8820887985040485	0.7929726948800518	0.8287926786769336	0.955421936554012	0.9907294646458509	0.9931207004377736	0.7152470752880976	0.717948717948718	0.9892111177666149	0.9963608984816162	0.7503260712516602	0.6334841628959276	0.9882018282787051	0.9985328023475163	0.775975768729392	0.5874125874125874	0.9932718818639987	0.9877669500311009	0.6643134754898687	0.9230769230769231	125.4	84	5343.8	4764	63.8	7	36.2	59
340	338	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9771241609667263	0.9731379731379731	0.8080252380257956	0.7855127670971966	0.8176776720995971	0.8033114702861313	0.8248926977067056	0.8165812389245631	0.7945146584578506	0.7604389111626926	0.9881982013195924	0.9861198738170347	0.627852274731999	0.5849056603773585	0.987178108813844	0.9841329807329052	0.6481772353853502	0.6224899598393574	0.986500371258822	0.982812827499476	0.6632850241545893	0.6503496503496503	0.9899077136236487	0.9894492508968137	0.5991216032920527	0.5314285714285715	107.2	93	5334.6	4689	73.0	82	54.4	50
341	339	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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': 'robust_scaling'}	0.9820439770942828	0.9865689865689866	0.8529882699669742	0.8555347091932457	0.8697685945091376	0.814922530688772	0.8820887985040485	0.7929726948800518	0.8287926786769336	0.955421936554012	0.9907294646458509	0.9931207004377736	0.7152470752880976	0.717948717948718	0.9892111177666149	0.9963608984816162	0.7503260712516602	0.6334841628959276	0.9882018282787051	0.9985328023475163	0.775975768729392	0.5874125874125874	0.9932718818639987	0.9877669500311009	0.6643134754898687	0.9230769230769231	125.4	84	5343.8	4764	63.8	7	36.2	59
342	340	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9770163765626144	0.9708994708994709	0.8089046390310586	0.7724760601915185	0.8208882889851935	0.792990513476886	0.8296352248088427	0.8086450334406738	0.7914976380153944	0.7445054945054945	0.9881396072761885	0.9849521203830369	0.6296696707859284	0.56	0.9869106441905593	0.982532751091703	0.6548659337798276	0.603448275862069	0.9860935460059992	0.9809264305177112	0.6731769036116863	0.6363636363636364	0.9901967698890275	0.989010989010989	0.5927985061417613	0.5	108.8	91	5332.4	4680	75.2	91	52.8	52
343	341	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9796737776089941	0.9867724867724867	0.8391628371692141	0.857127840635882	0.8625455561855124	0.8154847231608375	0.8802656445596817	0.7930774947123721	0.8069167097576395	0.9605514096185739	0.9894935346759212	0.993225638353309	0.688832139662507	0.721030042918455	0.9872725920099491	0.9965283587083821	0.7378185203610758	0.6344410876132931	0.9857977564148163	0.9987424020121568	0.7747335327045473	0.5874125874125874	0.9932184663375475	0.9877694859038143	0.6206149531777316	0.9333333333333333	125.2	84	5330.8	4765	76.8	6	36.4	59
344	342	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9770163765626144	0.9708994708994709	0.8089046390310586	0.7724760601915185	0.8208882889851935	0.792990513476886	0.8296352248088427	0.8086450334406738	0.7914976380153944	0.7445054945054945	0.9881396072761885	0.9849521203830369	0.6296696707859284	0.56	0.9869106441905593	0.982532751091703	0.6548659337798276	0.603448275862069	0.9860935460059992	0.9809264305177112	0.6731769036116863	0.6363636363636364	0.9901967698890275	0.989010989010989	0.5927985061417613	0.5	108.8	91	5332.4	4680	75.2	91	52.8	52
345	343	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9796737776089941	0.9867724867724867	0.8391628371692141	0.857127840635882	0.8625455561855124	0.8154847231608375	0.8802656445596817	0.7930774947123721	0.8069167097576395	0.9605514096185739	0.9894935346759212	0.993225638353309	0.688832139662507	0.721030042918455	0.9872725920099491	0.9965283587083821	0.7378185203610758	0.6344410876132931	0.9857977564148163	0.9987424020121568	0.7747335327045473	0.5874125874125874	0.9932184663375475	0.9877694859038143	0.6206149531777316	0.9333333333333333	125.2	84	5330.8	4765	76.8	6	36.4	59
346	344	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': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9775191662747069	0.9733414733414734	0.8109181500694549	0.7864886316259407	0.8204431724855071	0.803812970721844	0.827495122540048	0.8166860387568835	0.7973511928168067	0.7619671177069693	0.9884029783767486	0.9862264746083482	0.633433321762161	0.5867507886435331	0.9874155118765998	0.9843015446608462	0.6534708330944143	0.6233243967828418	0.9867592811969581	0.9830224271641166	0.6682309638831379	0.6503496503496503	0.9900571333639832	0.989451476793249	0.6046452522696304	0.5344827586206896	108.0	93	5336.0	4690	71.6	81	53.6	50
347	345	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': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9818284921047618	0.9865689865689866	0.8515687719396038	0.8555347091932457	0.869109632820693	0.814922530688772	0.8819739869180392	0.7929726948800518	0.8262355743560266	0.955421936554012	0.9906175619689787	0.9931207004377736	0.7125199819102287	0.717948717948718	0.9890331314072724	0.9963608984816162	0.7491861342341136	0.6334841628959276	0.9879798732302965	0.9985328023475163	0.7759681006057818	0.5874125874125874	0.9932704686996041	0.9877669500311009	0.6592006800124488	0.9230769230769231	125.4	84	5342.6	4764	65.0	7	36.2	59
348	346	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': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9775191662747069	0.9733414733414734	0.8109181500694549	0.7864886316259407	0.8204431724855071	0.803812970721844	0.827495122540048	0.8166860387568835	0.7973511928168067	0.7619671177069693	0.9884029783767486	0.9862264746083482	0.633433321762161	0.5867507886435331	0.9874155118765998	0.9843015446608462	0.6534708330944143	0.6233243967828418	0.9867592811969581	0.9830224271641166	0.6682309638831379	0.6503496503496503	0.9900571333639832	0.989451476793249	0.6046452522696304	0.5344827586206896	108.0	93	5336.0	4690	71.6	81	53.6	50
349	347	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': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9818284921047618	0.9865689865689866	0.8515687719396038	0.8555347091932457	0.869109632820693	0.814922530688772	0.8819739869180392	0.7929726948800518	0.8262355743560266	0.955421936554012	0.9906175619689787	0.9931207004377736	0.7125199819102287	0.717948717948718	0.9890331314072724	0.9963608984816162	0.7491861342341136	0.6334841628959276	0.9879798732302965	0.9985328023475163	0.7759681006057818	0.5874125874125874	0.9932704686996041	0.9877669500311009	0.6592006800124488	0.9230769230769231	125.4	84	5342.6	4764	65.0	7	36.2	59
350	348	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9764776995505706	0.9719169719169719	0.8058350158322979	0.7771179533024821	0.8190807371773212	0.7954263241379338	0.8287590651185803	0.8091690326022751	0.7865892937089096	0.751573440960631	0.9878588387646451	0.9854859066049643	0.6238111928999507	0.56875	0.986487506496703	0.9833760127618488	0.6516739678579395	0.6074766355140186	0.9855757945267094	0.9819744288409139	0.6719423357104517	0.6363636363636364	0.9901544917924175	0.989022588135951	0.5830240956254018	0.5141242937853108	108.6	91	5329.6	4685	78.0	86	53.0	52
351	349	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9793505597961014	0.9863654863654864	0.8385231734671278	0.8527317741939091	0.8641145521521733	0.8116037206067368	0.8836958052017378	0.7894761913835484	0.8037027763260574	0.9548922056384743	0.9893221053803763	0.9930171964564878	0.6877242415538791	0.7124463519313304	0.9868704906345032	0.9963192236908148	0.7413586136698431	0.6268882175226587	0.9852430021679108	0.9985328023475163	0.7821486082355648	0.5804195804195804	0.9934360587876772	0.9875621890547264	0.6139694938644376	0.9222222222222223	126.4	83	5327.8	4764	79.8	7	35.2	60
352	350	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9764776995505706	0.9719169719169719	0.8058350158322979	0.7771179533024821	0.8190807371773212	0.7954263241379338	0.8287590651185803	0.8091690326022751	0.7865892937089096	0.751573440960631	0.9878588387646451	0.9854859066049643	0.6238111928999507	0.56875	0.986487506496703	0.9833760127618488	0.6516739678579395	0.6074766355140186	0.9855757945267094	0.9819744288409139	0.6719423357104517	0.6363636363636364	0.9901544917924175	0.989022588135951	0.5830240956254018	0.5141242937853108	108.6	91	5329.6	4685	78.0	86	53.0	52
353	351	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9793505597961014	0.9863654863654864	0.8385231734671278	0.8527317741939091	0.8641145521521733	0.8116037206067368	0.8836958052017378	0.7894761913835484	0.8037027763260574	0.9548922056384743	0.9893221053803763	0.9930171964564878	0.6877242415538791	0.7124463519313304	0.9868704906345032	0.9963192236908148	0.7413586136698431	0.6268882175226587	0.9852430021679108	0.9985328023475163	0.7821486082355648	0.5804195804195804	0.9934360587876772	0.9875621890547264	0.6139694938644376	0.9222222222222223	126.4	83	5327.8	4764	79.8	7	35.2	60
354	352	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.982762284033859	0.9798534798534798	0.8434496379455763	0.8247065957978097	0.8389763503859651	0.8279874213836478	0.8361944931006345	0.8302147443836817	0.8518140259974011	0.8193935647775346	0.9911295703532395	0.9896193771626297	0.695769705537913	0.6597938144329897	0.9915251315227837	0.9893081761006289	0.6864275692491464	0.6666666666666666	0.9917893389349549	0.989100817438692	0.680599647266314	0.6713286713286714	0.99047229470861	0.9901384809064204	0.7131557572861921	0.6486486486486487	110.0	96	5363.2	4719	44.4	52	51.6	47
355	353	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9855274307987955	0.9865689865689866	0.8710618199921194	0.8543196878009516	0.868825896487461	0.8121616449258658	0.8676653525949583	0.7895809912158687	0.8761720465001733	0.9600745182511498	0.9925478825826991	0.9931221342225928	0.7495757574015396	0.7155172413793104	0.9926914560364949	0.9964866786565728	0.7449603369384269	0.6278366111951589	0.99278795540079	0.9987424020121568	0.7425427497891266	0.5804195804195804	0.99231172590718	0.9875647668393782	0.7600323670931668	0.9325842696629213	120.0	83	5368.6	4765	39.0	6	41.6	60
356	354	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.982762284033859	0.9798534798534798	0.8434496379455763	0.8247065957978097	0.8389763503859651	0.8279874213836478	0.8361944931006345	0.8302147443836817	0.8518140259974011	0.8193935647775346	0.9911295703532395	0.9896193771626297	0.695769705537913	0.6597938144329897	0.9915251315227837	0.9893081761006289	0.6864275692491464	0.6666666666666666	0.9917893389349549	0.989100817438692	0.680599647266314	0.6713286713286714	0.99047229470861	0.9901384809064204	0.7131557572861921	0.6486486486486487	110.0	96	5363.2	4719	44.4	52	51.6	47
357	355	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'robust_scaling'}	0.9855274307987955	0.9865689865689866	0.8710618199921194	0.8543196878009516	0.868825896487461	0.8121616449258658	0.8676653525949583	0.7895809912158687	0.8761720465001733	0.9600745182511498	0.9925478825826991	0.9931221342225928	0.7495757574015396	0.7155172413793104	0.9926914560364949	0.9964866786565728	0.7449603369384269	0.6278366111951589	0.99278795540079	0.9987424020121568	0.7425427497891266	0.5804195804195804	0.99231172590718	0.9875647668393782	0.7600323670931668	0.9325842696629213	120.0	83	5368.6	4765	39.0	6	41.6	60
358	356	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9817926499379581	0.9778184778184779	0.8374182440245693	0.8132162934719194	0.8362648952287406	0.8225800427507585	0.8356913234471189	0.829166746060479	0.8402072350388428	0.7988563413569535	0.9906256463060286	0.988558832791015	0.6842108417431099	0.6378737541528239	0.9907243636940641	0.9876258389261745	0.681805426763417	0.6575342465753424	0.990790667751534	0.9870048207922867	0.6805919791427038	0.6713286713286714	0.9904630819544868	0.9901177460050462	0.6899513881231989	0.6075949367088608	110.0	96	5357.8	4709	49.8	62	51.6	47
359	357	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9848810660965276	0.9863654863654864	0.866018299273469	0.8551569311419329	0.865630052651678	0.8171028709432324	0.8655284657555911	0.7962595987119148	0.867328213368188	0.9461110620640947	0.99221408619297	0.9930142842247941	0.7398225123539679	0.7172995780590717	0.9922253439367633	0.9960676037483266	0.7390347613665926	0.6381381381381381	0.9922332216729792	0.9981136030182352	0.7388237098382027	0.5944055944055944	0.9921968118457588	0.9879668049792532	0.7424596148906173	0.9042553191489362	119.4	85	5365.6	4762	42.0	9	42.2	58
360	358	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9817926499379581	0.9778184778184779	0.8374182440245693	0.8132162934719194	0.8362648952287406	0.8225800427507585	0.8356913234471189	0.829166746060479	0.8402072350388428	0.7988563413569535	0.9906256463060286	0.988558832791015	0.6842108417431099	0.6378737541528239	0.9907243636940641	0.9876258389261745	0.681805426763417	0.6575342465753424	0.990790667751534	0.9870048207922867	0.6805919791427038	0.6713286713286714	0.9904630819544868	0.9901177460050462	0.6899513881231989	0.6075949367088608	110.0	96	5357.8	4709	49.8	62	51.6	47
361	359	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9848810660965276	0.9863654863654864	0.866018299273469	0.8551569311419329	0.865630052651678	0.8171028709432324	0.8655284657555911	0.7962595987119148	0.867328213368188	0.9461110620640947	0.99221408619297	0.9930142842247941	0.7398225123539679	0.7172995780590717	0.9922253439367633	0.9960676037483266	0.7390347613665926	0.6381381381381381	0.9922332216729792	0.9981136030182352	0.7388237098382027	0.5944055944055944	0.9921968118457588	0.9879668049792532	0.7424596148906173	0.9042553191489362	119.4	85	5365.6	4762	42.0	9	42.2	58
362	360	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9826186768057209	0.9790394790394791	0.8418661366057941	0.8151597342406711	0.8367492178414597	0.8158001913877391	0.8337176652356113	0.8162287303976676	0.852261957241508	0.8140985324947589	0.9910558194210491	0.9892044859029452	0.6926764537905391	0.6411149825783972	0.9914953471383093	0.989142282216819	0.68200308854461	0.6424581005586593	0.9917892910570671	0.989100817438692	0.6756460394141554	0.6433566433566433	0.9903269552713155	0.9893081761006289	0.7141969592117003	0.6388888888888888	109.2	92	5363.2	4719	44.4	52	52.4	51
363	361	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9856351636221671	0.9861619861619861	0.8725193243286101	0.8511569731081927	0.8716286516369447	0.8110472197412031	0.8713212373700945	0.789371391551228	0.8751769538454989	0.9498237611445158	0.9926025179707665	0.9929122368146759	0.7524361306864538	0.7094017094017094	0.9926467847779914	0.9961517547161919	0.750610518495898	0.6259426847662142	0.9926769812964347	0.9983232026828757	0.7499654934437544	0.5804195804195804	0.9925314805596083	0.9875596102011196	0.7578224271313897	0.9120879120879121	121.2	83	5368.0	4763	39.6	8	40.4	60
364	362	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9826186768057209	0.9790394790394791	0.8418661366057941	0.8151597342406711	0.8367492178414597	0.8158001913877391	0.8337176652356113	0.8162287303976676	0.852261957241508	0.8140985324947589	0.9910558194210491	0.9892044859029452	0.6926764537905391	0.6411149825783972	0.9914953471383093	0.989142282216819	0.68200308854461	0.6424581005586593	0.9917892910570671	0.989100817438692	0.6756460394141554	0.6433566433566433	0.9903269552713155	0.9893081761006289	0.7141969592117003	0.6388888888888888	109.2	92	5363.2	4719	44.4	52	52.4	51
365	363	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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': 'robust_scaling'}	0.9856351636221671	0.9861619861619861	0.8725193243286101	0.8511569731081927	0.8716286516369447	0.8110472197412031	0.8713212373700945	0.789371391551228	0.8751769538454989	0.9498237611445158	0.9926025179707665	0.9929122368146759	0.7524361306864538	0.7094017094017094	0.9926467847779914	0.9961517547161919	0.750610518495898	0.6259426847662142	0.9926769812964347	0.9983232026828757	0.7499654934437544	0.5804195804195804	0.9925314805596083	0.9875596102011196	0.7578224271313897	0.9120879120879121	121.2	83	5368.0	4763	39.6	8	40.4	60
366	364	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9820799675557146	0.9778184778184779	0.8393116728310858	0.8132162934719194	0.837472852432932	0.8225800427507585	0.8364380760462009	0.829166746060479	0.8432593247582387	0.7988563413569535	0.9907747796644172	0.988558832791015	0.6878485659977547	0.6378737541528239	0.9909393859907858	0.9876258389261745	0.6840063188750786	0.6575342465753424	0.9910496050484634	0.9870048207922867	0.6818265470439384	0.6713286713286714	0.9905023543948058	0.9901177460050462	0.6960162951216715	0.6075949367088608	110.2	96	5359.2	4709	48.4	62	51.4	47
367	365	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'robust_scaling'}	0.9852042129859025	0.9861619861619861	0.8694659643280573	0.8511569731081927	0.8699879154171267	0.8110472197412031	0.8704967067312609	0.789371391551228	0.8692405743082581	0.9498237611445158	0.9923794228703786	0.9929122368146759	0.7465525057857362	0.7094017094017094	0.9923136283072191	0.9961517547161919	0.7476622025270343	0.6259426847662142	0.992270156043612	0.9983232026828757	0.7487232574189097	0.5804195804195804	0.9924906440365449	0.9875596102011196	0.7459905045799712	0.9120879120879121	121.0	83	5365.8	4763	41.8	8	40.6	60
368	366	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9820799675557146	0.9778184778184779	0.8393116728310858	0.8132162934719194	0.837472852432932	0.8225800427507585	0.8364380760462009	0.829166746060479	0.8432593247582387	0.7988563413569535	0.9907747796644172	0.988558832791015	0.6878485659977547	0.6378737541528239	0.9909393859907858	0.9876258389261745	0.6840063188750786	0.6575342465753424	0.9910496050484634	0.9870048207922867	0.6818265470439384	0.6713286713286714	0.9905023543948058	0.9901177460050462	0.6960162951216715	0.6075949367088608	110.2	96	5359.2	4709	48.4	62	51.4	47
369	367	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9852042129859025	0.9861619861619861	0.8694659643280573	0.8511569731081927	0.8699879154171267	0.8110472197412031	0.8704967067312609	0.789371391551228	0.8692405743082581	0.9498237611445158	0.9923794228703786	0.9929122368146759	0.7465525057857362	0.7094017094017094	0.9923136283072191	0.9961517547161919	0.7476622025270343	0.6259426847662142	0.992270156043612	0.9983232026828757	0.7487232574189097	0.5804195804195804	0.9924906440365449	0.9875596102011196	0.7459905045799712	0.9120879120879121	121.0	83	5365.8	4763	41.8	8	40.6	60
370	368	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9825468377298929	0.9792429792429792	0.8424834005746374	0.8199943113910086	0.8391918177385149	0.8238687828396054	0.837281097809295	0.8265086412225378	0.8493017283653831	0.813755220180708	0.9910167623024883	0.9893036912751678	0.6939500388467865	0.6506849315068494	0.9913023329524135	0.9889303534739402	0.6870813025246163	0.6588072122052705	0.9914934125498066	0.988681618109411	0.683068783068783	0.6643356643356644	0.9905435962334451	0.9899265477439664	0.7080598604973213	0.6375838926174496	110.4	95	5361.6	4717	46.0	54	51.2	48
371	369	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'robust_scaling'}	0.9854915241560667	0.9863654863654864	0.8720612972037719	0.8539546788327481	0.8720771439392607	0.8143617723634435	0.872456353871484	0.7928678950477315	0.8734850756430061	0.9504039456837321	0.992526944822329	0.9930157406442197	0.7515956495852147	0.7148936170212766	0.9924832858620739	0.9961934242449594	0.7516710020164473	0.6325301204819277	0.9924550741259139	0.9983232026828757	0.7524576336170539	0.5874125874125874	0.9926032908380673	0.9877644131065948	0.754366860447945	0.9130434782608695	121.6	84	5366.8	4763	40.8	8	40.0	59
372	370	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9825468377298929	0.9792429792429792	0.8424834005746374	0.8199943113910086	0.8391918177385149	0.8238687828396054	0.837281097809295	0.8265086412225378	0.8493017283653831	0.813755220180708	0.9910167623024883	0.9893036912751678	0.6939500388467865	0.6506849315068494	0.9913023329524135	0.9889303534739402	0.6870813025246163	0.6588072122052705	0.9914934125498066	0.988681618109411	0.683068783068783	0.6643356643356644	0.9905435962334451	0.9899265477439664	0.7080598604973213	0.6375838926174496	110.4	95	5361.6	4717	46.0	54	51.2	48
373	371	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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': 'robust_scaling'}	0.9854915241560667	0.9863654863654864	0.8720612972037719	0.8539546788327481	0.8720771439392607	0.8143617723634435	0.872456353871484	0.7928678950477315	0.8734850756430061	0.9504039456837321	0.992526944822329	0.9930157406442197	0.7515956495852147	0.7148936170212766	0.9924832858620739	0.9961934242449594	0.7516710020164473	0.6325301204819277	0.9924550741259139	0.9983232026828757	0.7524576336170539	0.5874125874125874	0.9926032908380673	0.9877644131065948	0.754366860447945	0.9130434782608695	121.6	84	5366.8	4763	40.8	8	40.0	59
374	372	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9820081413750715	0.9792429792429792	0.8390547264789007	0.818790898113535	0.8377201677979278	0.8213713685724697	0.8369960594019303	0.8231169375583545	0.8420302593898287	0.8145883904222482	0.9907371660621983	0.9893059341581044	0.6873722868956029	0.6482758620689655	0.9908578172956094	0.9890570625969561	0.6845825183002461	0.6536856745479833	0.9909386719822978	0.9888912177740515	0.6830534468215628	0.6573426573426573	0.9905377571104426	0.9897209985315712	0.6935227616692148	0.6394557823129252	110.4	94	5358.6	4718	49.0	53	51.2	49
375	373	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9847733010351932	0.9865689865689866	0.8663175523725906	0.8567291245529467	0.8678696059129521	0.8176664208104449	0.8690733798462211	0.796364398544235	0.8643676993700515	0.9509738977992787	0.9921562865626941	0.9931192660550459	0.7404788181824872	0.7203389830508474	0.9920024452270086	0.9962350972599875	0.7437367665988956	0.6390977443609023	0.9919003061996119	0.9983232026828757	0.7462464534928304	0.5944055944055944	0.9924143797120861	0.9879693009749014	0.7363210190280169	0.9139784946236559	120.6	85	5363.8	4763	43.8	8	41.0	58
376	374	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9820081413750715	0.9792429792429792	0.8390547264789007	0.818790898113535	0.8377201677979278	0.8213713685724697	0.8369960594019303	0.8231169375583545	0.8420302593898287	0.8145883904222482	0.9907371660621983	0.9893059341581044	0.6873722868956029	0.6482758620689655	0.9908578172956094	0.9890570625969561	0.6845825183002461	0.6536856745479833	0.9909386719822978	0.9888912177740515	0.6830534468215628	0.6573426573426573	0.9905377571104426	0.9897209985315712	0.6935227616692148	0.6394557823129252	110.4	94	5358.6	4718	49.0	53	51.2	49
