Electrocardiogram/results/results_catboost_tuning.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	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9836959985918459	0.9818884818884819	0.8503833428328909	0.8311370850445974	0.8421460012891915	0.8208106409719313	0.8373086437903854	0.8143042243859682	0.8670305978904527	0.8500362385081488	0.9916120128599493	0.9906874542220362	0.7091546728058324	0.6715867158671587	0.9922722721012012	0.9916212819438626	0.692019730477182	0.65	0.9927140593007311	0.9922448124083001	0.6819032282800398	0.6363636363636364	0.9905180222167175	0.9891349770162975	0.7435431735641876	0.7109375	110.2	91	5368.2	4734	39.4	37	51.4	52
3	1	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9777704934310316	0.9861619861619861	0.833228302428493	0.8499051328858289	0.8671302415669343	0.8082749335304329	0.8942706966433456	0.7859796878870449	0.7898273786889105	0.9543529137800547	0.9884877444816569	0.9929137140475198	0.6779688603753289	0.7068965517241379	0.9851352071475208	0.9962775523861307	0.7491252759863476	0.6202723146747352	0.982912990556839	0.9985328023475163	0.805628402729852	0.5734265734265734	0.9941271433996267	0.9873575129533678	0.5855276139781941	0.9213483146067416	130.2	82	5315.2	4764	92.4	7	31.4	61
4	2	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9835164073498687	0.9818884818884819	0.8490581437874211	0.8311370850445974	0.8415838131705449	0.8208106409719313	0.8372085097859262	0.8143042243859682	0.8642175021285254	0.8500362385081488	0.9915190916955767	0.9906874542220362	0.7065971958792655	0.6715867158671587	0.9921242029264252	0.9916212819438626	0.6910434234146647	0.65	0.9925291275390329	0.9922448124083001	0.6818878920328195	0.6363636363636364	0.9905166269662289	0.9891349770162975	0.7379183772908221	0.7109375	110.2	91	5367.2	4734	40.4	37	51.4	52
5	3	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9792428656582848	0.9855514855514855	0.8426154736989677	0.8439396413099634	0.8748879195200697	0.8038417154985349	0.9004295319179321	0.7822735847259008	0.800633879546418	0.9435737976782753	0.989254353849541	0.9926003126628452	0.6959765935483945	0.6952789699570815	0.986153005125123	0.9959009536556801	0.7636228339150163	0.6117824773413897	0.9840965456240705	0.9981136030182352	0.8167625182117936	0.5664335664335665	0.9944681924419113	0.9871475953565506	0.6067995666509246	0.9	132.0	81	5321.6	4762	86.0	9	29.6	62
6	4	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9830854631611965	0.9806674806674807	0.8444466123357083	0.8247747610795253	0.8359448119437027	0.8201022404248155	0.8309910233274715	0.8170671290562299	0.8617840830986598	0.8328983330460691	0.9912983540257126	0.9900513142737459	0.6975948706457037	0.6594982078853047	0.9919913642963373	0.9904869667253373	0.6798982595910681	0.6497175141242938	0.9924551698816895	0.9907776147558164	0.6695268767732535	0.6433566433566433	0.9901505152964749	0.9893260778568439	0.7334176509008448	0.6764705882352942	108.2	92	5366.8	4727	40.8	44	53.4	51
7	5	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9766213003311162	0.9861619861619861	0.8282667296709023	0.8499051328858289	0.8655558235615745	0.8082749335304329	0.8960856336387624	0.7859796878870449	0.7818694784280174	0.9543529137800547	0.9878828804471741	0.9929137140475198	0.6686505788946306	0.7068965517241379	0.9840922083904875	0.9962775523861307	0.7470194387326615	0.6202723146747352	0.9815815885719037	0.9985328023475163	0.8105896787056208	0.5734265734265734	0.9942675424302492	0.9873575129533678	0.5694714144257854	0.9213483146067416	131.0	82	5308.0	4764	99.6	7	30.6	61
8	6	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9834445876168182	0.9814814814814815	0.8480565198950298	0.8273424127984086	0.8399982205343853	0.817134478424801	0.8353828069223974	0.8107029210571445	0.8648736951754852	0.8460255171333055	0.991482470473956	0.9904781835303965	0.7046305693161037	0.6642066420664207	0.9921315087105121	0.9914118139924591	0.6878649323582586	0.6428571428571429	0.9925660892684587	0.9920352127436596	0.6781995245763361	0.6293706293706294	0.9904082761921845	0.988926034