377	375	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9847733010351932	0.9865689865689866	0.8663175523725906	0.8567291245529467	0.8678696059129521	0.8176664208104449	0.8690733798462211	0.796364398544235	0.8643676993700515	0.9509738977992787	0.9921562865626941	0.9931192660550459	0.7404788181824872	0.7203389830508474	0.9920024452270086	0.9962350972599875	0.7437367665988956	0.6390977443609023	0.9919003061996119	0.9983232026828757	0.7462464534928304	0.5944055944055944	0.9924143797120861	0.9879693009749014	0.7363210190280169	0.9139784946236559	120.6	85	5363.8	4763	43.8	8	41.0	58
378	376	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': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9829777625757874	0.9790394790394791	0.8455898742609298	0.8176240340118627	0.8409251505417853	0.8208333333333333	0.8381094693496319	0.8230121377260342	0.8547430280421547	0.8124269884655952	0.991239972895135	0.9891999580580896	0.6999397756267245	0.6460481099656358	0.991635713054667	0.9888888888888889	0.6902145880289038	0.6527777777777778	0.9919002514820259	0.988681618109411	0.6843186872172379	0.6573426573426573	0.9905832405965647	0.9897188417960554	0.7189028154877446	0.6351351351351351	110.6	94	5363.8	4717	43.8	54	51.0	49
379	377	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': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9854915306036591	0.985958485958486	0.8714495385858377	0.8483357077519362	0.8708125654344556	0.8077227180526358	0.8706408187627842	0.7858748880547246	0.8735282609494825	0.9492330016583748	0.9925282331975313	0.9928087545596664	0.7503708439741441	0.703862660944206	0.9925505558702244	0.9961100886732475	0.7490745749986869	0.6193353474320241	0.9925660482302691	0.9983232026828757	0.7487155892952996	0.5734265734265734	0.9924934718748354	0.9873548922056384	0.75456305002413	0.9111111111111111	121.0	82	5367.4	4763	40.2	8	40.6	61
380	378	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': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9829777625757874	0.9790394790394791	0.8455898742609298	0.8176240340118627	0.8409251505417853	0.8208333333333333	0.8381094693496319	0.8230121377260342	0.8547430280421547	0.8124269884655952	0.991239972895135	0.9891999580580896	0.6999397756267245	0.6460481099656358	0.991635713054667	0.9888888888888889	0.6902145880289038	0.6527777777777778	0.9919002514820259	0.988681618109411	0.6843186872172379	0.6573426573426573	0.9905832405965647	0.9897188417960554	0.7189028154877446	0.6351351351351351	110.6	94	5363.8	4717	43.8	54	51.0	49
381	379	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': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9854915306036591	0.985958485958486	0.8714495385858377	0.8483357077519362	0.8708125654344556	0.8077227180526358	0.8706408187627842	0.7858748880547246	0.8735282609494825	0.9492330016583748	0.9925282331975313	0.9928087545596664	0.7503708439741441	0.703862660944206	0.9925505558702244	0.9961100886732475	0.7490745749986869	0.6193353474320241	0.9925660482302691	0.9983232026828757	0.7487155892952996	0.5734265734265734	0.9924934718748354	0.9873548922056384	0.75456305002413	0.9111111111111111	121.0	82	5367.4	4763	40.2	8	40.6	61
382	380	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.981972215389565	0.9788359788359788	0.838527495848882	0.8176750876562079	0.8371608481547863	0.8227893693666418	0.836371110747552	0.8262990415578972	0.8413284280918154	0.8095306953572864	0.9907191268481178	0.9890916719110552	0.686335864849646	0.6462585034013606	0.9908506703183955	0.9885939531177926	0.6834710259911773	0.656984785615491	0.990938678821996	0.98826241878013	0.6818035426731079	0.6643356643356644	0.9905011366131022	0.9899223178668907	0.6921557195705285	0.6291390728476821	110.2	95	5358.6	4715	49.0	56	51.4	48
383	381	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9847015006449205	0.9861619861619861	0.866760808266406	0.8511569731081927	0.8701707272026393	0.8110472197412031	0.8726559793090811	0.789371391551228	0.8618512837456442	0.9498237611445158	0.9921173152217655	0.9929122368146759	0.7414043013110467	0.7094017094017094	0.9918092619181735	0.9961517547161919	0.7485321924871051	0.6259426847662142	0.9916044208526532	0.9983232026828757	0.7537075377655089	0.5804195804195804	0.9926328549690441	0.9875596102011196	0.7310697125222447	0.9120879120879121	121.8	83	5362.2	4763	45.4	8	39.8	60
384	382	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.981972215389565	0.9788359788359788	0.838527495848882	0.8176750876562079	0.8371608481547863	0.8227893693666418	0.836371110747552	0.8262990415578972	0.8413284280918154	0.8095306953572864	0.9907191268481178	0.9890916719110552	0.686335864849646	0.6462585034013606	0.9908506703183955	0.9885939531177926	0.6834710259911773	0.656984785615491	0.990938678821996	0.98826241878013	0.6818035426731079	0.6643356643356644	0.9905011366131022	0.9899223178668907	0.6921557195705285	0.6291390728476821	110.2	95	5358.6	4715	49.0	56	51.4	48
385	383	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9847015006449205	0.9861619861619861	0.866760808266406	0.8511569731081927	0.8701707272026393	0.8110472197412031	0.8726559793090811	0.789371391551228	0.8618512837456442	0.9498237611445158	0.9921173152217655	0.9929122368146759	0.7414043013110467	0.7094017094017094	0.9918092619181735	0.9961517547161919	0.7485321924871051	0.6259426847662142	0.9916044208526532	0.9983232026828757	0.7537075377655089	0.5804195804195804	0.9926328549690441	0.9875596102011196	0.7310697125222447	0.9120879120879121	121.8	83	5362.2	4763	45.4	8	39.8	60
386	384	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.98240329497768	0.9829059829059829	0.8441473739958427	0.8445229575501902	0.8437151123059072	0.8388499035127499	0.8438552848872893	0.835178445532669	0.8465356551393999	0.8544465369324127	0.9909373134893265	0.9912041884816754	0.697357434502359	0.697841726618705	0.9909375677267633	0.9917026358798139	0.6964926568850511	0.685997171145686	0.9909388498144527	0.9920352127436596	0.6967717199601258	0.6783216783216783	0.9909413467903972	0.9903745553463068	0.7021299634884026	0.7185185185185186	112.6	97	5358.6	4733	49.0	38	49.0	46
387	385	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9845937162408086	0.9857549857549858	0.8678300025546305	0.844179493916305	0.8740717519872891	0.8015872466872441	0.8785961023234794	0.7789866808940379	0.8587151682185766	0.953244322524878	0.9920578911254954	0.9927068139195666	0.7436021139837656	0.6956521739130435	0.9914967928307347	0.9961942202333653	0.7566467111438437	0.6069802731411229	0.9911236516218839	0.9985328023475163	0.7660685530250747	0.5594405594405595	0.9929967673072276	0.9869484151646986	0.7244335691299255	0.9195402298850575	123.8	80	5359.6	4764	48.0	7	37.8	63
388	386	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.98240329497768	0.9829059829059829	0.8441473739958427	0.8445229575501902	0.8437151123059072	0.8388499035127499	0.8438552848872893	0.835178445532669	0.8465356551393999	0.8544465369324127	0.9909373134893265	0.9912041884816754	0.697357434502359	0.697841726618705	0.9909375677267633	0.9917026358798139	0.6964926568850511	0.685997171145686	0.9909388498144527	0.9920352127436596	0.6967717199601258	0.6783216783216783	0.9909413467903972	0.9903745553463068	0.7021299634884026	0.7185185185185186	112.6	97	5358.6	4733	49.0	38	49.0	46
389	387	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9845937162408086	0.9857549857549858	0.8678300025546305	0.844179493916305	0.8740717519872891	0.8015872466872441	0.8785961023234794	0.7789866808940379	0.8587151682185766	0.953244322524878	0.9920578911254954	0.9927068139195666	0.7436021139837656	0.6956521739130435	0.9914967928307347	0.9961942202333653	0.7566467111438437	0.6069802731411229	0.9911236516218839	0.9985328023475163	0.7660685530250747	0.5594405594405595	0.9929967673072276	0.9869484151646986	0.7244335691299255	0.9195402298850575	123.8	80	5359.6	4764	48.0	7	37.8	63
390	388	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.981972324998638	0.9816849816849816	0.840716974334326	0.8357115155729703	0.8410997258988449	0.8329632795203465	0.841813991447018	0.8311579428745641	0.8418147442252929	0.8404022750386079	0.9907146139815068	0.9905719673161534	0.6907193346871452	0.6808510638297872	0.9906487127761296	0.9908210738086257	0.6915507390215604	0.6751054852320675	0.990605975379275	0.9909872144204569	0.6930220075147611	0.6713286713286714	0.9908292482782011	0.9901570680628272	0.6928002401723846	0.6906474820143885	112.0	96	5356.8	4728	50.8	43	49.6	47
391	389	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9822953171457927	0.9857549857549858	0.8522073456278374	0.844179493916305	0.8643717210688365	0.8015872466872441	0.8732056680642273	0.7789866808940379	0.8343743726369504	0.953244322524878	0.9908649688049488	0.9927068139195666	0.7135497224507258	0.6956521739130435	0.9897540962930549	0.9961942202333653	0.7389893458446183	0.6069802731411229	0.9890154309064625	0.9985328023475163	0.7573959052219922	0.5594405594405595	0.9927241322338783	0.9869484151646986	0.6760246130400221	0.9195402298850575	122.4	80	5348.2	4764	59.4	7	39.2	63
392	390	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.981972324998638	0.9816849816849816	0.840716974334326	0.8357115155729703	0.8410997258988449	0.8329632795203465	0.841813991447018	0.8311579428745641	0.8418147442252929	0.8404022750386079	0.9907146139815068	0.9905719673161534	0.6907193346871452	0.6808510638297872	0.9906487127761296	0.9908210738086257	0.6915507390215604	0.6751054852320675	0.990605975379275	0.9909872144204569	0.6930220075147611	0.6713286713286714	0.9908292482782011	0.9901570680628272	0.6928002401723846	0.6906474820143885	112.0	96	5356.8	4728	50.8	43	49.6	47
393	391	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9822953171457927	0.9857549857549858	0.8522073456278374	0.844179493916305	0.8643717210688365	0.8015872466872441	0.8732056680642273	0.7789866808940379	0.8343743726369504	0.953244322524878	0.9908649688049488	0.9927068139195666	0.7135497224507258	0.6956521739130435	0.9897540962930549	0.9961942202333653	0.7389893458446183	0.6069802731411229	0.9890154309064625	0.9985328023475163	0.7573959052219922	0.5594405594405595	0.9927241322338783	0.9869484151646986	0.6760246130400221	0.9195402298850575	122.4	80	5348.2	4764	59.4	7	39.2	63
394	392	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9825828475341021	0.9822954822954822	0.8458847535191533	0.8406393243839152	0.8459227125359081	0.8371486251962741	0.8463429015544713	0.8348640460357082	0.8473368174414491	0.846633529968684	0.9910295916931279	0.9908871896930973	0.7007399153451785	0.6903914590747331	0.9909967108442419	0.9911986588432523	0.7008487142275746	0.6830985915492958	0.9909758115438786	0.991406413749738	0.701709991565064	0.6783216783216783	0.991088485871853	0.9903685092127303	0.7035851490110451	0.7028985507246377	113.4	97	5358.8	4730	48.8	41	48.2	46
395	393	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9843423246085585	0.985958485958486	0.8658247605352496	0.8470544772514138	0.8724860737677418	0.8049361241017452	0.87726905144215	0.7824831843905413	0.8559274961632142	0.953803733564405	0.9919280693687504	0.9928102532041263	0.7397214517017486	0.7012987012987013	0.9913339158563289	0.9962358845671268	0.7536382316791543	0.6136363636363636	0.9909386856616942	0.9985328023475163	0.7635994172226056	0.5664335664335665	0.99292182830375	0.9871529216742644	0.718933164022678	0.9204545454545454	123.4	81	5358.6	4764	49.0	7	38.2	62
396	394	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9825828475341021	0.9822954822954822	0.8458847535191533	0.8406393243839152	0.8459227125359081	0.8371486251962741	0.8463429015544713	0.8348640460357082	0.8473368174414491	0.846633529968684	0.9910295916931279	0.9908871896930973	0.7007399153451785	0.6903914590747331	0.9909967108442419	0.9911986588432523	0.7008487142275746	0.6830985915492958	0.9909758115438786	0.991406413749738	0.701709991565064	0.6783216783216783	0.991088485871853	0.9903685092127303	0.7035851490110451	0.7028985507246377	113.4	97	5358.8	4730	48.8	41	48.2	46
397	395	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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': 'minmax_scaling'}	0.9843423246085585	0.985958485958486	0.8658247605352496	0.8470544772514138	0.8724860737677418	0.8049361241017452	0.87726905144215	0.7824831843905413	0.8559274961632142	0.953803733564405	0.9919280693687504	0.9928102532041263	0.7397214517017486	0.7012987012987013	0.9913339158563289	0.9962358845671268	0.7536382316791543	0.6136363636363636	0.9909386856616942	0.9985328023475163	0.7635994172226056	0.5664335664335665	0.99292182830375	0.9871529216742644	0.718933164022678	0.9204545454545454	123.4	81	5358.6	4764	49.0	7	38.2	62
398	396	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9823314816922224	0.9818884818884819	0.8445372744853993	0.8369758605766489	0.8452454579008197	0.833522720564797	0.8462173080060014	0.8312627427068844	0.8451962682258618	0.8429056514456339	0.990898346012902	0.9906776998009846	0.6981762029578965	0.6832740213523132	0.9907887274578103	0.990989103101425	0.6997021883438291	0.676056338028169	0.9907169563233283	0.9911968140850974	0.7017176596886742	0.6713286713286714	0.9910862926460595	0.9901591289782244	0.6993062438056643	0.6956521739130435	113.4	96	5357.4	4729	50.2	42	48.2	47
399	397	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9827621679771935	0.9855514855514855	0.8562997827654438	0.8426212736934837	0.8686777037228655	0.8010436865518422	0.8776529558105765	0.7788818810617175	0.8381093408603254	0.9480183099122179	0.9911055035828269	0.9926018547462748	0.7214940619480608	0.6926406926406926	0.9899834768846614	0.9960267670430782	0.7473719305610694	0.6060606060606061	0.9892373585960781	0.9983232026828757	0.7660685530250747	0.5594405594405595	0.9929831892780975	0.9869457107335268	0.6832354924425532	0.9090909090909091	123.8	80	5349.4	4763	58.2	8	37.8	63
400	398	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9823314816922224	0.9818884818884819	0.8445372744853993	0.8369758605766489	0.8452454579008197	0.833522720564797	0.8462173080060014	0.8312627427068844	0.8451962682258618	0.8429056514456339	0.990898346012902	0.9906776998009846	0.6981762029578965	0.6832740213523132	0.9907887274578103	0.990989103101425	0.6997021883438291	0.676056338028169	0.9907169563233283	0.9911968140850974	0.7017176596886742	0.6713286713286714	0.9910862926460595	0.9901591289782244	0.6993062438056643	0.6956521739130435	113.4	96	5357.4	4729	50.2	42	48.2	47
401	399	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9827621679771935	0.9855514855514855	0.8562997827654438	0.8426212736934837	0.8686777037228655	0.8010436865518422	0.8776529558105765	0.7788818810617175	0.8381093408603254	0.9480183099122179	0.9911055035828269	0.9926018547462748	0.7214940619480608	0.6926406926406926	0.9899834768846614	0.9960267670430782	0.7473719305610694	0.6060606060606061	0.9892373585960781	0.9983232026828757	0.7660685530250747	0.5594405594405595	0.9929831892780975	0.9869457107335268	0.6832354924425532	0.9090909090909091	123.8	80	5349.4	4763	58.2	8	37.8	63
402	400	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9826546737147449	0.9829059829059829	0.8460667098391201	0.8456011730205278	0.8453070724327318	0.8413452288226198	0.8451823152495239	0.8385701491968522	0.8488330414956027	0.8529541644956291	0.9910674407481654	0.9912023460410557	0.7010659789300748	0.7	0.991100653547113	0.9915762122291606	0.6995134913183509	0.691114245416079	0.9911237747364527	0.9918256130790191	0.6992408557625949	0.6853146853146853	0.9910160078700052	0.9905798618379736	0.7066500751211999	0.7153284671532847	113.0	98	5359.6	4732	48.0	39	48.6	45
403	401	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9841627462617664	0.9855514855514855	0.8643950911587535	0.8412798640324161	0.871511506059327	0.7982282553760953	0.8765739518334404	0.7754901773975343	0.8536510218583795	0.9526743222673937	0.9918353466654241	0.9926033961871028	0.7369548356520828	0.6899563318777293	0.991208085876256	0.9961525593844095	0.7518149262423981	0.6003039513677811	0.99079072246912	0.9985328023475163	0.762357181197761	0.5524475524475524	0.9928840368770526	0.9867439933719967	0.7144180068397065	0.9186046511627907	123.2	79	5357.8	4764	49.8	7	38.4	64
404	402	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9826546737147449	0.9829059829059829	0.8460667098391201	0.8456011730205278	0.8453070724327318	0.8413452288226198	0.8451823152495239	0.8385701491968522	0.8488330414956027	0.8529541644956291	0.9910674407481654	0.9912023460410557	0.7010659789300748	0.7	0.991100653547113	0.9915762122291606	0.6995134913183509	0.691114245416079	0.9911237747364527	0.9918256130790191	0.6992408557625949	0.6853146853146853	0.9910160078700052	0.9905798618379736	0.7066500751211999	0.7153284671532847	113.0	98	5359.6	4732	48.0	39	48.6	45
405	403	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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': 'minmax_scaling'}	0.9841627462617664	0.9855514855514855	0.8643950911587535	0.8412798640324161	0.871511506059327	0.7982282553760953	0.8765739518334404	0.7754901773975343	0.8536510218583795	0.9526743222673937	0.9918353466654241	0.9926033961871028	0.7369548356520828	0.6899563318777293	0.991208085876256	0.9961525593844095	0.7518149262423981	0.6003039513677811	0.99079072246912	0.9985328023475163	0.762357181197761	0.5524475524475524	0.9928840368770526	0.9867439933719967	0.7144180068397065	0.9186046511627907	123.2	79	5357.8	4764	49.8	7	38.4	64
406	404	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9823673689921737	0.9820919820919821	0.8444082351037105	0.8382488479262673	0.8448673982911499	0.834083495685431	0.8456370028840556	0.8313675425392046	0.845435779226427	0.8454455580190359	0.9909177281381792	0.9907834101382489	0.6978987420692419	0.6857142857142857	0.9908409211380228	0.9911571183102134	0.6988938754442773	0.6770098730606487	0.9907909139806715	0.991406413749738	0.7004830917874396	0.6713286713286714	0.9910505386453234	0.9901611890307724	0.6998210198075305	0.7007299270072993	113.2	96	5357.8	4730	49.8	41	48.4	47
407	405	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9824389759546708	0.9853479853479854	0.854374075500445	0.8383552631578948	0.8681142194399369	0.7948591039779475	0.8780776638148291	0.7719936739010309	0.8341944634502203	0.9520933575335291	0.9909372549175005	0.9925	0.7178108960833894	0.6842105263157895	0.9896941679598388	0.9961109020198219	0.7465342709200348	0.593607305936073	0.9888675429505692	0.9985328023475163	0.767287784679089	0.5454545454545454	0.9930175114303788	0.9865396562435287	0.6753714154700617	0.9176470588235294	124.0	78	5347.4	4764	60.2	7	37.6	65
408	406	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9823673689921737	0.9820919820919821	0.8444082351037105	0.8382488479262673	0.8448673982911499	0.834083495685431	0.8456370028840556	0.8313675425392046	0.845435779226427	0.8454455580190359	0.9909177281381792	0.9907834101382489	0.6978987420692419	0.6857142857142857	0.9908409211380228	0.9911571183102134	0.6988938754442773	0.6770098730606487	0.9907909139806715	0.991406413749738	0.7004830917874396	0.6713286713286714	0.9910505386453234	0.9901611890307724	0.6998210198075305	0.7007299270072993	113.2	96	5357.8	4730	49.8	41	48.4	47
409	407	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9824389759546708	0.9853479853479854	0.854374075500445	0.8383552631578948	0.8681142194399369	0.7948591039779475	0.8780776638148291	0.7719936739010309	0.8341944634502203	0.9520933575335291	0.9909372549175005	0.9925	0.7178108960833894	0.6842105263157895	0.9896941679598388	0.9961109020198219	0.7465342709200348	0.593607305936073	0.9888675429505692	0.9985328023475163	0.767287784679089	0.5454545454545454	0.9930175114303788	0.9865396562435287	0.6753714154700617	0.9176470588235294	124.0	78	5347.4	4764	60.2	7	37.6	65
410	408	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.982439175830039	0.9820919820919821	0.8448300637553974	0.84046019621501	0.8454913480062711	0.8390705818992441	0.8462804289832977	0.8381509498675711	0.8451285709118578	0.8428037141545306	0.990955322746076	0.9907795473595976	0.6987048047647185	0.6901408450704225	0.9908783084249493	0.9909041371505218	0.700104387587593	0.6872370266479664	0.9908278620307008	0.9909872144204569	0.7017329959358946	0.6853146853146853	0.9910872675305527	0.9905719673161534	0.6991698742931627	0.6950354609929078	113.4	98	5358.0	4728	49.6	43	48.2	45
411	409	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9843423375037437	0.9855514855514855	0.8665693038048081	0.8399148032946274	0.8745342359671356	0.7953952629034529	0.880270690537243	0.7720984737333512	0.8547760882298284	0.9575569358178053	0.9919265976992648	0.9926049369857306	0.7412120099103513	0.6872246696035242	0.9912222608223727	0.9962783306849544	0.7578462111118986	0.5945121951219512	0.9907537880984872	0.9987424020121568	0.7697875929759987	0.5454545454545454	0.9931048535867895	0.9865424430641822	0.7164473228728672	0.9285714285714286	124.4	78	5357.6	4765	50.0	6	37.2	65
412	410	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.982439175830039	0.9820919820919821	0.8448300637553974	0.84046019621501	0.8454913480062711	0.8390705818992441	0.8462804289832977	0.8381509498675711	0.8451285709118578	0.8428037141545306	0.990955322746076	0.9907795473595976	0.6987048047647185	0.6901408450704225	0.9908783084249493	0.9909041371505218	0.700104387587593	0.6872370266479664	0.9908278620307008	0.9909872144204569	0.7017329959358946	0.6853146853146853	0.9910872675305527	0.9905719673161534	0.6991698742931627	0.6950354609929078	113.4	98	5358.0	4728	49.6	43	48.2	45
413	411	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9843423375037437	0.9855514855514855	0.8665693038048081	0.8399148032946274	0.8745342359671356	0.7953952629034529	0.880270690537243	0.7720984737333512	0.8547760882298284	0.9575569358178053	0.9919265976992648	0.9926049369857306	0.7412120099103513	0.6872246696035242	0.9912222608223727	0.9962783306849544	0.7578462111118986	0.5945121951219512	0.9907537880984872	0.9987424020121568	0.7697875929759987	0.5454545454545454	0.9931048535867895	0.9865424430641822	0.7164473228728672	0.9285714285714286	124.4	78	5357.6	4765	50.0	6	37.2	65
414	412	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9817568851422646	0.9814814814814815	0.8406862803172468	0.8355829844967653	0.8431851191126662	0.8348991004852646	0.8453149685487737	0.8344448467064272	0.8381504570841558	0.8367295137126194	0.9906002656045827	0.9904642146075657	0.6907722950299109	0.6807017543859649	0.9903366728558645	0.9905264922870557	0.6960335653694681	0.6792717086834734	0.9901621815573283	0.9905680150911759	0.7004677555402192	0.6783216783216783	0.9910445590002309	0.990360435875943	0.6852563551680808	0.6830985915492958	113.2	97	5354.4	4726	53.2	45	48.4	46
415	413	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9824389824022633	0.985958485958486	0.8543692051470592	0.8470544772514138	0.8681181344585571	0.8049361241017452	0.8780814944567851	0.7824831843905413	0.8341530264999614	0.953803733564405	0.9909372686469673	0.9928102532041263	0.7178011416471509	0.7012987012987013	0.9896941767196348	0.9962358845671268	0.7465420921974799	0.6136363636363636	0.988867536110871	0.9985328023475163	0.7672954528026992	0.5664335664335665	0.9930174844714219	0.9871529216742644	0.6752885685285007	0.9204545454545454	124.0	81	5347.4	4764	60.2	7	37.6	62
416	414	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9817568851422646	0.9814814814814815	0.8406862803172468	0.8355829844967653	0.8431851191126662	0.8348991004852646	0.8453149685487737	0.8344448467064272	0.8381504570841558	0.8367295137126194	0.9906002656045827	0.9904642146075657	0.6907722950299109	0.6807017543859649	0.9903366728558645	0.9905264922870557	0.6960335653694681	0.6792717086834734	0.9901621815573283	0.9905680150911759	0.7004677555402192	0.6783216783216783	0.9910445590002309	0.990360435875943	0.6852563551680808	0.6830985915492958	113.2	97	5354.4	4726	53.2	45	48.4	46
417	415	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9824389824022633	0.985958485958486	0.8543692051470592	0.8470544772514138	0.8681181344585571	0.8049361241017452	0.8780814944567851	0.7824831843905413	0.8341530264999614	0.953803733564405	0.9909372686469673	0.9928102532041263	0.7178011416471509	0.7012987012987013	0.9896941767196348	0.9962358845671268	0.7465420921974799	0.6136363636363636	0.988867536110871	0.9985328023475163	0.7672954528026992	0.5664335664335665	0.9930174844714219	0.9871529216742644	0.6752885685285007	0.9204545454545454	124.0	81	5347.4	4764	60.2	7	37.6	62
418	416	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9845579321023376	0.9845339845339846	0.8584010796204378	0.8542340598263911	0.8515519377993528	0.8409189565467817	0.8473714668719431	0.832625140527048	0.871568108180911	0.8790929212779286	0.9920557447998808	0.992050209205021	0.7247464144409947	0.7164179104477612	0.9926277023466126	0.9931722029070498	0.7104761732520929	0.6886657101865137	0.9930099378079916	0.9939216097254244	0.7017329959358946	0.6713286713286714	0.9911061910521252	0.9901858425558572	0.752030025309697	0.768	113.4	96	5369.8	4742	37.8	29	48.2	47
419	417	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9871793942680258	0.9863654863654864	0.8814499213189038	0.8514876808093439	0.8716022039613913	0.8088285616516482	0.8655105463907175	0.7860844877193651	0.9001238688047197	0.959589157216592	0.9934060922716323	0.9930186516619777	0.7694937503661753	0.70995670995671	0.9941663202730473	0.9964450020911753	0.7490380876497351	0.6212121212121212	0.9946741868693115	0.9987424020121568	0.7363469059121234	0.5734265734265734	0.9921432173125988	0.9873601326150021	0.8081045202968404	0.9318181818181818	119.0	82	5378.8	4765	28.8	6	42.6	61
420	418	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9845579321023376	0.9845339845339846	0.8584010796204378	0.8542340598263911	0.8515519377993528	0.8409189565467817	0.8473714668719431	0.832625140527048	0.871568108180911	0.8790929212779286	0.9920557447998808	0.992050209205021	0.7247464144409947	0.7164179104477612	0.9926277023466126	0.9931722029070498	0.7104761732520929	0.6886657101865137	0.9930099378079916	0.9939216097254244	0.7017329959358946	0.6713286713286714	0.9911061910521252	0.9901858425558572	0.752030025309697	0.768	113.4	96	5369.8	4742	37.8	29	48.2	47
421	419	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'minmax_scaling'}	0.9871793942680258	0.9863654863654864	0.8814499213189038	0.8514876808093439	0.8716022039613913	0.8088285616516482	0.8655105463907175	0.7860844877193651	0.9001238688047197	0.959589157216592	0.9934060922716323	0.9930186516619777	0.7694937503661753	0.70995670995671	0.9941663202730473	0.9964450020911753	0.7490380876497351	0.6212121212121212	0.9946741868693115	0.9987424020121568	0.7363469059121234	0.5734265734265734	0.9921432173125988	0.9873601326150021	0.8081045202968404	0.9318181818181818	119.0	82	5378.8	4765	28.8	6	42.6	61
422	420	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9845938322974739	0.9824989824989825	0.8586828389164527	0.8374119739984733	0.851672053350884	0.8276051957161084	0.8473861170947	0.8214020312112955	0.8721308897493059	0.8552404558819955	0.9920743027006675	0.9910004185851821	0.725291375132238	0.6838235294117647	0.9926573070253106	0.9918723029871381	0.7106867996764575	0.6633380884450785	0.9930469063771158	0.9924544120729407	0.7017253278122844	0.6503496503496503	0.9911063348963811	0.9895506792058516	0.7531554446022304	0.7209302325581395	113.4	93	5370.0	4735	37.6	36	48.2	50
423	421	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9863174865479042	0.9865689865689866	0.8755518628161841	0.8555347091932457	0.8694423658817294	0.814922530688772	0.8656731929996428	0.7929726948800518	0.887162184153779	0.955421936554012	0.9929593353681467	0.9931207004377736	0.7581443902642213	0.717948717948718	0.9934330686444696	0.9963608984816162	0.7454516631189894	0.6334841628959276	0.9937495759387076	0.9985328023475163	0.7375968100605782	0.5874125874125874	0.9921725084380801	0.9877669500311009	0.7821518598694777	0.9230769230769231	119.2	84	5373.8	4764	33.8	7	42.4	59
424	422	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9845938322974739	0.9824989824989825	0.8586828389164527	0.8374119739984733	0.851672053350884	0.8276051957161084	0.8473861170947	0.8214020312112955	0.8721308897493059	0.8552404558819955	0.9920743027006675	0.9910004185851821	0.725291375132238	0.6838235294117647	0.9926573070253106	0.9918723029871381	0.7106867996764575	0.6633380884450785	0.9930469063771158	0.9924544120729407	0.7017253278122844	0.6503496503496503	0.9911063348963811	0.9895506792058516	0.7531554446022304	0.7209302325581395	113.4	93	5370.0	4735	37.6	36	48.2	50
425	423	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9863174865479042	0.9865689865689866	0.8755518628161841	0.8555347091932457	0.8694423658817294	0.814922530688772	0.8656731929996428	0.7929726948800518	0.887162184153779	0.955421936554012	0.9929593353681467	0.9931207004377736	0.7581443902642213	0.717948717948718	0.9934330686444696	0.9963608984816162	0.7454516631189894	0.6334841628959276	0.9937495759387076	0.9985328023475163	0.7375968100605782	0.5874125874125874	0.9921725084380801	0.9877669500311009	0.7821518598694777	0.9230769230769231	119.2	84	5373.8	4764	33.8	7	42.4	59
426	424	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': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9846297776257579	0.9837199837199837	0.8589679007373346	0.8487553246497428	0.8517937502490653	0.8386184122333452	0.847408455960162	0.8322059411977668	0.872742101524952	0.8671818424825641	0.9920928497184619	0.991628296358309	0.7258429517562076	0.7058823529411765	0.9926869157514169	0.9925007331685449	0.7109005847467136	0.6847360912981455	0.9930839159844295	0.9930832110668623	0.7017329959358946	0.6713286713286714	0.9911065505366577	0.9901776384535005	0.7543776525132462	0.7441860465116279	113.4	96	5370.2	4738	37.4	33	48.2	47
427	425	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': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9867843502744901	0.9857549857549858	0.8787265789820875	0.844179493916305	0.8708294660004811	0.8015872466872441	0.8659097469730715	0.7789866808940379	0.8934626808866659	0.953244322524878	0.993201398757401	0.9927068139195666	0.764251759206774	0.6956521739130435	0.9938183022470678	0.9961942202333653	0.7478406297538945	0.6069802731411229	0.9942303520091752	0.9985328023475163	0.737589141936968	0.5594405594405595	0.9921763379870727	0.9869484151646986	0.794749023786259	0.9195402298850575	119.2	80	5376.4	4764	31.2	7	42.4	63
428	426	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': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9846297776257579	0.9837199837199837	0.8589679007373346	0.8487553246497428	0.8517937502490653	0.8386184122333452	0.847408455960162	0.8322059411977668	0.872742101524952	0.8671818424825641	0.9920928497184619	0.991628296358309	0.7258429517562076	0.7058823529411765	0.9926869157514169	0.9925007331685449	0.7109005847467136	0.6847360912981455	0.9930839159844295	0.9930832110668623	0.7017329959358946	0.6713286713286714	0.9911065505366577	0.9901776384535005	0.7543776525132462	0.7441860465116279	113.4	96	5370.2	4738	37.4	33	48.2	47
429	427	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': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9867843502744901	0.9857549857549858	0.8787265789820875	0.844179493916305	0.8708294660004811	0.8015872466872441	0.8659097469730715	0.7789866808940379	0.8934626808866659	0.953244322524878	0.993201398757401	0.9927068139195666	0.764251759206774	0.6956521739130435	0.9938183022470678	0.9961942202333653	0.7478406297538945	0.6069802731411229	0.9942303520091752	0.9985328023475163	0.737589141936968	0.5594405594405595	0.9921763379870727	0.9869484151646986	0.794749023786259	0.9195402298850575	119.2	80	5376.4	4764	31.2	7	42.4	63
430	428	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9841987883039381	0.9829059829059829	0.856639243202887	0.842319263991541	0.8522020894781424	0.83381554764636	0.8495778723538674	0.8283950382043026	0.86548435563194	0.8575776485740687	0.9918683460591564	0.9912078710487754	0.7214101403466173	0.6934306569343066	0.9922421389301903	0.9919554196170445	0.7121620400260944	0.6756756756756757	0.9924921452905121	0.9924544120729407	0.7066635994172227	0.6643356643356644	0.9912485953527078	0.989964457453481	0.7397201159111721	0.7251908396946565	114.2	95	5367.0	4735	40.6	36	47.4	48
431	429	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9859224812399237	0.9863654863654864	0.872684750614589	0.8514876808093439	0.8678630162381531	0.8088285616516482	0.8648671500652204	0.7860844877193651	0.881711499087784	0.959589157216592	0.9927549013571705	0.9930186516619777	0.7526145998720077	0.70995670995671	0.9931294987810869	0.9964450020911753	0.7425965336952194	0.6212121212121212	0.9933797260947074	0.9987424020121568	0.7363545740357333	0.5734265734265734	0.9921325483720558	0.9873601326150021	0.7712904498035125	0.9318181818181818	119.0	82	5371.8	4765	35.8	6	42.6	61
432	430	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9841987883039381	0.9829059829059829	0.856639243202887	0.842319263991541	0.8522020894781424	0.83381554764636	0.8495778723538674	0.8283950382043026	0.86548435563194	0.8575776485740687	0.9918683460591564	0.9912078710487754	0.7214101403466173	0.6934306569343066	0.9922421389301903	0.9919554196170445	0.7121620400260944	0.6756756756756757	0.9924921452905121	0.9924544120729407	0.7066635994172227	0.6643356643356644	0.9912485953527078	0.989964457453481	0.7397201159111721	0.7251908396946565	114.2	95	5367.0	4735	40.6	36	47.4	48
433	431	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9859224812399237	0.9863654863654864	0.872684750614589	0.8514876808093439	0.8678630162381531	0.8088285616516482	0.8648671500652204	0.7860844877193651	0.881711499087784	0.959589157216592	0.9927549013571705	0.9930186516619777	0.7526145998720077	0.70995670995671	0.9931294987810869	0.9964450020911753	0.7425965336952194	0.6212121212121212	0.9933797260947074	0.9987424020121568	0.7363545740357333	0.5734265734265734	0.9921325483720558	0.9873601326150021	0.7712904498035125	0.9318181818181818	119.0	82	5371.8	4765	35.8	6	42.6	61
434	432	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9846297647305728	0.9833129833129833	0.8585208962678491	0.84385854781335	0.8508636648979362	0.8324033525694168	0.846203205603687	0.8252129342047598	0.8733371905785301	0.8649607121650007	0.9920935448606854	0.9914207993304038	0.7249482476750131	0.6962962962962963	0.9927315067094771	0.992417577814084	0.7089958230863955	0.6723891273247496	0.9931578873211693	0.9930832110668623	0.6992485238862052	0.6573426573426573	0.9910345490458916	0.9897639440150408	0.7556398321111683	0.7401574803149606	113.0	94	5370.6	4738	37.0	33	48.6	49
435	433	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'minmax_scaling'}	0.9867125176462548	0.9857549857549858	0.8783078469978596	0.844179493916305	0.870234874874232	0.8015872466872441	0.8652816331821057	0.7789866808940379	0.8937598054643232	0.953244322524878	0.9931639355578369	0.9927068139195666	0.7634517584378824	0.6956521739130435	0.9937810133785	0.9961942202333653	0.746688736369964	0.6069802731411229	0.9941933560812579	0.9985328023475163	0.7363699102829538	0.5594405594405595	0.9921392866166672	0.9869484151646986	0.795380324311979	0.9195402298850575	119.0	80	5376.2	4764	31.4	7	42.6	63
436	434	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9846297647305728	0.9833129833129833	0.8585208962678491	0.84385854781335	0.8508636648979362	0.8324033525694168	0.846203205603687	0.8252129342047598	0.8733371905785301	0.8649607121650007	0.9920935448606854	0.9914207993304038	0.7249482476750131	0.6962962962962963	0.9927315067094771	0.992417577814084	0.7089958230863955	0.6723891273247496	0.9931578873211693	0.9930832110668623	0.6992485238862052	0.6573426573426573	0.9910345490458916	0.9897639440150408	0.7556398321111683	0.7401574803149606	113.0	94	5370.6	4738	37.0	33	48.6	49
437	435	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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': 'minmax_scaling'}	0.9867125176462548	0.9857549857549858	0.8783078469978596	0.844179493916305	0.870234874874232	0.8015872466872441	0.8652816331821057	0.7789866808940379	0.8937598054643232	0.953244322524878	0.9931639355578369	0.9927068139195666	0.7634517584378824	0.6956521739130435	0.9937810133785	0.9961942202333653	0.746688736369964	0.6069802731411229	0.9941933560812579	0.9985328023475163	0.7363699102829538	0.5594405594405595	0.9921392866166672	0.9869484151646986	0.795380324311979	0.9195402298850575	119.0	80	5376.2	4764	31.4	7	42.6	63
438	436	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9841629074515794	0.9827024827024827	0.8554160841250951	0.8398744113029828	0.8494963324641459	0.830714764538294	0.8459551357654467	0.8248985347077991	0.867074227924097	0.8564172240802675	0.9918513475065922	0.9911041339612768	0.718980820743598	0.6886446886446886	0.9923461981487085	0.9919138595609184	0.7066464667795831	0.6695156695156695	0.9926770838919087	0.9924544120729407	0.6992331876389848	0.6573426573426573	0.9910305273759743	0.989757525083612	0.7431179284722197	0.7230769230769231	113.0	94	5368.0	4735	39.6	36	48.6	49
439	437	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9861738535293961	0.985958485958486	0.8744181422014092	0.8470544772514138	0.8686095958590705	0.8049361241017452	0.8649927743923325	0.7824831843905413	0.8852714489267537	0.953803733564405	0.9928851879092099	0.9928102532041263	0.7559510964936085	0.7012987012987013	0.9933369141706798	0.9962358845671268	0.7438822775474614	0.6136363636363636	0.993638642872542	0.9985328023475163	0.7363469059121235	0.5664335664335665	0.9921346136647106	0.9871529216742644	0.7784082841887969	0.9204545454545454	119.0	81	5373.2	4764	34.4	7	42.6	62
440	438	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9841629074515794	0.9827024827024827	0.8554160841250951	0.8398744113029828	0.8494963324641459	0.830714764538294	0.8459551357654467	0.8248985347077991	0.867074227924097	0.8564172240802675	0.9918513475065922	0.9911041339612768	0.718980820743598	0.6886446886446886	0.9923461981487085	0.9919138595609184	0.7066464667795831	0.6695156695156695	0.9926770838919087	0.9924544120729407	0.6992331876389848	0.6573426573426573	0.9910305273759743	0.989757525083612	0.7431179284722197	0.7230769230769231	113.0	94	5368.0	4735	39.6	36	48.6	49
441	439	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9861738535293961	0.985958485958486	0.8744181422014092	0.8470544772514138	0.8686095958590705	0.8049361241017452	0.8649927743923325	0.7824831843905413	0.8852714489267537	0.953803733564405	0.9928851879092099	0.9928102532041263	0.7559510964936085	0.7012987012987013	0.9933369141706798	0.9962358845671268	0.7438822775474614	0.6136363636363636	0.993638642872542	0.9985328023475163	0.7363469059121235	0.5664335664335665	0.9921346136647106	0.9871529216742644	0.7784082841887969	0.9204545454545454	119.0	81	5373.2	4764	34.4	7	42.6	62
442	440	LGBMClassifier	{'boosting_type': 'gbdt', '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': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.984737491106352	0.9831094831094831	0.8609194229711274	0.8413834487516582	0.8551873364860703	0.8292825585548906	0.8516669642036112	0.8217164307082563	0.871810716674023	0.8638262322472849	0.9921467293148891	0.9913170833769223	0.7296921166273657	0.6914498141263941	0.9926198331680549	0.9923760053619303	0.7177548398040854	0.666189111747851	0.9929359527918553	0.9930832110668623	0.7103979756153669	0.6503496503496503	0.9913610828125033	0.9895572263993316	0.7522603505355425	0.7380952380952381	114.8	93	5369.4	4738	38.2	33	46.8	50
443	441	LGBMClassifier	{'boosting_type': 'gbdt', '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': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9864252193712758	0.9863654863654864	0.876650902852522	0.8502218435235476	0.8706506600599846	0.8060361396040803	0.8669262246663447	0.7826927840551818	0.8878910405202045	0.9645093543477004	0.9930145783014487	0.9930201062610688	0.7602872274035956	0.7074235807860262	0.9934773586001434	0.9965707594513216	0.747823961519826	0.6155015197568389	0.9937865034696423	0.9989520016767973	0.7400659458630473	0.5664335664335665	0.9922457683417321	0.9871582435791217	0.7835363126986772	0.9418604651162791	119.6	81	5374.0	4766	33.6	5	42.0	62
444	442	LGBMClassifier	{'boosting_type': 'gbdt', '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': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.984737491106352	0.9831094831094831	0.8609194229711274	0.8413834487516582	0.8551873364860703	0.8292825585548906	0.8516669642036112	0.8217164307082563	0.871810716674023	0.8638262322472849	0.9921467293148891	0.9913170833769223	0.7296921166273657	0.6914498141263941	0.9926198331680549	0.9923760053619303	0.7177548398040854	0.666189111747851	0.9929359527918553	0.9930832110668623	0.7103979756153669	0.6503496503496503	0.9913610828125033	0.9895572263993316	0.7522603505355425	0.7380952380952381	114.8	93	5369.4	4738	38.2	33	46.8	50
445	443	LGBMClassifier	{'boosting_type': 'gbdt', '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': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9864252193712758	0.9863654863654864	0.876650902852522	0.8502218435235476	0.8706506600599846	0.8060361396040803	0.8669262246663447	0.7826927840551818	0.8878910405202045	0.9645093543477004	0.9930145783014487	0.9930201062610688	0.7602872274035956	0.7074235807860262	0.9934773586001434	0.9965707594513216	0.747823961519826	0.6155015197568389	0.9937865034696423	0.9989520016767973	0.7400659458630473	0.5664335664335665	0.9922457683417321	0.9871582435791217	0.7835363126986772	0.9418604651162791	119.6	81	5374.0	4766	33.6	5	42.0	62
446	444	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9837319503677223	0.9835164835164835	0.8528873614860156	0.8452055343239073	0.8487717418125642	0.8329689456470806	0.8463358486433897	0.8253177340370801	0.8610760461984315	0.8678989139515456	0.9916272974191193	0.9915263102835025	0.7141474255529122	0.6988847583643123	0.9919682335239106	0.9925854557640751	0.7055752501012178	0.673352435530086	0.9921962736229499	0.9932928107315029	0.7004754236638295	0.6573426573426573	0.9910620619968906	0.9897660818713451	0.7310900303999721	0.746031746031746	113.2	94	5365.4	4739	42.2	32	48.4	49
447	445	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'minmax_scaling'}	0.9857788482214154	0.9861619861619861	0.8720564933190624	0.8486315083758391	0.8682985004751214	0.8054854277835695	0.8659984393445029	0.7825879842228616	0.8791975879662024	0.959095032968289	0.9926797841461219	0.9929151906647218	0.7514332024920032	0.7043478260869566	0.9929663264946766	0.9964033290117519	0.7436306744555659	0.6145675265553869	0.9931578326035831	0.9987424020121568	0.7388390460854228	0.5664335664335665	0.9922041218993041	0.9871555831779574	0.7661910540331008	0.9310344827586207	119.4	81	5370.6	4765	37.0	6	42.2	62
448	446	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9837319503677223	0.9835164835164835	0.8528873614860156	0.8452055343239073	0.8487717418125642	0.8329689456470806	0.8463358486433897	0.8253177340370801	0.8610760461984315	0.8678989139515456	0.9916272974191193	0.9915263102835025	0.7141474255529122	0.6988847583643123	0.9919682335239106	0.9925854557640751	0.7055752501012178	0.673352435530086	0.9921962736229499	0.9932928107315029	0.7004754236638295	0.6573426573426573	0.9910620619968906	0.9897660818713451	0.7310900303999721	0.746031746031746	113.2	94	5365.4	4739	42.2	32	48.4	49
449	447	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'minmax_scaling'}	0.9857788482214154	0.9861619861619861	0.8720564933190624	0.8486315083758391	0.8682985004751214	0.8054854277835695	0.8659984393445029	0.7825879842228616	0.8791975879662024	0.959095032968289	0.9926797841461219	0.9929151906647218	0.7514332024920032	0.7043478260869566	0.9929663264946766	0.9964033290117519	0.7436306744555659	0.6145675265553869	0.9931578326035831	0.9987424020121568	0.7388390460854228	0.5664335664335665	0.9922041218993041	0.9871555831779574	0.7661910540331008	0.9310344827586207	119.4	81	5370.6	4765	37.0	6	42.2	62
450	448	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9862457699763342	0.9843304843304843	0.8702091204030509	0.8517784680037934	0.8566117112623763	0.8378009333483547	0.8482444213923251	0.8291286370305444	0.8961974273888806	0.8780540777156711	0.9929301709355581	0.9919464491162012	0.7474880698705436	0.7116104868913857	0.9940200135241541	0.9931306023288934	0.7192034090005984	0.6824712643678161	0.9947481787251459	0.9939216097254244	0.7017406640595046	0.6643356643356644	0.9911201499528804	0.9899791231732776	0.8012747048248812	0.7661290322580645	113.4	95	5379.2	4742	28.4	29	48.2	48
451	449	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9881849156638779	0.9867724867724867	0.8849595175439102	0.8559208843672739	0.8637354068064059	0.8127209992015513	0.8510278628540787	0.7896857910481889	0.9276324097653135	0.965374580868779	0.993932320766533	0.9932270501198291	0.7759867143212875	0.7186147186147186	0.995551651629302	0.9966541196152238	0.7319191619835099	0.6287878787878788	0.9966343623157796	0.9989520016767973	0.7054213633923778	0.5804195804195804	0.9912459853569455	0.9875673435557397	0.8640188341736815	0.9431818181818182	114.0	83	5389.4	4766	18.2	5	47.6	60
452	450	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9862457699763342	0.9843304843304843	0.8702091204030509	0.8517784680037934	0.8566117112623763	0.8378009333483547	0.8482444213923251	0.8291286370305444	0.8961974273888806	0.8780540777156711	0.9929301709355581	0.9919464491162012	0.7474880698705436	0.7116104868913857	0.9940200135241541	0.9931306023288934	0.7192034090005984	0.6824712643678161	0.9947481787251459	0.9939216097254244	0.7017406640595046	0.6643356643356644	0.9911201499528804	0.9899791231732776	0.8012747048248812	0.7661290322580645	113.4	95	5379.2	4742	28.4	29	48.2	48
453	451	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'minmax_scaling'}	0.9881849156638779	0.9867724867724867	0.8849595175439102	0.8559208843672739	0.8637354068064059	0.8127209992015513	0.8510278628540787	0.7896857910481889	0.9276324097653135	0.965374580868779	0.993932320766533	0.9932270501198291	0.7759867143212875	0.7186147186147186	0.995551651629302	0.9966541196152238	0.7319191619835099	0.6287878787878788	0.9966343623157796	0.9989520016767973	0.7054213633923778	0.5804195804195804	0.9912459853569455	0.9875673435557397	0.8640188341736815	0.9431818181818182	114.0	83	5389.4	4766	18.2	5	47.6	60
454	452	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9862816701714705	0.9839234839234839	0.8710601382294241	0.8468128932461787	0.8584420792158243	0.8315381150352711	0.8506504191182523	0.8221356300375373	0.8950218292750997	0.8759305126029722	0.9929478152923842	0.9917389940395274	0.7491724611664642	0.7018867924528301	0.9939606127414338	0.9930474116267382	0.7229235456902148	0.670028818443804	0.994637238819282	0.9939216097254244	0.7066635994172226	0.6503496503496503	0.9912655046479875	0.9895659432387313	0.798778153902212	0.7622950819672131	114.2	93	5378.6	4742	29.0	29	47.4	50
455	453	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9876821646373406	0.9865689865689866	0.8808191033592218	0.8530835228353733	0.8612923427080581	0.8093836088798947	0.8495598855969082	0.7861892875516854	0.9198734406973449	0.9649457434116999	0.993672962106525	0.9931235674098771	0.7679652446119183	0.7130434782608696	0.9951818049763169	0.9966124377901384	0.7274028804397994	0.622154779969651	0.9961905479747379	0.9989520016767973	0.7029292232190782	0.5734265734265734	0.9911695450718645	0.9873627511912161	0.8485773363228253	0.9425287356321839	113.6	82	5387.0	4766	20.6	5	48.0	61
456	454	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9862816701714705	0.9839234839234839	0.8710601382294241	0.8468128932461787	0.8584420792158243	0.8315381150352711	0.8506504191182523	0.8221356300375373	0.8950218292750997	0.8759305126029722	0.9929478152923842	0.9917389940395274	0.7491724611664642	0.7018867924528301	0.9939606127414338	0.9930474116267382	0.7229235456902148	0.670028818443804	0.994637238819282	0.9939216097254244	0.7066635994172226	0.6503496503496503	0.9912655046479875	0.9895659432387313	0.798778153902212	0.7622950819672131	114.2	93	5378.6	4742	29.0	29	47.4	50
457	455	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9876821646373406	0.9865689865689866	0.8808191033592218	0.8530835228353733	0.8612923427080581	0.8093836088798947	0.8495598855969082	0.7861892875516854	0.9198734406973449	0.9649457434116999	0.993672962106525	0.9931235674098771	0.7679652446119183	0.7130434782608696	0.9951818049763169	0.9966124377901384	0.7274028804397994	0.622154779969651	0.9961905479747379	0.9989520016767973	0.7029292232190782	0.5734265734265734	0.9911695450718645	0.9873627511912161	0.8485773363228253	0.9425287356321839	113.6	82	5387.0	4766	20.6	5	48.0	61
458	456	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9857429867118341	0.9857549857549858	0.8659052446537968	0.8606838229933659	0.8533127798833438	0.8392825504684682	0.8455750210007867	0.826470532192603	0.8900438355704848	0.9035904219176096	0.9926709843029926	0.9926854754440961	0.739139505004601	0.7286821705426356	0.9936944691157586	0.994431185361973	0.7129310906509287	0.6841339155749636	0.9943783220414474	0.9955984070425488	0.6967717199601257	0.6573426573426573	0.9909712651641189	0.9897895394873932	0.7891164059768505	0.8173913043478261	112.6	94	5377.2	4750	30.4	21	49.0	49
459	457	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9883285873679413	0.9865689865689866	0.8879490643112401	0.8543196878009516	0.8695032502525004	0.8121616449258658	0.8583026672550762	0.7895809912158687	0.9240743561815282	0.9600745182511498	0.9940037466915849	0.9931221342225928	0.781894381930895	0.7155172413793104	0.9954031589019653	0.9964866786565728	0.7436033416030357	0.6278366111951589	0.996338483808519	0.9987424020121568	0.7202668507016333	0.5804195804195804	0.9916808749774615	0.9875647668393782	0.8564678373855952	0.9325842696629213	116.4	83	5387.8	4765	19.8	6	45.2	60
460	458	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9857429867118341	0.9857549857549858	0.8659052446537968	0.8606838229933659	0.8533127798833438	0.8392825504684682	0.8455750210007867	0.826470532192603	0.8900438355704848	0.9035904219176096	0.9926709843029926	0.9926854754440961	0.739139505004601	0.7286821705426356	0.9936944691157586	0.994431185361973	0.7129310906509287	0.6841339155749636	0.9943783220414474	0.9955984070425488	0.6967717199601257	0.6573426573426573	0.9909712651641189	0.9897895394873932	0.7891164059768505	0.8173913043478261	112.6	94	5377.2	4750	30.4	21	49.0	49
461	459	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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': 'minmax_scaling'}	0.9883285873679413	0.9865689865689866	0.8879490643112401	0.8543196878009516	0.8695032502525004	0.8121616449258658	0.8583026672550762	0.7895809912158687	0.9240743561815282	0.9600745182511498	0.9940037466915849	0.9931221342225928	0.781894381930895	0.7155172413793104	0.9954031589019653	0.9964866786565728	0.7436033416030357	0.6278366111951589	0.996338483808519	0.9987424020121568	0.7202668507016333	0.5804195804195804	0.9916808749774615	0.9875647668393782	0.8564678373855952	0.9325842696629213	116.4	83	5387.8	4765	19.8	6	45.2	60
462	460	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9858866326255274	0.9843304843304843	0.8681980571313916	0.8517784680037934	0.8568484468831044	0.8378009333483547	0.8498482034059368	0.8291286370305444	0.8897959260062576	0.8780540777156711	0.9927433224308247	0.9919464491162012	0.7436527918319588	0.7116104868913857	0.9936569720456472	0.9931306023288934	0.7200399217205614	0.6824712643678161	0.9942673752958854	0.9939216097254244	0.7054290315159881	0.6643356643356644	0.9912257630855403	0.9899791231732776	0.788366088926975	0.7661290322580645	114.0	95	5376.6	4742	31.0	29	47.6	48
463	461	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'minmax_scaling'}	0.9871075745349754	0.9867724867724867	0.8774760311600103	0.8559208843672739	0.8621866631447098	0.8127209992015513	0.852852926566135	0.7896857910481889	0.907179922439	0.965374580868779	0.9933744459186507	0.9932270501198291	0.7615776164013699	0.7186147186147186	0.9945747517366627	0.9966541196152238	0.7297985745527569	0.6287878787878788	0.9953768906293945	0.9989520016767973	0.7103289625028755	0.5804195804195804	0.9913816341346229	0.9875673435557397	0.8229782107433771	0.9431818181818182	114.8	83	5382.6	4766	25.0	5	46.8	60
464	462	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9858866326255274	0.9843304843304843	0.8681980571313916	0.8517784680037934	0.8568484468831044	0.8378009333483547	0.8498482034059368	0.8291286370305444	0.8897959260062576	0.8780540777156711	0.9927433224308247	0.9919464491162012	0.7436527918319588	0.7116104868913857	0.9936569720456472	0.9931306023288934	0.7200399217205614	0.6824712643678161	0.9942673752958854	0.9939216097254244	0.7054290315159881	0.6643356643356644	0.9912257630855403	0.9899791231732776	0.788366088926975	0.7661290322580645	114.0	95	5376.6	4742	31.0	29	47.6	48
465	463	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9871075745349754	0.9867724867724867	0.8774760311600103	0.8559208843672739	0.8621866631447098	0.8127209992015513	0.852852926566135	0.7896857910481889	0.907179922439	0.965374580868779	0.9933744459186507	0.9932270501198291	0.7615776164013699	0.7186147186147186	0.9945747517366627	0.9966541196152238	0.7297985745527569	0.6287878787878788	0.9953768906293945	0.9989520016767973	0.7103289625028755	0.5804195804195804	0.9913816341346229	0.9875673435557397	0.8229782107433771	0.9431818181818182	114.8	83	5382.6	4766	25.0	5	46.8	60
466	464	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9864971487133991	0.9849409849409849	0.872744129158353	0.8549107605977276	0.8590895047138408	0.8369669345371191	0.8507575420615568	0.8260513328633219	0.899257958080247	0.8898484941421825	0.9930590143978086	0.9922642692870584	0.7524292439188972	0.7175572519083969	0.9941380516953258	0.9937602077138908	0.7240409577323559	0.6801736613603473	0.9948591528295012	0.9947600083839866	0.7066559312936125	0.6573426573426573	0.9912675538641004	0.9897810218978103	0.8072483622963936	0.7899159663865546	114.2	94	5379.8	4746	27.8	25	47.4	49
467	465	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'minmax_scaling'}	0.9883285680251637	0.9865689865689866	0.8871488343658529	0.8530835228353733	0.8672768755073482	0.8093836088798947	0.8552933634562221	0.7861892875516854	0.9265885166882948	0.9649457434116999	0.9940049239811876	0.9931235674098771	0.7802927447505181	0.7130434782608696	0.9955143510248773	0.9966124377901384	0.7390393999898189	0.622154779969651	0.9965233882114244	0.9989520016767973	0.7140633387010198	0.5734265734265734	0.9915001580107445	0.9873627511912161	0.8616768753658451	0.9425287356321839	115.4	82	5388.8	4766	18.8	5	46.2	61
468	466	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9864971487133991	0.9849409849409849	0.872744129158353	0.8549107605977276	0.8590895047138408	0.8369669345371191	0.8507575420615568	0.8260513328633219	0.899257958080247	0.8898484941421825	0.9930590143978086	0.9922642692870584	0.7524292439188972	0.7175572519083969	0.9941380516953258	0.9937602077138908	0.7240409577323559	0.6801736613603473	0.9948591528295012	0.9947600083839866	0.7066559312936125	0.6573426573426573	0.9912675538641004	0.9897810218978103	0.8072483622963936	0.7899159663865546	114.2	94	5379.8	4746	27.8	25	47.4	49
469	467	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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': 'minmax_scaling'}	0.9883285680251637	0.9865689865689866	0.8871488343658529	0.8530835228353733	0.8672768755073482	0.8093836088798947	0.8552933634562221	0.7861892875516854	0.9265885166882948	0.9649457434116999	0.9940049239811876	0.9931235674098771	0.7802927447505181	0.7130434782608696	0.9955143510248773	0.9966124377901384	0.7390393999898189	0.622154779969651	0.9965233882114244	0.9989520016767973	0.7140633387010198	0.5734265734265734	0.9915001580107445	0.9873627511912161	0.8616768753658451	0.9425287356321839	115.4	82	5388.8	4766	18.8	5	46.2	61
470	468	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9859943718964918	0.9849409849409849	0.8687857185810385	0.8570327722674181	0.856735561152707	0.8420776677087649	0.8493087180141659	0.8328347401916885	0.8917541374888664	0.885338872173944	0.9927994047264435	0.9922610332566408	0.7447720324356336	0.7218045112781954	0.9937681081991139	0.9935078534031414	0.7197030141063001	0.6906474820143885	0.9944153042899682	0.9943408090547056	0.7042021317383637	0.6713286713286714	0.9911904478772969	0.9901899394698392	0.7923178271004357	0.7804878048780488	113.8	96	5377.4	4744	30.2	27	47.8	47
471	469	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9882926742776199	0.986975986975987	0.8871998634790966	0.8599124452782989	0.8684448022404776	0.8187978416363408	0.8570750814529884	0.7965739982088755	0.9240558231025566	0.9610201119635082	0.9939859007123193	0.9933291640608714	0.7804138262458737	0.7264957264957265	0.9954181404775506	0.9965700422470406	0.7414714640034046	0.6410256410256411	0.9963754523776434	0.9987424020121568	0.7177747105283337	0.5944055944055944	0.99160872071716	0.9879742898610823	0.8565029254879534	0.9340659340659341	116.0	85	5388.0	4765	19.6	6	45.6	58
472	470	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9859943718964918	0.9849409849409849	0.8687857185810385	0.8570327722674181	0.856735561152707	0.8420776677087649	0.8493087180141659	0.8328347401916885	0.8917541374888664	0.885338872173944	0.9927994047264435	0.9922610332566408	0.7447720324356336	0.7218045112781954	0.9937681081991139	0.9935078534031414	0.7197030141063001	0.6906474820143885	0.9944153042899682	0.9943408090547056	0.7042021317383637	0.6713286713286714	0.9911904478772969	0.9901899394698392	0.7923178271004357	0.7804878048780488	113.8	96	5377.4	4744	30.2	27	47.8	47
473	471	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9882926742776199	0.986975986975987	0.8871998634790966	0.8599124452782989	0.8684448022404776	0.8187978416363408	0.8570750814529884	0.7965739982088755	0.9240558231025566	0.9610201119635082	0.9939859007123193	0.9933291640608714	0.7804138262458737	0.7264957264957265	0.9954181404775506	0.9965700422470406	0.7414714640034046	0.6410256410256411	0.9963754523776434	0.9987424020121568	0.7177747105283337	0.5944055944055944	0.99160872071716	0.9879742898610823	0.8565029254879534	0.9340659340659341	116.0	85	5388.0	4765	19.6	6	45.6	58
474	472	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.98620982464805	0.9857549857549858	0.8704914960291339	0.8637646857533934	0.8582068208557008	0.8469542770334326	0.8506134231903351	0.8366456431851528	0.8937829384447291	0.8960277815616093	0.9929107102918602	0.992680886658302	0.7480722817664074	0.7348484848484849	0.9939014042456119	0.9940528542111655	0.7225122374657896	0.6998556998556998	0.9945632469634476	0.9949696080486271	0.7066635994172227	0.6783216783216783	0.9912650489761148	0.9904026705612351	0.796300827913343	0.8016528925619835	114.2	97	5378.2	4747	29.4	24	47.4	46
475	473	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9875385122760549	0.9865689865689866	0.8800625407981564	0.8530835228353733	0.8617575834512567	0.8093836088798947	0.8506834862334858	0.7861892875516854	0.9162018333123079	0.9649457434116999	0.9935982498124893	0.9931235674098771	0.7665268317838233	0.7130434782608696	0.9950189606059252	0.9966124377901384	0.7284962062965882	0.622154779969651	0.9959686134454241	0.9989520016767973	0.7053983590215475	0.5734265734265734	0.9912403897066404	0.9873627511912161	0.8411632769179755	0.9425287356321839	114.0	82	5385.8	4766	21.8	5	47.6	61
476	474	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.98620982464805	0.9857549857549858	0.8704914960291339	0.8637646857533934	0.8582068208557008	0.8469542770334326	0.8506134231903351	0.8366456431851528	0.8937829384447291	0.8960277815616093	0.9929107102918602	0.992680886658302	0.7480722817664074	0.7348484848484849	0.9939014042456119	0.9940528542111655	0.7225122374657896	0.6998556998556998	0.9945632469634476	0.9949696080486271	0.7066635994172227	0.6783216783216783	0.9912650489761148	0.9904026705612351	0.796300827913343	0.8016528925619835	114.2	97	5378.2	4747	29.4	24	47.4	46
477	475	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9875385122760549	0.9865689865689866	0.8800625407981564	0.8530835228353733	0.8617575834512567	0.8093836088798947	0.8506834862334858	0.7861892875516854	0.9162018333123079	0.9649457434116999	0.9935982498124893	0.9931235674098771	0.7665268317838233	0.7130434782608696	0.9950189606059252	0.9966124377901384	0.7284962062965882	0.622154779969651	0.9959686134454241	0.9989520016767973	0.7053983590215475	0.5734265734265734	0.9912403897066404	0.9873627511912161	0.8411632769179755	0.9425287356321839	114.0	82	5385.8	4766	21.8	5	47.6	61
478	476	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9856352925740175	0.9833129833129833	0.8659300524870199	0.842726222444264	0.8547930386550078	0.8298443923821903	0.8479147223532824	0.8218212305405765	0.8870583164984056	0.866779703487158	0.9926139685377275	0.9914225941422594	0.7392461364363122	0.6940298507462687	0.99351649964872	0.9925438780211955	0.7160695776612954	0.667144906743185	0.9941194531415007	0.9932928107315029	0.7017099915650641	0.6503496503496503	0.9911147920874278	0.9895594069743161	0.7830018409093835	0.744	113.4	93	5375.8	4739	31.8	32	48.2	50
479	477	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'minmax_scaling'}	0.9878617107461702	0.9865689865689866	0.8847436941779383	0.8543196878009516	0.8689306285093693	0.8121616449258658	0.8592521659703038	0.7895809912158687	0.9152821058108339	0.9600745182511498	0.9937618889722426	0.9931221342225928	0.7757254993836341	0.7155172413793104	0.9949738277446081	0.9964866786565728	0.7428874292741308	0.6278366111951589	0.9957836816837258	0.9987424020121568	0.7227206502568821	0.5804195804195804	0.9917495312492178	0.9875647668393782	0.8388146803724499	0.9325842696629213	116.8	83	5384.8	4765	22.8	6	44.8	60
480	478	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9856352925740175	0.9833129833129833	0.8659300524870199	0.842726222444264	0.8547930386550078	0.8298443923821903	0.8479147223532824	0.8218212305405765	0.8870583164984056	0.866779703487158	0.9926139685377275	0.9914225941422594	0.7392461364363122	0.6940298507462687	0.99351649964872	0.9925438780211955	0.7160695776612954	0.667144906743185	0.9941194531415007	0.9932928107315029	0.7017099915650641	0.6503496503496503	0.9911147920874278	0.9895594069743161	0.7830018409093835	0.744	113.4	93	5375.8	4739	31.8	32	48.2	50
481	479	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'minmax_scaling'}	0.9878617107461702	0.9865689865689866	0.8847436941779383	0.8543196878009516	0.8689306285093693	0.8121616449258658	0.8592521659703038	0.7895809912158687	0.9152821058108339	0.9600745182511498	0.9937618889722426	0.9931221342225928	0.7757254993836341	0.7155172413793104	0.9949738277446081	0.9964866786565728	0.7428874292741308	0.6278366111951589	0.9957836816837258	0.9987424020121568	0.7227206502568821	0.5804195804195804	0.9917495312492178	0.9875647668393782	0.8388146803724499	0.9325842696629213	116.8	83	5384.8	4765	22.8	6	44.8	60
482	480	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9790276450200569	0.9796499796499797	0.8236837409950398	0.8235238346970672	0.833051619380728	0.8274410154177965	0.8403206449719691	0.8301099445513614	0.8114206429015376	0.8172158566730283	0.9891802151456724	0.989513422818792	0.6581872668444074	0.6575342465753424	0.9882142746431988	0.9891400058702671	0.6778889641182573	0.665742024965326	0.9875732736875167	0.9888912177740515	0.693068016256422	0.6713286713286714	0.9908020426655659	0.9901364113326337	0.632039243137509	0.6442953020134228	112.0	96	5340.4	4718	67.2	53	49.6	47
483	481	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9789914933688124	0.985958485958486	0.837334609810857	0.8470544772514138	0.8650649219425643	0.8049361241017452	0.8865278453625038	0.7824831843905413	0.8001990448729515	0.953803733564405	0.9891326137098364	0.9928102532041263	0.685536605911878	0.7012987012987013	0.9864610749071725	0.9962358845671268	0.7436687689779564	0.6136363636363636	0.9846882342416088	0.9985328023475163	0.7883674564833985	0.5664335664335665	0.9936182284390325	0.9871529216742644	0.6067798613068703	0.9204545454545454	127.4	81	5324.8	4764	82.8	7	34.2	62
484	482	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9790276450200569	0.9796499796499797	0.8236837409950398	0.8235238346970672	0.833051619380728	0.8274410154177965	0.8403206449719691	0.8301099445513614	0.8114206429015376	0.8172158566730283	0.9891802151456724	0.989513422818792	0.6581872668444074	0.6575342465753424	0.9882142746431988	0.9891400058702671	0.6778889641182573	0.665742024965326	0.9875732736875167	0.9888912177740515	0.693068016256422	0.6713286713286714	0.9908020426655659	0.9901364113326337	0.632039243137509	0.6442953020134228	112.0	96	5340.4	4718	67.2	53	49.6	47
485	483	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9789914933688124	0.985958485958486	0.837334609810857	0.8470544772514138	0.8650649219425643	0.8049361241017452	0.8865278453625038	0.7824831843905413	0.8001990448729515	0.953803733564405	0.9891326137098364	0.9928102532041263	0.685536605911878	0.7012987012987013	0.9864610749071725	0.9962358845671268	0.7436687689779564	0.6136363636363636	0.9846882342416088	0.9985328023475163	0.7883674564833985	0.5664335664335665	0.9936182284390325	0.9871529216742644	0.6067798613068703	0.9204545454545454	127.4	81	5324.8	4764	82.8	7	34.2	62
486	484	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9769088565097956	0.9778184778184779	0.8134597497000048	0.8144102284244172	0.8295635733686808	0.8250336286326144	0.8422158894121019	0.8325584497246623	0.7922615541744673	0.7982869688683214	0.9880707705119459	0.9885564304461942	0.6388487288880633	0.6402640264026402	0.9863485478747183	0.9874989512542999	0.6727785988626434	0.662568306010929	0.9852062593088293	0.9867952211276462	0.6992255195153745	0.6783216783216783	0.9909648486653184	0.9903239377366428	0.593558259683616	0.60625	113.0	97	5327.6	4708	80.0	63	48.6	46
487	485	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9743946951787805	0.9861619861619861	0.8134746277311038	0.8486315083758391	0.8508518590494631	0.8054854277835695	0.881757953936438	0.7825879842228616	0.7675766938691592	0.959095032968289	0.9867246909638817	0.9929151906647218	0.6402245644983259	0.7043478260869566	0.9827402123713185	0.9964033290117519	0.7189635057276079	0.6145675265553869	0.9801020592416361	0.9987424020121568	0.78341384863124	0.5664335664335665	0.9934391788560936	0.9871555831779574	0.5417142088822245	0.9310344827586207	126.6	81	5300.0	4765	107.6	6	35.0	62
488	486	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9769088565097956	0.9778184778184779	0.8134597497000048	0.8144102284244172	0.8295635733686808	0.8250336286326144	0.8422158894121019	0.8325584497246623	0.7922615541744673	0.7982869688683214	0.9880707705119459	0.9885564304461942	0.6388487288880633	0.6402640264026402	0.9863485478747183	0.9874989512542999	0.6727785988626434	0.662568306010929	0.9852062593088293	0.9867952211276462	0.6992255195153745	0.6783216783216783	0.9909648486653184	0.9903239377366428	0.593558259683616	0.60625	113.0	97	5327.6	4708	80.0	63	48.6	46
489	487	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9743946951787805	0.9861619861619861	0.8134746277311038	0.8486315083758391	0.8508518590494631	0.8054854277835695	0.881757953936438	0.7825879842228616	0.7675766938691592	0.959095032968289	0.9867246909638817	0.9929151906647218	0.6402245644983259	0.7043478260869566	0.9827402123713185	0.9964033290117519	0.7189635057276079	0.6145675265553869	0.9801020592416361	0.9987424020121568	0.78341384863124	0.5664335664335665	0.9934391788560936	0.9871555831779574	0.5417142088822245	0.9310344827586207	126.6	81	5300.0	4765	107.6	6	35.0	62
490	488	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9788839862111786	0.9790394790394791	0.8224041396895032	0.818830928266795	0.831800727512406	0.8233284485954908	0.8390414164390565	0.8264038413902175	0.8099211633692709	0.8116288832913519	0.9891063637752581	0.9891976927110645	0.6557019156037482	0.6484641638225256	0.9881404226793078	0.9887621603488762	0.6754610323455041	0.6578947368421053	0.9874992886713804	0.9884720184447705	0.6905835442067326	0.6643356643356644	0.9907276581870146	0.9899244332493703	0.6291146685515275	0.6333333333333333	111.6	95	5340.0	4716	67.6	55	50.0	48
491	489	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9790273871163562	0.9861619861619861	0.8378712793549805	0.8486315083758391	0.8659654928559488	0.8054854277835695	0.8877477459417357	0.7825879842228616	0.8003343292489504	0.959095032968289	0.9891505500409075	0.9929151906647218	0.6865920086690535	0.7043478260869566	0.9864459227744968	0.9964033290117519	0.7454850629374008	0.6145675265553869	0.9846512314739932	0.9987424020121568	0.7908442604094776	0.5664335664335665	0.9936921579691413	0.9871555831779574	0.6069765005287598	0.9310344827586207	127.8	81	5324.6	4765	83.0	6	33.8	62
492	490	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9788839862111786	0.9790394790394791	0.8224041396895032	0.818830928266795	0.831800727512406	0.8233284485954908	0.8390414164390565	0.8264038413902175	0.8099211633692709	0.8116288832913519	0.9891063637752581	0.9891976927110645	0.6557019156037482	0.6484641638225256	0.9881404226793078	0.9887621603488762	0.6754610323455041	0.6578947368421053	0.9874992886713804	0.9884720184447705	0.6905835442067326	0.6643356643356644	0.9907276581870146	0.9899244332493703	0.6291146685515275	0.6333333333333333	111.6	95	5340.0	4716	67.6	55	50.0	48
493	491	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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': 'minmax_scaling'}	0.9790273871163562	0.9861619861619861	0.8378712793549805	0.8486315083758391	0.8659654928559488	0.8054854277835695	0.8877477459417357	0.7825879842228616	0.8003343292489504	0.959095032968289	0.9891505500409075	0.9929151906647218	0.6865920086690535	0.7043478260869566	0.9864459227744968	0.9964033290117519	0.7454850629374008	0.6145675265553869	0.9846512314739932	0.9987424020121568	0.7908442604094776	0.5664335664335665	0.9936921579691413	0.9871555831779574	0.6069765005287598	0.9310344827586207	127.8	81	5324.6	4765	83.0	6	33.8	62
494	492	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9770165893331674	0.9776149776149776	0.8136563851559936	0.8121071226465595	0.8293895964051077	0.8220461372514398	0.8416687256371735	0.8290619462281588	0.7926894347411924	0.7969446263119259	0.9881280210166775	0.9884526558891455	0.6391847492953096	0.6357615894039735	0.9864604334658761	0.9874575275808549	0.672318759344339	0.6566347469220246	0.9853541677838173	0.9867952211276462	0.69798328349053	0.6713286713286714	0.9909294216960094	0.9901156677181914	0.5944494477863751	0.6037735849056604	112.8	96	5328.4	4708	79.2	63	48.8	47
495	493	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9750052306094297	0.9861619861619861	0.8165588222389915	0.8486315083758391	0.8528659041376316	0.8054854277835695	0.8826826356789766	0.7825879842228616	0.771561499207446	0.959095032968289	0.9870448297279468	0.9929151906647218	0.646072814750036	0.7043478260869566	0.9832241510200408	0.9964033290117519	0.7225076572552226	0.6145675265553869	0.9806938504546483	0.9987424020121568	0.7846714209033049	0.5664335664335665	0.9934808248836215	0.9871555831779574	0.5496421735312703	0.9310344827586207	126.8	81	5303.2	4765	104.4	6	34.8	62
496	494	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9770165893331674	0.9776149776149776	0.8136563851559936	0.8121071226465595	0.8293895964051077	0.8220461372514398	0.8416687256371735	0.8290619462281588	0.7926894347411924	0.7969446263119259	0.9881280210166775	0.9884526558891455	0.6391847492953096	0.6357615894039735	0.9864604334658761	0.9874575275808549	0.672318759344339	0.6566347469220246	0.9853541677838173	0.9867952211276462	0.69798328349053	0.6713286713286714	0.9909294216960094	0.9901156677181914	0.5944494477863751	0.6037735849056604	112.8	96	5328.4	4708	79.2	63	48.8	47
497	495	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9750052306094297	0.9861619861619861	0.8165588222389915	0.8486315083758391	0.8528659041376316	0.8054854277835695	0.8826826356789766	0.7825879842228616	0.771561499207446	0.959095032968289	0.9870448297279468	0.9929151906647218	0.646072814750036	0.7043478260869566	0.9832241510200408	0.9964033290117519	0.7225076572552226	0.6145675265553869	0.9806938504546483	0.9987424020121568	0.7846714209033049	0.5664335664335665	0.9934808248836215	0.9871555831779574	0.5496421735312703	0.9310344827586207	126.8	81	5303.2	4765	104.4	6	34.8	62
498	496	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9785967008313848	0.9792429792429792	0.8208021667221225	0.8211813359705116	0.8310481316976887	0.8263520190175021	0.838893473765577	0.8299003448867209	0.8069414378799135	0.8129469294909852	0.9889565397557962	0.9893014474512272	0.6526477936884488	0.6530612244897959	0.9879028696581582	0.9888036230972449	0.6741933937372192	0.6639004149377593	0.9872034033244216	0.9884720184447705	0.6905835442067326	0.6713286713286714	0.9907246789369133	0.990132269577997	0.6231581968229134	0.6357615894039735	111.6	96	5338.4	4716	69.2	55	50.0	47
499	497	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9788837089647003	0.9857549857549858	0.8368584957647298	0.8428453947368422	0.86477914421292	0.7987688246606277	0.8864685413477666	0.7755949772298546	0.7996269137497632	0.9580792515805245	0.9890758900619595	0.9927083333333333	0.6846411014675005	0.6929824561403509	0.9863716161561584	0.9963199933090787	0.7431866722696818	0.6012176560121766	0.9845772943357449	0.9987424020121568	0.7883597883597883	0.5524475524475524	0.9936174592974993	0.9867467384551667	0.6056363682020274	0.9294117647058824	127.4	79	5324.2	4765	83.4	6	34.2	64
500	498	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9785967008313848	0.9792429792429792	0.8208021667221225	0.8211813359705116	0.8310481316976887	0.8263520190175021	0.838893473765577	0.8299003448867209	0.8069414378799135	0.8129469294909852	0.9889565397557962	0.9893014474512272	0.6526477936884488	0.6530612244897959	0.9879028696581582	0.9888036230972449	0.6741933937372192	0.6639004149377593	0.9872034033244216	0.9884720184447705	0.6905835442067326	0.6713286713286714	0.9907246789369133	0.990132269577997	0.6231581968229134	0.6357615894039735	111.6	96	5338.4	4716	69.2	55	50.0	47
501	499	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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': 'minmax_scaling'}	0.9788837089647003	0.9857549857549858	0.8368584957647298	0.8428453947368422	0.86477914421292	0.7987688246606277	0.8864685413477666	0.7755949772298546	0.7996269137497632	0.9580792515805245	0.9890758900619595	0.9927083333333333	0.6846411014675005	0.6929824561403509	0.9863716161561584	0.9963199933090787	0.7431866722696818	0.6012176560121766	0.9845772943357449	0.9987424020121568	0.7883597883597883	0.5524475524475524	0.9936174592974993	0.9867467384551667	0.6056363682020274	0.9294117647058824	127.4	79	5324.2	4765	83.4	6	34.2	64
502	500	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9766574455347682	0.9774114774114774	0.8121042473899912	0.8122047915056386	0.829249249658772	0.8239626091644403	0.8426775557259315	0.8323488500600218	0.7894564412214272	0.7945426487093153	0.9879396494160441	0.9883440092407855	0.6362688453639382	0.6360655737704918	0.9861184492692431	0.9871622755495889	0.672380050048301	0.6607629427792916	0.984910360282474	0.9863760217983651	0.7004447511693889	0.6783216783216783	0.9909994275677345	0.9903198653198653	0.5879134548751199	0.5987654320987654	113.2	97	5326.0	4706	81.6	65	48.4	46
503	501	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9747538712151422	0.9857549857549858	0.8157000574589282	0.8428453947368422	0.8529421741584843	0.7987688246606277	0.8837508039809627	0.7755949772298546	0.7699557412789921	0.9580792515805245	0.9869117460562725	0.9927083333333333	0.6444883688615838	0.6929824561403509	0.9829705148380044	0.9963199933090787	0.7229138334789644	0.6012176560121766	0.9803610512561516	0.9987424020121568	0.7871405567057741	0.5524475524475524	0.9935535912574572	0.9867467384551667	0.5463578913005269	0.9294117647058824	127.2	79	5301.4	4765	106.2	6	34.4	64
504	502	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9766574455347682	0.9774114774114774	0.8121042473899912	0.8122047915056386	0.829249249658772	0.8239626091644403	0.8426775557259315	0.8323488500600218	0.7894564412214272	0.7945426487093153	0.9879396494160441	0.9883440092407855	0.6362688453639382	0.6360655737704918	0.9861184492692431	0.9871622755495889	0.672380050048301	0.6607629427792916	0.984910360282474	0.9863760217983651	0.7004447511693889	0.6783216783216783	0.9909994275677345	0.9903198653198653	0.5879134548751199	0.5987654320987654	113.2	97	5326.0	4706	81.6	65	48.4	46
505	503	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9747538712151422	0.9857549857549858	0.8157000574589282	0.8428453947368422	0.8529421741584843	0.7987688246606277	0.8837508039809627	0.7755949772298546	0.7699557412789921	0.9580792515805245	0.9869117460562725	0.9927083333333333	0.6444883688615838	0.6929824561403509	0.9829705148380044	0.9963199933090787	0.7229138334789644	0.6012176560121766	0.9803610512561516	0.9987424020121568	0.7871405567057741	0.5524475524475524	0.9935535912574572	0.9867467384551667	0.5463578913005269	0.9294117647058824	127.2	79	5301.4	4765	106.2	6	34.4	64
506	504	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9784530549176917	0.9788359788359788	0.8205061244236852	0.8212090680100755	0.8315335000232725	0.8301836083808316	0.8400247562051615	0.8364741525504469	0.8056976971855583	0.8073720390601045	0.9888804314204787	0.9890848026868178	0.6521318174268915	0.6533333333333333	0.9877390500541144	0.9882135816450652	0.6753279499924305	0.6721536351165981	0.9869814961539009	0.9876336197862083	0.693068016256422	0.6853146853146853	0.9907963199484602	0.9905402564641581	0.6205990744226565	0.6242038216560509	112.0	98	5337.2	4712	70.4	59	49.6	45
507	505	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9785964106897215	0.9857549857549858	0.8352594381698001	0.8428453947368422	0.8639697797985084	0.7987688246606277	0.8863205849948906	0.7755949772298546	0.7971117954449245	0.9580792515805245	0.9889258867274882	0.9927083333333333	0.6815929896121122	0.6929824561403509	0.9861338331390044	0.9963199933090787	0.7418057264580122	0.6012176560121766	0.9842813816299932	0.9987424020121568	0.7883597883597883	0.5524475524475524	0.993615330942007	0.9867467384551667	0.600608259947842	0.9294117647058824	127.4	79	5322.6	4765	85.0	6	34.2	64
508	506	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9784530549176917	0.9788359788359788	0.8205061244236852	0.8212090680100755	0.8315335000232725	0.8301836083808316	0.8400247562051615	0.8364741525504469	0.8056976971855583	0.8073720390601045	0.9888804314204787	0.9890848026868178	0.6521318174268915	0.6533333333333333	0.9877390500541144	0.9882135816450652	0.6753279499924305	0.6721536351165981	0.9869814961539009	0.9876336197862083	0.693068016256422	0.6853146853146853	0.9907963199484602	0.9905402564641581	0.6205990744226565	0.6242038216560509	112.0	98	5337.2	4712	70.4	59	49.6	45
509	507	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9785964106897215	0.9857549857549858	0.8352594381698001	0.8428453947368422	0.8639697797985084	0.7987688246606277	0.8863205849948906	0.7755949772298546	0.7971117954449245	0.9580792515805245	0.9889258867274882	0.9927083333333333	0.6815929896121122	0.6929824561403509	0.9861338331390044	0.9963199933090787	0.7418057264580122	0.6012176560121766	0.9842813816299932	0.9987424020121568	0.7883597883597883	0.5524475524475524	0.993615330942007	0.9867467384551667	0.600608259947842	0.9294117647058824	127.4	79	5322.6	4765	85.0	6	34.2	64
510	508	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9765856193541254	0.9772079772079773	0.811380542311467	0.8122994652406417	0.8282553232309857	0.8258622398586364	0.8414468218865018	0.8356357538918846	0.7890556826509024	0.7922318574245296	0.987902868048425	0.9882352941176471	0.6348582165745089	0.6363636363636364	0.9861038170228881	0.9868669491881006	0.6704068294390834	0.6648575305291723	0.984910360282474	0.985956822469084	0.6979832834905298	0.6853146853146853	0.990925180358736	0.9905243209096652	0.5871861849430687	0.593939393939394	112.8	98	5326.0	4704	81.6	67	48.8	45
511	509	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9749333979811944	0.9855514855514855	0.8174475871516819	0.8412798640324161	0.8554384110151186	0.7982282553760953	0.8868333417943564	0.7754901773975343	0.7707783595673666	0.9526743222673937	0.9870039318295671	0.9926033961871028	0.6478912424737967	0.6899563318777293	0.9830072466542601	0.9961525593844095	0.727869575375977	0.6003039513677811	0.980360955500376	0.9985328023475163	0.7933057280883367	0.5524475524475524	0.9937387544326313	0.9867439933719967	0.5478179647021019	0.9186046511627907	128.2	79	5301.4	4764	106.2	7	33.4	64
512	510	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9765856193541254	0.9772079772079773	0.811380542311467	0.8122994652406417	0.8282553232309857	0.8258622398586364	0.8414468218865018	0.8356357538918846	0.7890556826509024	0.7922318574245296	0.987902868048425	0.9882352941176471	0.6348582165745089	0.6363636363636364	0.9861038170228881	0.9868669491881006	0.6704068294390834	0.6648575305291723	0.984910360282474	0.985956822469084	0.6979832834905298	0.6853146853146853	0.990925180358736	0.9905243209096652	0.5871861849430687	0.593939393939394	112.8	98	5326.0	4704	81.6	67	48.8	45
513	511	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'minmax_scaling'}	0.9749333979811944	0.9855514855514855	0.8174475871516819	0.8412798640324161	0.8554384110151186	0.7982282553760953	0.8868333417943564	0.7754901773975343	0.7707783595673666	0.9526743222673937	0.9870039318295671	0.9926033961871028	0.6478912424737967	0.6899563318777293	0.9830072466542601	0.9961525593844095	0.727869575375977	0.6003039513677811	0.980360955500376	0.9985328023475163	0.7933057280883367	0.5524475524475524	0.9937387544326313	0.9867439933719967	0.5478179647021019	0.9186046511627907	128.2	79	5301.4	4764	106.2	7	33.4	64
514	512	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.981541458181076	0.9808709808709809	0.8395559801123709	0.8307387435452831	0.8421423214631503	0.8307387435452831	0.8446167516813647	0.8307387435452831	0.8380344321529833	0.8307387435452831	0.9904872569927823	0.9901488157618947	0.6886247032319593	0.6713286713286714	0.9901800810261946	0.9901488157618947	0.6941045619001056	0.6713286713286714	0.9899773113529141	0.9901488157618947	0.6992561920098151	0.6713286713286714	0.9910073045580431	0.9901488157618947	0.6850615597479236	0.6713286713286714	113.0	96	5353.4	4724	54.2	47	48.6	47
515	513	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9814693740967326	0.9863654863654864	0.8495883671562646	0.8514876808093439	0.8681266031173767	0.8088285616516482	0.8817852381937813	0.7860844877193651	0.8229943185981323	0.959589157216592	0.9904301252158605	0.9930186516619777	0.708746609096669	0.70995670995671	0.9887360310002477	0.9964450020911753	0.747517175234506	0.6212121212121212	0.9876100439053911	0.9987424020121568	0.7759604324821716	0.5734265734265734	0.9932673381868533	0.9873601326150021	0.6527212990094112	0.9318181818181818	125.4	82	5340.6	4765	67.0	6	36.2	61
516	514	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.981541458181076	0.9808709808709809	0.8395559801123709	0.8307387435452831	0.8421423214631503	0.8307387435452831	0.8446167516813647	0.8307387435452831	0.8380344321529833	0.8307387435452831	0.9904872569927823	0.9901488157618947	0.6886247032319593	0.6713286713286714	0.9901800810261946	0.9901488157618947	0.6941045619001056	0.6713286713286714	0.9899773113529141	0.9901488157618947	0.6992561920098151	0.6713286713286714	0.9910073045580431	0.9901488157618947	0.6850615597479236	0.6713286713286714	113.0	96	5353.4	4724	54.2	47	48.6	47
517	515	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'minmax_scaling'}	0.9814693740967326	0.9863654863654864	0.8495883671562646	0.8514876808093439	0.8681266031173767	0.8088285616516482	0.8817852381937813	0.7860844877193651	0.8229943185981323	0.959589157216592	0.9904301252158605	0.9930186516619777	0.708746609096669	0.70995670995671	0.9887360310002477	0.9964450020911753	0.747517175234506	0.6212121212121212	0.9876100439053911	0.9987424020121568	0.7759604324821716	0.5734265734265734	0.9932673381868533	0.9873601326150021	0.6527212990094112	0.9318181818181818	125.4	82	5340.6	4765	67.0	6	36.2	61
518	516	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9804281910666672	0.9806674806674807	0.8325728420117672	0.8306605808026855	0.8385567739608207	0.8326707827330749	0.8434331873594829	0.834025647377146	0.8254973800465433	0.8273679553185621	0.9899082862203328	0.990040884788762	0.6752373978032016	0.671280276816609	0.989282468185307	0.9898541002850914	0.6878310797363347	0.6754874651810585	0.9888677549812155	0.9897296164326137	0.6979986197377502	0.6783216783216783	0.9909613870791525	0.9903523489932886	0.6600333730139344	0.6643835616438356	112.8	97	5347.4	4722	60.2	49	48.8	46
519	517	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9800688087073448	0.9861619861619861	0.8422021292336666	0.8499051328858289	0.8653514283326545	0.8082749335304329	0.8828642558503137	0.7859796878870449	0.8101952300283403	0.9543529137800547	0.9896979389489131	0.9929137140475198	0.6947063195184202	0.7068965517241379	0.9875098150190771	0.9962775523861307	0.743193041646232	0.6202723146747352	0.986056707391142	0.9985328023475163	0.7796718043094855	0.5734265734265734	0.9933675616378821	0.9873575129533678	0.6270228984187987	0.9213483146067416	126.0	82	5332.2	4764	75.4	7	35.6	61
520	518	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9804281910666672	0.9806674806674807	0.8325728420117672	0.8306605808026855	0.8385567739608207	0.8326707827330749	0.8434331873594829	0.834025647377146	0.8254973800465433	0.8273679553185621	0.9899082862203328	0.990040884788762	0.6752373978032016	0.671280276816609	0.989282468185307	0.9898541002850914	0.6878310797363347	0.6754874651810585	0.9888677549812155	0.9897296164326137	0.6979986197377502	0.6783216783216783	0.9909613870791525	0.9903523489932886	0.6600333730139344	0.6643835616438356	112.8	97	5347.4	4722	60.2	49	48.8	46
521	519	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9800688087073448	0.9861619861619861	0.8422021292336666	0.8499051328858289	0.8653514283326545	0.8082749335304329	0.8828642558503137	0.7859796878870449	0.8101952300283403	0.9543529137800547	0.9896979389489131	0.9929137140475198	0.6947063195184202	0.7068965517241379	0.9875098150190771	0.9962775523861307	0.743193041646232	0.6202723146747352	0.986056707391142	0.9985328023475163	0.7796718043094855	0.5734265734265734	0.9933675616378821	0.9873575129533678	0.6270228984187987	0.9213483146067416	126.0	82	5332.2	4764	75.4	7	35.6	61
522	520	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9811823208302695	0.9812779812779813	0.8375861497320415	0.8354559748427672	0.8420758469273529	0.8368174525032772	0.8456255544113296	0.83773175053829	0.8320440977443324	0.8332130642583929	0.9903005339937623	0.990356394129979	0.6848717654703206	0.6805555555555556	0.9898393704916968	0.9902318366662475	0.6943123233630092	0.6834030683403068	0.9895334491339849	0.9901488157618947	0.7017176596886742	0.6853146853146853	0.9910752547697103	0.9905640595512686	0.6730129407189549	0.6758620689655173	113.4	98	5351.0	4724	56.6	47	48.2	45
523	521	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9814693869919177	0.9861619861619861	0.8493329208223288	0.8486315083758391	0.867348238869103	0.8054854277835695	0.8805876525410674	0.7825879842228616	0.8233887647221488	0.959095032968289	0.9904306822347546	0.9929151906647218	0.7082351594099028	0.7043478260869566	0.9887807336815347	0.9964033290117519	0.745915744056671	0.6145675265553869	0.9876840084024325	0.9987424020121568	0.7734912966797024	0.5664335664335665	0.9931936393914839	0.9871555831779574	0.6535838900528137	0.9310344827586207	125.0	81	5341.0	4765	66.6	6	36.6	62
524	522	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9811823208302695	0.9812779812779813	0.8375861497320415	0.8354559748427672	0.8420758469273529	0.8368174525032772	0.8456255544113296	0.83773175053829	0.8320440977443324	0.8332130642583929	0.9903005339937623	0.990356394129979	0.6848717654703206	0.6805555555555556	0.9898393704916968	0.9902318366662475	0.6943123233630092	0.6834030683403068	0.9895334491339849	0.9901488157618947	0.7017176596886742	0.6853146853146853	0.9910752547697103	0.9905640595512686	0.6730129407189549	0.6758620689655173	113.4	98	5351.0	4724	56.6	47	48.2	45
525	523	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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': 'minmax_scaling'}	0.9814693869919177	0.9861619861619861	0.8493329208223288	0.8486315083758391	0.867348238869103	0.8054854277835695	0.8805876525410674	0.7825879842228616	0.8233887647221488	0.959095032968289	0.9904306822347546	0.9929151906647218	0.7082351594099028	0.7043478260869566	0.9887807336815347	0.9964033290117519	0.745915744056671	0.6145675265553869	0.9876840084024325	0.9987424020121568	0.7734912966797024	0.5664335664335665	0.9931936393914839	0.9871555831779574	0.6535838900528137	0.9310344827586207	125.0	81	5341.0	4765	66.6	6	36.6	62
526	524	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9802845387053815	0.9804639804639804	0.8324106079446564	0.8283018867924528	0.839433274646961	0.8296343345670053	0.8451594319834681	0.8305291438806426	0.824166647510612	0.8261068249687276	0.9898319782743122	0.989937106918239	0.6749892376150004	0.6666666666666666	0.9890963618093374	0.989812602188404	0.6897701874845847	0.6694560669456067	0.9886088724018721	0.9897296164326137	0.7017099915650641	0.6713286713286714	0.9910697779076244	0.9901446844202139	0.6572635171135994	0.6620689655172414	113.4	96	5346.0	4722	61.6	49	48.2	47
527	525	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'minmax_scaling'}	0.9800328440362833	0.9857549857549858	0.8421873657162454	0.8454905779707063	0.865324320801258	0.8043882221350002	0.8828457373672605	0.7823783845582211	0.8102356058990365	0.9486313093089597	0.9896787254472839	0.9927052938724469	0.6946960059852069	0.6982758620689655	0.9874798530699218	0.9960684261156887	0.7431687885325939	0.6127080181543116	0.9860196704250352	0.9983232026828757	0.7796718043094855	0.5664335664335665	0.9933666304515221	0.9871502590673575	0.6271045813465508	0.9101123595505618	126.0	81	5332.0	4763	75.6	8	35.6	62
528	526	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9802845387053815	0.9804639804639804	0.8324106079446564	0.8283018867924528	0.839433274646961	0.8296343345670053	0.8451594319834681	0.8305291438806426	0.824166647510612	0.8261068249687276	0.9898319782743122	0.989937106918239	0.6749892376150004	0.6666666666666666	0.9890963618093374	0.989812602188404	0.6897701874845847	0.6694560669456067	0.9886088724018721	0.9897296164326137	0.7017099915650641	0.6713286713286714	0.9910697779076244	0.9901446844202139	0.6572635171135994	0.6620689655172414	113.4	96	5346.0	4722	61.6	49	48.2	47
529	527	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9800328440362833	0.9857549857549858	0.8421873657162454	0.8454905779707063	0.865324320801258	0.8043882221350002	0.8828457373672605	0.7823783845582211	0.8102356058990365	0.9486313093089597	0.9896787254472839	0.9927052938724469	0.6946960059852069	0.6982758620689655	0.9874798530699218	0.9960684261156887	0.7431687885325939	0.6127080181543116	0.9860196704250352	0.9983232026828757	0.7796718043094855	0.5664335664335665	0.9933666304515221	0.9871502590673575	0.6271045813465508	0.9101123595505618	126.0	81	5332.0	4763	75.6	8	35.6	62
530	528	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9810745880068976	0.9808709808709809	0.8364024347130412	0.8307387435452831	0.8404483422502664	0.8307387435452831	0.8437813809426352	0.8307387435452831	0.8319592728082081	0.8307387435452831	0.990245286454671	0.9901488157618947	0.6825595829714114	0.6713286713286714	0.989817157518272	0.9901488157618947	0.691079526982261	0.6713286713286714	0.9895334696530795	0.9901488157618947	0.6980292922321907	0.6713286713286714	0.990965788936004	0.9901488157618947	0.6729527566804125	0.6713286713286714	112.8	96	5351.0	4724	56.6	47	48.8	47
531	529	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'minmax_scaling'}	0.9813257410782243	0.9863654863654864	0.8485948094371126	0.8527317741939091	0.8672828024340289	0.8116037206067368	0.8811124774505339	0.7894761913835484	0.8219398393455128	0.9548922056384743	0.9903554703440666	0.9930171964564878	0.7068341485301585	0.7124463519313304	0.9886394717423596	0.9963192236908148	0.7459261331256983	0.6268882175226587	0.9874990903201306	0.9985328023475163	0.7747258645809371	0.5804195804195804	0.9932300362381333	0.9875621890547264	0.6506496424528923	0.9222222222222223	125.2	83	5340.0	4764	67.6	7	36.4	60
532	530	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9810745880068976	0.9808709808709809	0.8364024347130412	0.8307387435452831	0.8404483422502664	0.8307387435452831	0.8437813809426352	0.8307387435452831	0.8319592728082081	0.8307387435452831	0.990245286454671	0.9901488157618947	0.6825595829714114	0.6713286713286714	0.989817157518272	0.9901488157618947	0.691079526982261	0.6713286713286714	0.9895334696530795	0.9901488157618947	0.6980292922321907	0.6713286713286714	0.990965788936004	0.9901488157618947	0.6729527566804125	0.6713286713286714	112.8	96	5351.0	4724	56.6	47	48.8	47
533	531	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, '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': 'minmax_scaling'}	0.9813257410782243	0.9863654863654864	0.8485948094371126	0.8527317741939091	0.8672828024340289	0.8116037206067368	0.8811124774505339	0.7894761913835484	0.8219398393455128	0.9548922056384743	0.9903554703440666	0.9930171964564878	0.7068341485301585	0.7124463519313304	0.9886394717423596	0.9963192236908148	0.7459261331256983	0.6268882175226587	0.9874990903201306	0.9985328023475163	0.7747258645809371	0.5804195804195804	0.9932300362381333	0.9875621890547264	0.6506496424528923	0.9222222222222223	125.2	83	5340.0	4764	67.6	7	36.4	60
534	532	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9799254464877223	0.9804639804639804	0.8302985666852203	0.8283018867924528	0.8381319927616051	0.8296343345670053	0.8443757176549603	0.8305291438806426	0.8205258050089533	0.8261068249687276	0.9896450310479663	0.989937106918239	0.6709521023224743	0.6666666666666666	0.9888218607523841	0.989812602188404	0.6874421247708261	0.6694560669456067	0.9882760116460911	0.9897296164326137	0.7004754236638294	0.6713286713286714	0.991028802464664	0.9901446844202139	0.6500228075532425	0.6620689655172414	113.2	96	5344.2	4722	63.4	49	48.4	47
535	533	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.97988919812259	0.9863654863654864	0.840934641426158	0.8527317741939091	0.8640660525463474	0.8116037206067368	0.8815665190938949	0.7894761913835484	0.8089556701783105	0.9548922056384743	0.9896047629455185	0.9930171964564878	0.6922645199067977	0.7124463519313304	0.9874059210481386	0.9963192236908148	0.7407261840445563	0.6268882175226587	0.9859457059279938	0.9985328023475163	0.777187332259796	0.5804195804195804	0.9932924017191336	0.9875621890547264	0.6246189386374873	0.9222222222222223	125.6	83	5331.6	4764	76.0	7	36.0	60
536	534	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9799254464877223	0.9804639804639804	0.8302985666852203	0.8283018867924528	0.8381319927616051	0.8296343345670053	0.8443757176549603	0.8305291438806426	0.8205258050089533	0.8261068249687276	0.9896450310479663	0.989937106918239	0.6709521023224743	0.6666666666666666	0.9888218607523841	0.989812602188404	0.6874421247708261	0.6694560669456067	0.9882760116460911	0.9897296164326137	0.7004754236638294	0.6713286713286714	0.991028802464664	0.9901446844202139	0.6500228075532425	0.6620689655172414	113.2	96	5344.2	4722	63.4	49	48.4	47
537	535	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.97988919812259	0.9863654863654864	0.840934641426158	0.8527317741939091	0.8640660525463474	0.8116037206067368	0.8815665190938949	0.7894761913835484	0.8089556701783105	0.9548922056384743	0.9896047629455185	0.9930171964564878	0.6922645199067977	0.7124463519313304	0.9874059210481386	0.9963192236908148	0.7407261840445563	0.6268882175226587	0.9859457059279938	0.9985328023475163	0.777187332259796	0.5804195804195804	0.9932924017191336	0.9875621890547264	0.6246189386374873	0.9222222222222223	125.6	83	5331.6	4764	76.0	7	36.0	60
538	536	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': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9810745751117125	0.9812779812779813	0.8362366398006819	0.833208386952056	0.8404469466435552	0.8318483770850404	0.8437736957197794	0.8309483432099236	0.8310431343860408	0.8355020037355515	0.9902458414601567	0.990360435875943	0.682227438141207	0.676056338028169	0.9898175458176979	0.9904849729639099	0.6910763474694126	0.6732117812061711	0.9895334354545883	0.9905680150911759	0.6980139559849705	0.6713286713286714	0.9909653754892688	0.9901529436413158	0.6711208932828129	0.6808510638297872	112.8	96	5351.0	4726	56.6	45	48.8	47
539	537	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': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9811821016121238	0.9861619861619861	0.8485777970770366	0.8486315083758391	0.8689069490384498	0.8054854277835695	0.8840516473943026	0.7825879842228616	0.8198588571028228	0.959095032968289	0.9902788274439558	0.9929151906647218	0.7068767667101176	0.7043478260869566	0.9884087613169663	0.9964033290117519	0.7494051367599331	0.6145675265553869	0.9871662500834443	0.9987424020121568	0.7809370447051606	0.5664335664335665	0.9934125218134968	0.9871555831779574	0.6463051923921489	0.9310344827586207	126.2	81	5338.2	4765	69.4	6	35.4	62
540	538	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': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9810745751117125	0.9812779812779813	0.8362366398006819	0.833208386952056	0.8404469466435552	0.8318483770850404	0.8437736957197794	0.8309483432099236	0.8310431343860408	0.8355020037355515	0.9902458414601567	0.990360435875943	0.682227438141207	0.676056338028169	0.9898175458176979	0.9904849729639099	0.6910763474694126	0.6732117812061711	0.9895334354545883	0.9905680150911759	0.6980139559849705	0.6713286713286714	0.9909653754892688	0.9901529436413158	0.6711208932828129	0.6808510638297872	112.8	96	5351.0	4726	56.6	45	48.8	47
541	539	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': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9811821016121238	0.9861619861619861	0.8485777970770366	0.8486315083758391	0.8689069490384498	0.8054854277835695	0.8840516473943026	0.7825879842228616	0.8198588571028228	0.959095032968289	0.9902788274439558	0.9929151906647218	0.7068767667101176	0.7043478260869566	0.9884087613169663	0.9964033290117519	0.7494051367599331	0.6145675265553869	0.9871662500834443	0.9987424020121568	0.7809370447051606	0.5664335664335665	0.9934125218134968	0.9871555831779574	0.6463051923921489	0.9310344827586207	126.2	81	5338.2	4765	69.4	6	35.4	62
542	540	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9799613595780438	0.9814814814814815	0.8301319237562848	0.8344557211793865	0.8372823689337604	0.8324051669004154	0.843188965262444	0.8310531430422439	0.8219410024944503	0.8379346459991621	0.98966409597028	0.9904662126767941	0.6705997515422896	0.6784452296819788	0.9888958692672654	0.9906530304300444	0.6856688686002558	0.6741573033707865	0.988386978910748	0.9907776147558164	0.69799095161414	0.6713286713286714	0.9909576211263016	0.9901550062840385	0.6529243838625989	0.6857142857142857	112.8	96	5344.8	4727	62.8	44	48.8	47
543	541	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9794941928146095	0.9857549857549858	0.8396189816111427	0.844179493916305	0.8652884153653251	0.8015872466872441	0.884967355351493	0.7789866808940379	0.8047784193548363	0.953244322524878	0.9893963699182837	0.9927068139195666	0.6898415933040015	0.6956521739130435	0.9869445168098515	0.9961942202333653	0.7436323139207988	0.6069802731411229	0.9853169666649523	0.9985328023475163	0.784617744038034	0.5594405594405595	0.9935111164593369	0.9869484151646986	0.6160457222503357	0.9195402298850575	126.8	80	5328.2	4764	79.4	7	34.8	63
544	542	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9799613595780438	0.9814814814814815	0.8301319237562848	0.8344557211793865	0.8372823689337604	0.8324051669004154	0.843188965262444	0.8310531430422439	0.8219410024944503	0.8379346459991621	0.98966409597028	0.9904662126767941	0.6705997515422896	0.6784452296819788	0.9888958692672654	0.9906530304300444	0.6856688686002558	0.6741573033707865	0.988386978910748	0.9907776147558164	0.69799095161414	0.6713286713286714	0.9909576211263016	0.9901550062840385	0.6529243838625989	0.6857142857142857	112.8	96	5344.8	4727	62.8	44	48.8	47
545	543	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9794941928146095	0.9857549857549858	0.8396189816111427	0.844179493916305	0.8652884153653251	0.8015872466872441	0.884967355351493	0.7789866808940379	0.8047784193548363	0.953244322524878	0.9893963699182837	0.9927068139195666	0.6898415933040015	0.6956521739130435	0.9869445168098515	0.9961942202333653	0.7436323139207988	0.6069802731411229	0.9853169666649523	0.9985328023475163	0.784617744038034	0.5594405594405595	0.9935111164593369	0.9869484151646986	0.6160457222503357	0.9195402298850575	126.8	80	5328.2	4764	79.4	7	34.8	63
546	544	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9835524171540777	0.9837199837199837	0.8498696756619195	0.8476668759154635	0.8438132842145611	0.836084620068922	0.8402478171540032	0.8288142375335836	0.8621305840889502	0.8690021695898833	0.991537054294294	0.9916300481272232	0.7082022970295447	0.7037037037037037	0.9920428601606645	0.9926270369904906	0.6955837082684577	0.6795422031473534	0.9923812259037431	0.9932928107315029	0.6881144084042635	0.6643356643356644	0.990698675134395	0.9899728431167746	0.7335624930435054	0.7480314960629921	111.2	95	5366.4	4739	41.2	32	50.4	48
547	545	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9855633438891168	0.9867724867724867	0.8710044294464353	0.857127840635882	0.8689278600302609	0.8154847231608375	0.86767616875591	0.7930774947123721	0.8750130403692815	0.9605514096185739	0.9925673554449805	0.993225638353309	0.74944150344789	0.721030042918455	0.9927217068480456	0.9965283587083821	0.7451340132124763	0.6344410876132931	0.9928249239699142	0.9987424020121568	0.7425274135419062	0.5874125874125874	0.99231136694053	0.9877694859038143	0.7577147137980329	0.9333333333333333	120.0	84	5368.8	4765	38.8	6	41.6	59
548	546	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9835524171540777	0.9837199837199837	0.8498696756619195	0.8476668759154635	0.8438132842145611	0.836084620068922	0.8402478171540032	0.8288142375335836	0.8621305840889502	0.8690021695898833	0.991537054294294	0.9916300481272232	0.7082022970295447	0.7037037037037037	0.9920428601606645	0.9926270369904906	0.6955837082684577	0.6795422031473534	0.9923812259037431	0.9932928107315029	0.6881144084042635	0.6643356643356644	0.990698675134395	0.9899728431167746	0.7335624930435054	0.7480314960629921	111.2	95	5366.4	4739	41.2	32	50.4	48
549	547	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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', 'scaling_method': 'minmax_scaling'}	0.9855633438891168	0.9867724867724867	0.8710044294464353	0.857127840635882	0.8689278600302609	0.8154847231608375	0.86767616875591	0.7930774947123721	0.8750130403692815	0.9605514096185739	0.9925673554449805	0.993225638353309	0.74944150344789	0.721030042918455	0.9927217068480456	0.9965283587083821	0.7451340132124763	0.6344410876132931	0.9928249239699142	0.9987424020121568	0.7425274135419062	0.5874125874125874	0.99231136694053	0.9877694859038143	0.7577147137980329	0.9333333333333333	120.0	84	5368.8	4765	38.8	6	41.6	59
550	548	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9833010384170129	0.9824989824989825	0.848805004011021	0.8385649607532444	0.8444517535674418	0.830154612739243	0.8419109066022008	0.8247937348754787	0.8576424243473367	0.8536563177794128	0.9914057286412463	0.9909985346451748	0.7062042793807956	0.6861313868613139	0.9917685773188971	0.9917459253362383	0.6971349298159866	0.6685633001422475	0.9920113692200445	0.9922448124083001	0.6918104439843569	0.6573426573426573	0.9908045436270708	0.9897553836504286	0.7244803050676027	0.7175572519083969	111.8	94	5364.4	4734	43.2	37	49.8	49
551	549	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9846655811070064	0.9865689865689866	0.8656036393990707	0.8555347091932457	0.8675528533417403	0.814922530688772	0.8690179030535911	0.7929726948800518	0.8629765097462021	0.955421936554012	0.9921003840936589	0.9931207004377736	0.7391068947044828	0.717948717948718	0.9919135165806361	0.9963608984816162	0.7431921901028445	0.6334841628959276	0.9917893526143515	0.9985328023475163	0.7462464534928304	0.5874125874125874	0.9924134910170768	0.9877669500311009	0.7335395284753274	0.9230769230769231	120.6	84	5363.2	4764	44.4	7	41.0	59
552	550	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9833010384170129	0.9824989824989825	0.848805004011021	0.8385649607532444	0.8444517535674418	0.830154612739243	0.8419109066022008	0.8247937348754787	0.8576424243473367	0.8536563177794128	0.9914057286412463	0.9909985346451748	0.7062042793807956	0.6861313868613139	0.9917685773188971	0.9917459253362383	0.6971349298159866	0.6685633001422475	0.9920113692200445	0.9922448124083001	0.6918104439843569	0.6573426573426573	0.9908045436270708	0.9897553836504286	0.7244803050676027	0.7175572519083969	111.8	94	5364.4	4734	43.2	37	49.8	49
553	551	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9846655811070064	0.9865689865689866	0.8656036393990707	0.8555347091932457	0.8675528533417403	0.814922530688772	0.8690179030535911	0.7929726948800518	0.8629765097462021	0.955421936554012	0.9921003840936589	0.9931207004377736	0.7391068947044828	0.717948717948718	0.9919135165806361	0.9963608984816162	0.7431921901028445	0.6334841628959276	0.9917893526143515	0.9985328023475163	0.7462464534928304	0.5874125874125874	0.9924134910170768	0.9877669500311009	0.7335395284753274	0.9230769230769231	120.6	84	5363.2	4764	44.4	7	41.0	59
554	552	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.983588375377547	0.9839234839234839	0.8520562127300944	0.8479285580818141	0.8479664860854518	0.8341042628974531	0.8456669424810421	0.8255273337017206	0.8607228379585589	0.8739174355175432	0.9915523312253033	0.9917372659763624	0.7125600942348854	0.704119850187266	0.9918715190217583	0.992921169473067	0.7040614531491453	0.6752873563218391	0.9920853610758791	0.9937120100607839	0.6992485238862051	0.6573426573426573	0.9910245442537502	0.9897703549060543	0.7304211316633678	0.7580645161290323	113.0	94	5364.8	4741	42.8	30	48.6	49
555	553	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9854915241560664	0.986975986975987	0.8710843485653779	0.8610706662331604	0.8699998410733224	0.8215303999383525	0.8694470466527807	0.7999657018730588	0.8735840483355085	0.9564539548079303	0.9925290272996655	0.9933277731442869	0.7496396698310902	0.7288135593220338	0.9925953504457532	0.9964442585233215	0.7474043317008918	0.6466165413533834	0.992639971689121	0.9985328023475163	0.7462541216164404	0.6013986013986014	0.9924201115824139	0.9881767268201618	0.7547479850886031	0.9247311827956989	120.6	86	5367.8	4764	39.8	7	41.0	57
556	554	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.983588375377547	0.9839234839234839	0.8520562127300944	0.8479285580818141	0.8479664860854518	0.8341042628974531	0.8456669424810421	0.8255273337017206	0.8607228379585589	0.8739174355175432	0.9915523312253033	0.9917372659763624	0.7125600942348854	0.704119850187266	0.9918715190217583	0.992921169473067	0.7040614531491453	0.6752873563218391	0.9920853610758791	0.9937120100607839	0.6992485238862051	0.6573426573426573	0.9910245442537502	0.9897703549060543	0.7304211316633678	0.7580645161290323	113.0	94	5364.8	4741	42.8	30	48.6	49
557	555	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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': 'minmax_scaling'}	0.9854915241560664	0.986975986975987	0.8710843485653779	0.8610706662331604	0.8699998410733224	0.8215303999383525	0.8694470466527807	0.7999657018730588	0.8735840483355085	0.9564539548079303	0.9925290272996655	0.9933277731442869	0.7496396698310902	0.7288135593220338	0.9925953504457532	0.9964442585233215	0.7474043317008918	0.6466165413533834	0.992639971689121	0.9985328023475163	0.7462541216164404	0.6013986013986014	0.9924201115824139	0.9881767268201618	0.7547479850886031	0.9247311827956989	120.6	86	5367.8	4764	39.8	7	41.0	57
558	556	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9830855598750843	0.9822954822954822	0.8485731374370568	0.8372646384286706	0.8464602774681577	0.8295958067010505	0.8454003849383904	0.8246889350431584	0.8535492049649094	0.8509372267214175	0.9912917933429395	0.9908929132209777	0.7058544815311742	0.6836363636363636	0.9914567439978346	0.9915779770384647	0.7014638109384806	0.6676136363636364	0.991567582237796	0.9920352127436596	0.6992331876389849	0.6573426573426573	0.9910203572613436	0.9897532413216228	0.716078052668475	0.7121212121212122	113.0	94	5362.0	4733	45.6	38	48.6	49
559	557	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'minmax_scaling'}	0.984270562903841	0.9867724867724867	0.8628939161474248	0.8583142406586364	0.8663635814308487	0.818231408861414	0.8688221346118459	0.7964691983765553	0.8576477444148107	0.9559424197067787	0.9918955788080025	0.9932242259981237	0.7338922534868472	0.723404255319149	0.991587500266875	0.9964025767589726	0.7411396625948223	0.6400602409638554	0.9913824794836412	0.9985328023475163	0.7462617897400508	0.5944055944055944	0.9924105064442038	0.9879717959352966	0.7228849823854175	0.9239130434782609	120.6	85	5361.0	4764	46.6	7	41.0	58
560	558	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9830855598750843	0.9822954822954822	0.8485731374370568	0.8372646384286706	0.8464602774681577	0.8295958067010505	0.8454003849383904	0.8246889350431584	0.8535492049649094	0.8509372267214175	0.9912917933429395	0.9908929132209777	0.7058544815311742	0.6836363636363636	0.9914567439978346	0.9915779770384647	0.7014638109384806	0.6676136363636364	0.991567582237796	0.9920352127436596	0.6992331876389849	0.6573426573426573	0.9910203572613436	0.9897532413216228	0.716078052668475	0.7121212121212122	113.0	94	5362.0	4733	45.6	38	48.6	49
561	559	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.984270562903841	0.9867724867724867	0.8628939161474248	0.8583142406586364	0.8663635814308487	0.818231408861414	0.8688221346118459	0.7964691983765553	0.8576477444148107	0.9559424197067787	0.9918955788080025	0.9932242259981237	0.7338922534868472	0.723404255319149	0.991587500266875	0.9964025767589726	0.7411396625948223	0.6400602409638554	0.9913824794836412	0.9985328023475163	0.7462617897400508	0.5944055944055944	0.9924105064442038	0.9879717959352966	0.7228849823854175	0.9239130434782609	120.6	85	5361.0	4764	46.6	7	41.0	58
562	560	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9833369515073344	0.9833129833129833	0.8491606548878959	0.8449742077659863	0.8449511937817779	0.8349473400609329	0.8425358620962772	0.8286046378689431	0.8579307087797374	0.8632013802823746	0.9914240723400864	0.9914190037672667	0.7068972374357056	0.6985294117647058	0.99177586823364	0.9922912564414094	0.6981265193299155	0.6776034236804565	0.9920113760597429	0.9928736114022217	0.6930603481328119	0.6643356643356644	0.9908416432303454	0.9899686520376175	0.7250197743291297	0.7364341085271318	112.0	95	5364.4	4737	43.2	34	49.6	48
563	561	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, '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', 'scaling_method': 'minmax_scaling'}	0.9856710767124885	0.9861619861619861	0.8734046087280125	0.8511569731081927	0.8734769346460363	0.8110472197412031	0.8737387338615876	0.789371391551228	0.8741365673411835	0.9498237611445158	0.992620118194254	0.9929122368146759	0.7541890992617709	0.7094017094017094	0.9925873606073452	0.9961517547161919	0.7543665086847271	0.6259426847662142	0.9925660345508727	0.9983232026828757	0.7549114331723027	0.5804195804195804	0.9926767644589931	0.9875596102011196	0.7555963702233738	0.9120879120879121	122.0	83	5367.4	4763	40.2	8	39.6	60
564	562	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9833369515073344	0.9833129833129833	0.8491606548878959	0.8449742077659863	0.8449511937817779	0.8349473400609329	0.8425358620962772	0.8286046378689431	0.8579307087797374	0.8632013802823746	0.9914240723400864	0.9914190037672667	0.7068972374357056	0.6985294117647058	0.99177586823364	0.9922912564414094	0.6981265193299155	0.6776034236804565	0.9920113760597429	0.9928736114022217	0.6930603481328119	0.6643356643356644	0.9908416432303454	0.9899686520376175	0.7250197743291297	0.7364341085271318	112.0	95	5364.4	4737	43.2	34	49.6	48
565	563	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', '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': 'minmax_scaling'}	0.9856710767124885	0.9861619861619861	0.8734046087280125	0.8511569731081927	0.8734769346460363	0.8110472197412031	0.8737387338615876	0.789371391551228	0.8741365673411835	0.9498237611445158	0.992620118194254	0.9929122368146759	0.7541890992617709	0.7094017094017094	0.9925873606073452	0.9961517547161919	0.7543665086847271	0.6259426847662142	0.9925660345508727	0.9983232026828757	0.7549114331723027	0.5804195804195804	0.9926767644589931	0.9875596102011196	0.7555963702233738	0.9120879120879121	122.0	83	5367.4	4763	40.2	8	39.6	60
566	564	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.983516523406534	0.9833129833129833	0.8515404706773321	0.8449742077659863	0.8481204622728502	0.8349473400609329	0.8462325734412868	0.8286046378689431	0.8588998834020932	0.8632013802823746	0.9915151761413726	0.9914190037672667	0.7115657652132914	0.6985294117647058	0.991790121300992	0.9922912564414094	0.7044508032447083	0.6776034236804565	0.9919743869715238	0.9928736114022217	0.7004907599110497	0.6643356643356644	0.9910608050283439	0.9899686520376175	0.7267389617758427	0.7364341085271318	113.2	95	5364.2	4737	43.4	34	48.4	48
567	565	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9846296809118702	0.985958485958486	0.8651181011348861	0.8483357077519362	0.8669854271505477	0.8077227180526358	0.8684198030913954	0.7858748880547246	0.8627467335681394	0.9492330016583748	0.9920821956684897	0.9928087545596664	0.7381540066012824	0.703862660944206	0.991906229423502	0.9961100886732475	0.7420646248775933	0.6193353474320241	0.9917893799731446	0.9983232026828757	0.7450502262096464	0.5734265734265734	0.9923773201896854	0.9873548922056384	0.7331161469465931	0.9111111111111111	120.4	82	5363.2	4763	44.4	8	41.2	61
568	566	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.983516523406534	0.9833129833129833	0.8515404706773321	0.8449742077659863	0.8481204622728502	0.8349473400609329	0.8462325734412868	0.8286046378689431	0.8588998834020932	0.8632013802823746	0.9915151761413726	0.9914190037672667	0.7115657652132914	0.6985294117647058	0.991790121300992	0.9922912564414094	0.7044508032447083	0.6776034236804565	0.9919743869715238	0.9928736114022217	0.7004907599110497	0.6643356643356644	0.9910608050283439	0.9899686520376175	0.7267389617758427	0.7364341085271318	113.2	95	5364.2	4737	43.4	34	48.4	48
569	567	LGBMClassifier	{'boosting_type': 'dart', 'objective': 'binary', 'learning_rate': 0.1, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9846296809118702	0.985958485958486	0.8651181011348861	0.8483357077519362	0.8669854271505477	0.8077227180526358	0.8684198030913954	0.7858748880547246	0.8627467335681394	0.9492330016583748	0.9920821956684897	0.9928087545596664	0.7381540066012824	0.703862660944206	0.991906229423502	0.9961100886732475	0.7420646248775933	0.6193353474320241	0.9917893799731446	0.9983232026828757	0.7450502262096464	0.5734265734265734	0.9923773201896854	0.9873548922056384	0.7331161469465931	0.9111111111111111	120.4	82	5363.2	4763	44.4	8	41.2	61
570	568	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': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9834806038686199	0.9843304843304843	0.8512855470668885	0.8528497054684058	0.8480181847087479	0.8403417198314602	0.8462064073537181	0.8325203406947277	0.858309333056251	0.8760442773600667	0.9914965917634699	0.9919447640966629	0.7110745023703071	0.7137546468401487	0.9917605255166926	0.9930043565683646	0.7042758439008032	0.6876790830945558	0.9919373910436065	0.9937120100607839	0.7004754236638295	0.6713286713286714	0.9910603344259477	0.9901837928153717	0.7255583316865546	0.7619047619047619	113.2	96	5364.0	4741	43.6	30	48.4	47
571	569	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': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9853478460044108	0.9857549857549858	0.8703618287917931	0.844179493916305	0.87001928578087	0.8015872466872441	0.8699680443401402	0.7789866808940379	0.8716306461846723	0.953244322524878	0.9924540326396303	0.9927068139195666	0.7482696249439559	0.6956521739130435	0.9924543945498291	0.9961942202333653	0.7475841770119106	0.6069802731411229	0.9924550672862157	0.9985328023475163	0.7474810213940649	0.5594405594405595	0.9924551566468969	0.9869484151646986	0.750806135722448	0.9195402298850575	120.8	80	5366.8	4764	40.8	7	40.8	63
572	570	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': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9834806038686199	0.9843304843304843	0.8512855470668885	0.8528497054684058	0.8480181847087479	0.8403417198314602	0.8462064073537181	0.8325203406947277	0.858309333056251	0.8760442773600667	0.9914965917634699	0.9919447640966629	0.7110745023703071	0.7137546468401487	0.9917605255166926	0.9930043565683646	0.7042758439008032	0.6876790830945558	0.9919373910436065	0.9937120100607839	0.7004754236638295	0.6713286713286714	0.9910603344259477	0.9901837928153717	0.7255583316865546	0.7619047619047619	113.2	96	5364.0	4741	43.6	30	48.4	47
573	571	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': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9853478460044108	0.9857549857549858	0.8703618287917931	0.844179493916305	0.87001928578087	0.8015872466872441	0.8699680443401402	0.7789866808940379	0.8716306461846723	0.953244322524878	0.9924540326396303	0.9927068139195666	0.7482696249439559	0.6956521739130435	0.9924543945498291	0.9961942202333653	0.7475841770119106	0.6069802731411229	0.9924550672862157	0.9985328023475163	0.7474810213940649	0.5594405594405595	0.9924551566468969	0.9869484151646986	0.750806135722448	0.9195402298850575	120.8	80	5366.8	4764	40.8	7	40.8	63
574	572	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9835165427493114	0.9824989824989825	0.8521403222035314	0.8408211232061471	0.8494534008316268	0.8352090709217592	0.8480366234638168	0.8315771422038452	0.8581806266379903	0.8506382088302993	0.9915141370423601	0.9909947643979058	0.7127665073647025	0.6906474820143885	0.9917231637222665	0.9914931064828395	0.7071836379409875	0.6789250353606789	0.9918634470656601	0.9918256130790191	0.7042097998619737	0.6713286713286714	0.99116948529362	0.9901653065494873	0.7251917679823607	0.7111111111111111	113.8	96	5363.6	4732	44.0	39	47.8	47
575	573	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9842346369183346	0.985958485958486	0.8634886612207634	0.8495951170068601	0.867946295717261	0.8104921358654731	0.8712064829166234	0.7892665917189078	0.857086765694374	0.9448654716606857	0.9918751689528973	0.9928072552903159	0.7351021534886294	0.7063829787234043	0.9914681678694015	0.9959842717309462	0.7444244235651206	0.625	0.9911975682410376	0.9981136030182352	0.7512153975922093	0.5804195804195804	0.9925564529727492	0.987557030277893	0.7216170784159989	0.9021739130434783	121.4	83	5360.0	4762	47.6	9	40.2	60
576	574	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9835165427493114	0.9824989824989825	0.8521403222035314	0.8408211232061471	0.8494534008316268	0.8352090709217592	0.8480366234638168	0.8315771422038452	0.8581806266379903	0.8506382088302993	0.9915141370423601	0.9909947643979058	0.7127665073647025	0.6906474820143885	0.9917231637222665	0.9914931064828395	0.7071836379409875	0.6789250353606789	0.9918634470656601	0.9918256130790191	0.7042097998619737	0.6713286713286714	0.99116948529362	0.9901653065494873	0.7251917679823607	0.7111111111111111	113.8	96	5363.6	4732	44.0	39	47.8	47
577	575	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9842346369183346	0.985958485958486	0.8634886612207634	0.8495951170068601	0.867946295717261	0.8104921358654731	0.8712064829166234	0.7892665917189078	0.857086765694374	0.9448654716606857	0.9918751689528973	0.9928072552903159	0.7351021534886294	0.7063829787234043	0.9914681678694015	0.9959842717309462	0.7444244235651206	0.625	0.9911975682410376	0.9981136030182352	0.7512153975922093	0.5804195804195804	0.9925564529727492	0.987557030277893	0.7216170784159989	0.9021739130434783	121.4	83	5360.0	4762	47.6	9	40.2	60
578	576	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.981505300082239	0.9794464794464794	0.836698420469452	0.8211653149048361	0.8368640572484407	0.8244103773584905	0.8374011281805356	0.826613441054858	0.8380591658032334	0.8159102766215649	0.9904739739182065	0.9894096676103596	0.6829228670206975	0.6529209621993127	0.9904192486587196	0.9890985324947589	0.6833088658381621	0.6597222222222222	0.990383883536901	0.9888912177740515	0.68441837282417	0.6643356643356644	0.9905696652791459	0.9899286613512379	0.6855486663273209	0.6418918918918919	110.6	95	5355.6	4718	52.0	53	51.0	48
579	577	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9841268589618151	0.9853479853479854	0.8639834420555619	0.8397274794567708	0.8709826094524544	0.7976890655909189	0.8759451827966537	0.775385377565214	0.8533760305638172	0.947393612081467	0.99181707436968	0.9924984371744113	0.736149809741444	0.6869565217391305	0.9912008320841087	0.9959851114549789	0.7507643868208003	0.5993930197268589	0.9907907566676115	0.9983232026828757	0.7610996089256957	0.5524475524475524	0.9928471671026097	0.9867412471514398	0.7139048940250246	0.9080459770114943	123.0	79	5357.8	4763	49.8	8	38.6	64
580	578	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.981505300082239	0.9794464794464794	0.836698420469452	0.8211653149048361	0.8368640572484407	0.8244103773584905	0.8374011281805356	0.826613441054858	0.8380591658032334	0.8159102766215649	0.9904739739182065	0.9894096676103596	0.6829228670206975	0.6529209621993127	0.9904192486587196	0.9890985324947589	0.6833088658381621	0.6597222222222222	0.990383883536901	0.9888912177740515	0.68441837282417	0.6643356643356644	0.9905696652791459	0.9899286613512379	0.6855486663273209	0.6418918918918919	110.6	95	5355.6	4718	52.0	53	51.0	48
581	579	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'yeo_johnson'}	0.9841268589618151	0.9853479853479854	0.8639834420555619	0.8397274794567708	0.8709826094524544	0.7976890655909189	0.8759451827966537	0.775385377565214	0.8533760305638172	0.947393612081467	0.99181707436968	0.9924984371744113	0.736149809741444	0.6869565217391305	0.9912008320841087	0.9959851114549789	0.7507643868208003	0.5993930197268589	0.9907907566676115	0.9983232026828757	0.7610996089256957	0.5524475524475524	0.9928471671026097	0.9867412471514398	0.7139048940250246	0.9080459770114943	123.0	79	5357.8	4763	49.8	8	38.6	64
582	580	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.979027348430801	0.9768009768009768	0.8222145357983187	0.8027437199377452	0.8300676316605731	0.8100145720563929	0.8361213107889901	0.8150759322421448	0.8117998399332	0.7914159250045754	0.9891833867736863	0.9880377754459602	0.6552456848229514	0.6174496644295302	0.988371114309247	0.9872918676341065	0.6717641490118994	0.6327372764786795	0.9878319168774207	0.9867952211276462	0.6844107047005598	0.6433566433566433	0.9905465106344742	0.9892834629123766	0.6330531692319257	0.5935483870967742	110.6	92	5341.8	4708	65.8	63	51.0	51
583	581	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9826185220635004	0.985958485958486	0.8541497463016519	0.8470544772514138	0.8653357559043553	0.8049361241017452	0.8733644371582059	0.7824831843905413	0.8374641835298224	0.953803733564405	0.9910333956229834	0.9928102532041263	0.7172660969803206	0.7012987012987013	0.9900214409957899	0.9962358845671268	0.7406500708129207	0.6136363636363636	0.9893483053416402	0.9985328023475163	0.7573805689747718	0.5664335664335665	0.99272602051409	0.9871529216742644	0.6822023465455546	0.9204545454545454	122.4	81	5350.0	4764	57.6	7	39.2	62
584	582	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.979027348430801	0.9768009768009768	0.8222145357983187	0.8027437199377452	0.8300676316605731	0.8100145720563929	0.8361213107889901	0.8150759322421448	0.8117998399332	0.7914159250045754	0.9891833867736863	0.9880377754459602	0.6552456848229514	0.6174496644295302	0.988371114309247	0.9872918676341065	0.6717641490118994	0.6327372764786795	0.9878319168774207	0.9867952211276462	0.6844107047005598	0.6433566433566433	0.9905465106344742	0.9892834629123766	0.6330531692319257	0.5935483870967742	110.6	92	5341.8	4708	65.8	63	51.0	51
585	583	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9826185220635004	0.985958485958486	0.8541497463016519	0.8470544772514138	0.8653357559043553	0.8049361241017452	0.8733644371582059	0.7824831843905413	0.8374641835298224	0.953803733564405	0.9910333956229834	0.9928102532041263	0.7172660969803206	0.7012987012987013	0.9900214409957899	0.9962358845671268	0.7406500708129207	0.6136363636363636	0.9893483053416402	0.9985328023475163	0.7573805689747718	0.5664335664335665	0.99272602051409	0.9871529216742644	0.6822023465455546	0.9204545454545454	122.4	81	5350.0	4764	57.6	7	39.2	62
586	584	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9814693676491402	0.9782254782254782	0.8381432942304263	0.8117952361606512	0.8402928481764841	0.816193579651737	0.8421767761105953	0.8192012347325699	0.8362695850689104	0.804752308984047	0.9904522785795706	0.9887781856318826	0.685834309881282	0.6348122866894198	0.990210788150115	0.9883428379738343	0.6903749082028532	0.6440443213296398	0.9900509680635337	0.9880528191154894	0.6943025841576567	0.6503496503496503	0.9908594682693292	0.9895046179680941	0.6816797018684914	0.62	112.2	93	5353.8	4714	53.8	57	49.4	50
587	585	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9842345788900018	0.9853479853479854	0.8652417583292291	0.8397274794567708	0.8725819443315703	0.7976890655909189	0.8778085231545243	0.775385377565214	0.8541700105949037	0.947393612081467	0.9918719101169946	0.9924984371744113	0.7386116065414633	0.6869565217391305	0.9912226869992798	0.9959851114549789	0.7539412016638611	0.5993930197268589	0.9907907293088185	0.9983232026828757	0.7648263170002301	0.5524475524475524	0.9929573949120407	0.9867412471514398	0.7153826262777668	0.9080459770114943	123.6	79	5357.8	4763	49.8	8	38.0	64
588	586	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9814693676491402	0.9782254782254782	0.8381432942304263	0.8117952361606512	0.8402928481764841	0.816193579651737	0.8421767761105953	0.8192012347325699	0.8362695850689104	0.804752308984047	0.9904522785795706	0.9887781856318826	0.685834309881282	0.6348122866894198	0.990210788150115	0.9883428379738343	0.6903749082028532	0.6440443213296398	0.9900509680635337	0.9880528191154894	0.6943025841576567	0.6503496503496503	0.9908594682693292	0.9895046179680941	0.6816797018684914	0.62	112.2	93	5353.8	4714	53.8	57	49.4	50
589	587	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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': 'yeo_johnson'}	0.9842345788900018	0.9853479853479854	0.8652417583292291	0.8397274794567708	0.8725819443315703	0.7976890655909189	0.8778085231545243	0.775385377565214	0.8541700105949037	0.947393612081467	0.9918719101169946	0.9924984371744113	0.7386116065414633	0.6869565217391305	0.9912226869992798	0.9959851114549789	0.7539412016638611	0.5993930197268589	0.9907907293088185	0.9983232026828757	0.7648263170002301	0.5524475524475524	0.9929573949120407	0.9867412471514398	0.7153826262777668	0.9080459770114943	123.6	79	5357.8	4763	49.8	8	38.0	64
590	588	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9791351070445428	0.9765974765974766	0.8240361005927305	0.8003643612708768	0.8330219387847825	0.8069861122086953	0.8397848636877366	0.8115794287456413	0.8116045490260465	0.7899923605805959	0.9892374363869602	0.9879341097471409	0.658834764798501	0.6127946127946128	0.9883262288885509	0.9872504613319912	0.6777176486810138	0.6267217630853994	0.9877209427730653	0.9867952211276462	0.6918487846024077	0.6363636363636364	0.9907649161493783	0.9890756302521009	0.6324441819027148	0.5909090909090909	111.8	91	5341.2	4708	66.4	63	49.8	52
591	589	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'yeo_johnson'}	0.9824389695070783	0.985958485958486	0.8536984063519919	0.8470544772514138	0.8664621581714274	0.8049361241017452	0.8756748038666965	0.7824831843905413	0.834814872677837	0.953803733564405	0.9909386246437208	0.9928102532041263	0.7164581880602632	0.7012987012987013	0.9897836000169928	0.9962358845671268	0.7431407163258621	0.6136363636363636	0.9890154309064625	0.9985328023475163	0.7623341768269304	0.5664335664335665	0.9928710952898692	0.9871529216742644	0.6767586500658048	0.9204545454545454	123.2	81	5348.2	4764	59.4	7	38.4	62
592	590	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9791351070445428	0.9765974765974766	0.8240361005927305	0.8003643612708768	0.8330219387847825	0.8069861122086953	0.8397848636877366	0.8115794287456413	0.8116045490260465	0.7899923605805959	0.9892374363869602	0.9879341097471409	0.658834764798501	0.6127946127946128	0.9883262288885509	0.9872504613319912	0.6777176486810138	0.6267217630853994	0.9877209427730653	0.9867952211276462	0.6918487846024077	0.6363636363636364	0.9907649161493783	0.9890756302521009	0.6324441819027148	0.5909090909090909	111.8	91	5341.2	4708	66.4	63	49.8	52
593	591	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9824389695070783	0.985958485958486	0.8536984063519919	0.8470544772514138	0.8664621581714274	0.8049361241017452	0.8756748038666965	0.7824831843905413	0.834814872677837	0.953803733564405	0.9909386246437208	0.9928102532041263	0.7164581880602632	0.7012987012987013	0.9897836000169928	0.9962358845671268	0.7431407163258621	0.6136363636363636	0.9890154309064625	0.9985328023475163	0.7623341768269304	0.5664335664335665	0.9928710952898692	0.9871529216742644	0.6767586500658048	0.9204545454545454	123.2	81	5348.2	4764	59.4	7	38.4	62
594	592	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9818644374330457	0.978021978021978	0.8405469799790748	0.8094057414728326	0.841795083105753	0.8131520851050318	0.8430020098731379	0.8157047312360663	0.8399101995173689	0.8033733107037473	0.9906578879615093	0.9886744966442953	0.69043607199664	0.6301369863013698	0.9905150919705654	0.9883013962849595	0.6930750742409405	0.6380027739251041	0.9904208589457234	0.9880528191154894	0.6955831608005522	0.6433566433566433	0.9908997459582218	0.9892969569779643	0.6889206530765162	0.6174496644295302	112.4	92	5355.8	4714	51.8	57	49.2	51
595	593	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'yeo_johnson'}	0.9842345788900019	0.9855514855514855	0.8655842005155465	0.8412798640324161	0.8734156904886079	0.7982282553760953	0.8790099497087415	0.7754901773975343	0.853826353944541	0.9526743222673937	0.9918712272667841	0.9926033961871028	0.7392971737643089	0.6899563318777293	0.9911779815163081	0.9961525593844095	0.7556533994609076	0.6003039513677811	0.9907167784911735	0.9985328023475163	0.7673031209263093	0.5524475524475524	0.9930304981513812	0.9867439933719967	0.714622209737701	0.9186046511627907	124.0	79	5357.4	4764	50.2	7	37.6	64
596	594	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9818644374330457	0.978021978021978	0.8405469799790748	0.8094057414728326	0.841795083105753	0.8131520851050318	0.8430020098731379	0.8157047312360663	0.8399101995173689	0.8033733107037473	0.9906578879615093	0.9886744966442953	0.69043607199664	0.6301369863013698	0.9905150919705654	0.9883013962849595	0.6930750742409405	0.6380027739251041	0.9904208589457234	0.9880528191154894	0.6955831608005522	0.6433566433566433	0.9908997459582218	0.9892969569779643	0.6889206530765162	0.6174496644295302	112.4	92	5355.8	4714	51.8	57	49.2	51
597	595	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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': 'yeo_johnson'}	0.9842345788900019	0.9855514855514855	0.8655842005155465	0.8412798640324161	0.8734156904886079	0.7982282553760953	0.8790099497087415	0.7754901773975343	0.853826353944541	0.9526743222673937	0.9918712272667841	0.9926033961871028	0.7392971737643089	0.6899563318777293	0.9911779815163081	0.9961525593844095	0.7556533994609076	0.6003039513677811	0.9907167784911735	0.9985328023475163	0.7673031209263093	0.5524475524475524	0.9930304981513812	0.9867439933719967	0.714622209737701	0.9186046511627907	124.0	79	5357.4	4764	50.2	7	37.6	64
598	596	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9792069267775932	0.977004477004477	0.8230501775022534	0.8025477956145202	0.8301428408441065	0.8080200276822317	0.8356226485472433	0.8117890284102818	0.8137137631644199	0.793882214460974	0.9892773785589304	0.9881464386866674	0.656822976445576	0.6169491525423729	0.9885419695066731	0.9875870166904303	0.6717437121815402	0.6284530386740331	0.9880538240479414	0.9872144204569273	0.6831914730465456	0.6363636363636364	0.9905116260738829	0.9890802183956321	0.6369159002549571	0.5986842105263158	110.4	91	5343.0	4710	64.6	61	51.2	52
599	597	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9824389630594859	0.985958485958486	0.8531836919656023	0.8470544772514138	0.8652239762753231	0.8049361241017452	0.8738784219677767	0.7824831843905413	0.835265093991475	0.953803733564405	0.9909397001675009	0.9928102532041263	0.7154276837637035	0.7012987012987013	0.9898507153827547	0.9962358845671268	0.7405972371678914	0.6136363636363636	0.9891263708123263	0.9985328023475163	0.7586304731232267	0.5664335664335665	0.9927612899743868	0.9871529216742644	0.6777688980085632	0.9204545454545454	122.6	81	5348.8	4764	58.8	7	39.0	62
600	598	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9792069267775932	0.977004477004477	0.8230501775022534	0.8025477956145202	0.8301428408441065	0.8080200276822317	0.8356226485472433	0.8117890284102818	0.8137137631644199	0.793882214460974	0.9892773785589304	0.9881464386866674	0.656822976445576	0.6169491525423729	0.9885419695066731	0.9875870166904303	0.6717437121815402	0.6284530386740331	0.9880538240479414	0.9872144204569273	0.6831914730465456	0.6363636363636364	0.9905116260738829	0.9890802183956321	0.6369159002549571	0.5986842105263158	110.4	91	5343.0	4710	64.6	61	51.2	52
601	599	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9824389630594859	0.985958485958486	0.8531836919656023	0.8470544772514138	0.8652239762753231	0.8049361241017452	0.8738784219677767	0.7824831843905413	0.835265093991475	0.953803733564405	0.9909397001675009	0.9928102532041263	0.7154276837637035	0.7012987012987013	0.9898507153827547	0.9962358845671268	0.7405972371678914	0.6136363636363636	0.9891263708123263	0.9985328023475163	0.7586304731232267	0.5664335664335665	0.9927612899743868	0.9871529216742644	0.6777688980085632	0.9204545454545454	122.6	81	5348.8	4764	58.8	7	39.0	62
602	600	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9811461885218025	0.9782254782254782	0.8354144121421374	0.8105414722259155	0.8380456540990062	0.8136792452830188	0.8402178149948354	0.8158095310683866	0.8326127143936807	0.8054604121536559	0.9902856809685938	0.9887805389535493	0.680543143315681	0.6323024054982818	0.9900110663497541	0.9884696016771488	0.6860802418482583	0.6388888888888888	0.9898290814121076	0.98826241878013	0.6906065485775631	0.6433566433566433	0.9907477484881928	0.9892992026856903	0.6744776802991685	0.6216216216216216	111.6	92	5352.6	4715	55.0	56	50.0	51
603	601	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9838395413440587	0.985958485958486	0.8629521407788706	0.8470544772514138	0.8718341843302253	0.8049361241017452	0.8782038965147716	0.7824831843905413	0.8496882689674055	0.953803733564405	0.9916660735470476	0.9928102532041263	0.7342382080106938	0.7012987012987013	0.990873876218393	0.9962358845671268	0.7527944924420575	0.6136363636363636	0.9903469081280786	0.9985328023475163	0.7660608849014645	0.5664335664335665	0.9929910797111173	0.9871529216742644	0.7063854582236935	0.9204545454545454	123.8	81	5355.4	4764	52.2	7	37.8	62
604	602	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9811461885218025	0.9782254782254782	0.8354144121421374	0.8105414722259155	0.8380456540990062	0.8136792452830188	0.8402178149948354	0.8158095310683866	0.8326127143936807	0.8054604121536559	0.9902856809685938	0.9887805389535493	0.680543143315681	0.6323024054982818	0.9900110663497541	0.9884696016771488	0.6860802418482583	0.6388888888888888	0.9898290814121076	0.98826241878013	0.6906065485775631	0.6433566433566433	0.9907477484881928	0.9892992026856903	0.6744776802991685	0.6216216216216216	111.6	92	5352.6	4715	55.0	56	50.0	51
605	603	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9838395413440587	0.985958485958486	0.8629521407788706	0.8470544772514138	0.8718341843302253	0.8049361241017452	0.8782038965147716	0.7824831843905413	0.8496882689674055	0.953803733564405	0.9916660735470476	0.9928102532041263	0.7342382080106938	0.7012987012987013	0.990873876218393	0.9962358845671268	0.7527944924420575	0.6136363636363636	0.9903469081280786	0.9985328023475163	0.7660608849014645	0.5664335664335665	0.9929910797111173	0.9871529216742644	0.7063854582236935	0.9204545454545454	123.8	81	5355.4	4764	52.2	7	37.8	62
606	604	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9789555415929359	0.9755799755799756	0.8218306729422423	0.7950259519780649	0.8299200824227665	0.8044219231967021	0.8360881557625763	0.81105542958404	0.8109493568061941	0.780695593516259	0.9891460562483381	0.9874028973336133	0.6545152896361464	0.6026490066225165	0.9883118700250184	0.9864088258735685	0.6715282948205147	0.6224350205198358	0.9877579387009827	0.9857472228044435	0.68441837282417	0.6363636363636364	0.9905451919125756	0.9890641430073607	0.6313535216998125	0.5723270440251572	110.6	91	5341.4	4703	66.2	68	51.0	52
607	605	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'yeo_johnson'}	0.982331230236114	0.9855514855514855	0.8537795609015209	0.8412798640324161	0.8678249500858142	0.7982282553760953	0.8780260039847583	0.7754901773975343	0.8331838381117231	0.9526743222673937	0.9908809956372495	0.9926033961871028	0.7166781261657922	0.6899563318777293	0.9896050038979652	0.9961525593844095	0.7460448962736629	0.6003039513677811	0.9887565551668175	0.9985328023475163	0.7672954528026992	0.5524475524475524	0.9930165503611466	0.9867439933719967	0.6733511258622997	0.9186046511627907	124.0	79	5346.8	4764	60.8	7	37.6	64
608	606	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.5, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9789555415929359	0.9755799755799756	0.8218306729422423	0.7950259519780649	0.8299200824227665	0.8044219231967021	0.8360881557625763	0.81105542958404	0.8109493568061941	0.780695593516259	0.9891460562483381	0.9874028973336133	0.6545152896361464	0.6026490066225165	0.9883118700250184	0.9864088258735685	0.6715282948205147	0.6224350205198358	0.9877579387009827	0.9857472228044435	0.68441837282417	0.6363636363636364	0.9905451919125756	0.9890641430073607	0.6313535216998125	0.5723270440251572	110.6	91	5341.4	4703	66.2	68	51.0	52
609	607	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.03, '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', 'scaling_method': 'yeo_johnson'}	0.982331230236114	0.9855514855514855	0.8537795609015209	0.8412798640324161	0.8678249500858142	0.7982282553760953	0.8780260039847583	0.7754901773975343	0.8331838381117231	0.9526743222673937	0.9908809956372495	0.9926033961871028	0.7166781261657922	0.6899563318777293	0.9896050038979652	0.9961525593844095	0.7460448962736629	0.6003039513677811	0.9887565551668175	0.9985328023475163	0.7672954528026992	0.5524475524475524	0.9930165503611466	0.9867439933719967	0.6733511258622997	0.9186046511627907	124.0	79	5346.8	4764	60.8	7	37.6	64
610	608	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9848092205731073	0.9814814814814815	0.8589762414893855	0.8309761731340057	0.84888567306322	0.8248363721143135	0.8427067178095576	0.8208780320496942	0.8783243235365985	0.8417847998501218	0.9921878891719951	0.9904722018636792	0.725764593806776	0.6714801444043321	0.9930131661841634	0.9910325175997318	0.7047581799422767	0.6586402266288952	0.9935646510167075	0.991406413749738	0.6918487846024077	0.6503496503496503	0.9908176077591474	0.9895397489539749	0.7658310393140498	0.6940298507462687	111.8	93	5372.8	4730	34.8	41	49.8	50
611	609	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9872871013010274	0.9865689865689866	0.8823286201036854	0.8555347091932457	0.8719854638742026	0.814922530688772	0.8655621857016934	0.7929726948800518	0.901768972484992	0.955421936554012	0.993461718250926	0.9931207004377736	0.7711955219564448	0.717948717948718	0.9942551438815999	0.9963608984816162	0.7497157838668054	0.6334841628959276	0.9947851336148735	0.9985328023475163	0.7363392377885131	0.5874125874125874	0.9921434819450861	0.9877669500311009	0.8113944630248977	0.9230769230769231	119.0	84	5379.4	4764	28.2	7	42.6	59
612	610	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9848092205731073	0.9814814814814815	0.8589762414893855	0.8309761731340057	0.84888567306322	0.8248363721143135	0.8427067178095576	0.8208780320496942	0.8783243235365985	0.8417847998501218	0.9921878891719951	0.9904722018636792	0.725764593806776	0.6714801444043321	0.9930131661841634	0.9910325175997318	0.7047581799422767	0.6586402266288952	0.9935646510167075	0.991406413749738	0.6918487846024077	0.6503496503496503	0.9908176077591474	0.9895397489539749	0.7658310393140498	0.6940298507462687	111.8	93	5372.8	4730	34.8	41	49.8	50
613	611	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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', 'scaling_method': 'yeo_johnson'}	0.9872871013010274	0.9865689865689866	0.8823286201036854	0.8555347091932457	0.8719854638742026	0.814922530688772	0.8655621857016934	0.7929726948800518	0.901768972484992	0.955421936554012	0.993461718250926	0.9931207004377736	0.7711955219564448	0.717948717948718	0.9942551438815999	0.9963608984816162	0.7497157838668054	0.6334841628959276	0.9947851336148735	0.9985328023475163	0.7363392377885131	0.5874125874125874	0.9921434819450861	0.9877669500311009	0.8113944630248977	0.9230769230769231	119.0	84	5379.4	4764	28.2	7	42.6	59
614	612	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.98355232044019	0.9812779812779813	0.8500575862191104	0.8308965228320067	0.8439895387289947	0.8268217625482424	0.8402477521768696	0.824164935881557	0.8615060480473484	0.8379369515424426	0.9915370173213022	0.9903644742354419	0.7085781551169186	0.6714285714285714	0.9920430211262531	0.9907380243912661	0.6959360563317365	0.6629055007052186	0.9923810959494759	0.9909872144204569	0.6881144084042634	0.6573426573426573	0.990696625980579	0.9897425162235712	0.7323154701141182	0.6861313868613139	111.2	94	5366.4	4728	41.2	43	50.4	49
615	613	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9867843309317126	0.9861619861619861	0.8793050774214366	0.8499051328858289	0.872917869830569	0.8082749335304329	0.8688960327216988	0.7859796878870449	0.8910271616754353	0.9543529137800547	0.9932004859955903	0.9929137140475198	0.7654096688472828	0.7068965517241379	0.9937071231373326	0.9962775523861307	0.7521286165238052	0.6202723146747352	0.9940454202474767	0.9985328023475163	0.7437466451959205	0.5734265734265734	0.9923582390002654	0.9873575129533678	0.7896960843506051	0.9213483146067416	120.2	82	5375.4	4764	32.2	7	41.4	61
616	614	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.98355232044019	0.9812779812779813	0.8500575862191104	0.8308965228320067	0.8439895387289947	0.8268217625482424	0.8402477521768696	0.824164935881557	0.8615060480473484	0.8379369515424426	0.9915370173213022	0.9903644742354419	0.7085781551169186	0.6714285714285714	0.9920430211262531	0.9907380243912661	0.6959360563317365	0.6629055007052186	0.9923810959494759	0.9909872144204569	0.6881144084042634	0.6573426573426573	0.990696625980579	0.9897425162235712	0.7323154701141182	0.6861313868613139	111.2	94	5366.4	4728	41.2	43	50.4	49
617	615	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.1, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9867843309317126	0.9861619861619861	0.8793050774214366	0.8499051328858289	0.872917869830569	0.8082749335304329	0.8688960327216988	0.7859796878870449	0.8910271616754353	0.9543529137800547	0.9932004859955903	0.9929137140475198	0.7654096688472828	0.7068965517241379	0.9937071231373326	0.9962775523861307	0.7521286165238052	0.6202723146747352	0.9940454202474767	0.9985328023475163	0.7437466451959205	0.5734265734265734	0.9923582390002654	0.9873575129533678	0.7896960843506051	0.9213483146067416	120.2	82	5375.4	4764	32.2	7	41.4	61
618	616	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': 0.8, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9847373879448718	0.9812779812779813	0.8588880137848344	0.8273020510383544	0.8495963779282267	0.8191718080178915	0.8438634700527	0.8139898248890074	0.8764797259272502	0.8418923253954448	0.9921500661649982	0.990370525434373	0.7256259614046703	0.6642335766423357	0.9929093843506946	0.99111744249382	0.7062833715057586	0.647226173541963	0.9934166878241333	0.9916160134143785	0.6943102522812667	0.6363636363636364	0.9908888855078217	0.9891281622412712	0.7620705663466782	0.6946564885496184	112.2	91	5372.0	4731	35.6	40	49.4	52
619	617	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': 0.8, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9869279897405908	0.9857549857549858	0.8800070211500082	0.8467792370231395	0.8713317877465224	0.8071719087936342	0.865979880828157	0.7857700882224044	0.8964801544870952	0.9442255857350197	0.9932752896812305	0.9927037731915781	0.7667387526187858	0.7008547008547008	0.9939365163968559	0.9959426109507675	0.748727059096189	0.6184012066365008	0.9943782878429562	0.9981136030182352	0.737581473813358	0.5734265734265734	0.9921770435451644	0.9873522703711383	0.8007832654290261	0.9010989010989011	119.2	82	5377.2	4762	30.4	9	42.4	61
620	618	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': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9847373879448718	0.9812779812779813	0.8588880137848344	0.8273020510383544	0.8495963779282267	0.8191718080178915	0.8438634700527	0.8139898248890074	0.8764797259272502	0.8418923253954448	0.9921500661649982	0.990370525434373	0.7256259614046703	0.6642335766423357	0.9929093843506946	0.99111744249382	0.7062833715057586	0.647226173541963	0.9934166878241333	0.9916160134143785	0.6943102522812667	0.6363636363636364	0.9908888855078217	0.9891281622412712	0.7620705663466782	0.6946564885496184	112.2	91	5372.0	4731	35.6	40	49.4	52
621	619	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': 0.8, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9869279897405908	0.9857549857549858	0.8800070211500082	0.8467792370231395	0.8713317877465224	0.8071719087936342	0.865979880828157	0.7857700882224044	0.8964801544870952	0.9442255857350197	0.9932752896812305	0.9927037731915781	0.7667387526187858	0.7008547008547008	0.9939365163968559	0.9959426109507675	0.748727059096189	0.6184012066365008	0.9943782878429562	0.9981136030182352	0.737581473813358	0.5734265734265734	0.9921770435451644	0.9873522703711383	0.8007832654290261	0.9010989010989011	119.2	82	5377.2	4762	30.4	9	42.4	61
622	620	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': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9834804813643621	0.9812779812779813	0.8507603129017435	0.8308965228320067	0.8464393531557108	0.8268217625482424	0.8438265141580754	0.824164935881557	0.8591112487914316	0.8379369515424426	0.9914977045625243	0.9903644742354419	0.7100229212409623	0.6714285714285714	0.9918498111247581	0.9907380243912661	0.7010288951866637	0.6629055007052186	0.9920852037628191	0.9909872144204569	0.6955678245533318	0.6573426573426573	0.9909134754713816	0.9897425162235712	0.7273090221114815	0.6861313868613139	112.4	94	5364.8	4728	42.8	43	49.2	49
623	621	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': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9862456539196689	0.986975986975987	0.875485549583345	0.8599124452782989	0.870503914018359	0.8187978416363408	0.8674249005874881	0.7965739982088755	0.8848575622761288	0.9610201119635082	0.9929213831453477	0.9933291640608714	0.7580497160213424	0.7264957264957265	0.9933069938572288	0.9965700422470406	0.7477008341794893	0.6410256410256411	0.9935646236579144	0.9987424020121568	0.7412851775170616	0.5944055944055944	0.9922809165074431	0.9879742898610823	0.7774342080448144	0.9340659340659341	119.8	85	5372.8	4765	34.8	6	41.8	58
624	622	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': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9834804813643621	0.9812779812779813	0.8507603129017435	0.8308965228320067	0.8464393531557108	0.8268217625482424	0.8438265141580754	0.824164935881557	0.8591112487914316	0.8379369515424426	0.9914977045625243	0.9903644742354419	0.7100229212409623	0.6714285714285714	0.9918498111247581	0.9907380243912661	0.7010288951866637	0.6629055007052186	0.9920852037628191	0.9909872144204569	0.6955678245533318	0.6573426573426573	0.9909134754713816	0.9897425162235712	0.7273090221114815	0.6861313868613139	112.4	94	5364.8	4728	42.8	43	49.2	49
625	623	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': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9862456539196689	0.986975986975987	0.875485549583345	0.8599124452782989	0.870503914018359	0.8187978416363408	0.8674249005874881	0.7965739982088755	0.8848575622761288	0.9610201119635082	0.9929213831453477	0.9933291640608714	0.7580497160213424	0.7264957264957265	0.9933069938572288	0.9965700422470406	0.7477008341794893	0.6410256410256411	0.9935646236579144	0.9987424020121568	0.7412851775170616	0.5944055944055944	0.9922809165074431	0.9879742898610823	0.7774342080448144	0.9340659340659341	119.8	85	5372.8	4765	34.8	6	41.8	58
626	624	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9850247249054057	0.9812779812779813	0.8602361180191742	0.8285175879396984	0.8494785657065466	0.8217366302472686	0.842809982752113	0.8173815285531907	0.8805019614447398	0.8405310494391176	0.992300064851787	0.9903685092127303	0.7281721711865616	0.6666666666666666	0.9931912189101354	0.990990990990991	0.7057659125029575	0.6524822695035462	0.9937865171490387	0.991406413749738	0.6918334483551876	0.6433566433566433	0.9908195705708346	0.9893327755699645	0.7701843523186449	0.6917293233082706	111.8	92	5374.0	4730	33.6	41	49.8	51
627	625	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', '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', 'scaling_method': 'yeo_johnson'}	0.9868920637550843	0.985958485958486	0.8797112768491641	0.8470544772514138	0.8711904393065136	0.8049361241017452	0.8659537250001357	0.7824831843905413	0.8959906604025457	0.953803733564405	0.9932567139521631	0.9928102532041263	0.766165839746165	0.7012987012987013	0.9939068809918862	0.9962358845671268	0.748473997621141	0.6136363636363636	0.9943413124341337	0.9985328023475163	0.7375661375661375	0.5664335664335665	0.9921770322524159	0.9871529216742644	0.7998042885526757	0.9204545454545454	119.2	81	5377.0	4764	30.6	7	42.4	62
628	626	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 0.8, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9850247249054057	0.9812779812779813	0.8602361180191742	0.8285175879396984	0.8494785657065466	0.8217366302472686	0.842809982752113	0.8173815285531907	0.8805019614447398	0.8405310494391176	0.992300064851787	0.9903685092127303	0.7281721711865616	0.6666666666666666	0.9931912189101354	0.990990990990991	0.7057659125029575	0.6524822695035462	0.9937865171490387	0.991406413749738	0.6918334483551876	0.6433566433566433	0.9908195705708346	0.9893327755699645	0.7701843523186449	0.6917293233082706	111.8	92	5374.0	4730	33.6	41	49.8	51
629	627	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, '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': 'yeo_johnson'}	0.9868920637550843	0.985958485958486	0.8797112768491641	0.8470544772514138	0.8711904393065136	0.8049361241017452	0.8659537250001357	0.7824831843905413	0.8959906604025457	0.953803733564405	0.9932567139521631	0.9928102532041263	0.766165839746165	0.7012987012987013	0.9939068809918862	0.9962358845671268	0.748473997621141	0.6136363636363636	0.9943413124341337	0.9985328023475163	0.7375661375661375	0.5664335664335665	0.9921770322524159	0.9871529216742644	0.7998042885526757	0.9204545454545454	119.2	81	5377.0	4764	30.6	7	42.4	62
630	628	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9834445553788557	0.981074481074481	0.850412498805975	0.8296489329621162	0.8462988159689881	0.8262709113018429	0.8438041821323118	0.8240601360492368	0.858341743619176	0.8354498943995339	0.9914792984946968	0.9902587200167592	0.7093456991172531	0.6690391459074733	0.9918202832299734	0.9905699916177704	0.7007773487080032	0.6619718309859155	0.9920482078349018	0.9907776147558164	0.6955601564297218	0.6573426573426573	0.9909133914618146	0.9897403685092128	0.7257700957765376	0.6811594202898551	112.4	94	5364.6	4727	43.0	44	49.2	49
631	629	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.986640691465612	0.9863654863654864	0.8791537310077191	0.8527317741939091	0.8742915883191431	0.8116037206067368	0.8712287417155	0.7894761913835484	0.8880465271426916	0.9548922056384743	0.9931246227775153	0.9930171964564878	0.7651828392379227	0.7124463519313304	0.9934993444169022	0.9963192236908148	0.755083832221384	0.6268882175226587	0.993749562259311	0.9985328023475163	0.7487079211716894	0.5804195804195804	0.9925016958820251	0.9875621890547264	0.783591358403358	0.9222222222222223	121.0	83	5373.8	4764	33.8	7	40.6	60
632	630	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9834445553788557	0.981074481074481	0.850412498805975	0.8296489329621162	0.8462988159689881	0.8262709113018429	0.8438041821323118	0.8240601360492368	0.858341743619176	0.8354498943995339	0.9914792984946968	0.9902587200167592	0.7093456991172531	0.6690391459074733	0.9918202832299734	0.9905699916177704	0.7007773487080032	0.6619718309859155	0.9920482078349018	0.9907776147558164	0.6955601564297218	0.6573426573426573	0.9909133914618146	0.9897403685092128	0.7257700957765376	0.6811594202898551	112.4	94	5364.6	4727	43.0	44	49.2	49
633	631	LGBMClassifier	{'boosting_type': 'gbdt', 'objective': 'binary', 'learning_rate': 0.05, 'n_jobs': -1, 'num_leaves': 100, 'reg_lambda': 0.5, 'reg_alpha': 0.1, 'colsample_bytree': 1.0, 'subsample': 1.0, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.986640691465612	0.9863654863654864	0.8791537310077191	0.8527317741939091	0.8742915883191431	0.8116037206067368	0.8712287417155	0.7894761913835484	0.8880465271426916	0.9548922056384743	0.9931246227775153	0.9930171964564878	0.7651828392379227	0.7124463519313304	0.9934993444169022	0.9963192236908148	0.755083832221384	0.6268882175226587	0.993749562259311	0.9985328023475163	0.7487079211716894	0.5804195804195804	0.9925016958820251	0.9875621890547264	0.783591358403358	0.9222222222222223	121.0	83	5373.8	4764	33.8	7	40.6	60
634	632	LGBMClassifier	{'boosting_type': 'gbdt', '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': 0.8, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9845219416409059	0.9806674806674807	0.8570303760628125	0.8247747610795253	0.8480660780561056	0.8201022404248155	0.842566433000141	0.8170671290562299	0.8741455385893662	0.8328983330460691	0.9920389917838174	0.9900513142737459	0.7220217603418077	0.6594982078853047	0.9927761638395192	0.9904869667253373	0.7033559922726923	0.6497175141242938	0.9932687451506539	0.9907776147558164	0.6918641208496281	0.6433566433566433	0.9908148885646433	0.9893260778568439	0.7574761886140894	0.6764705882352942	111.8	92	5371.2	4727	36.4	44	49.8	51
635	633	LGBMClassifier	{'boosting_type': 'gbdt', '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': 0.8, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9867484307365763	0.9863654863654864	0.879034

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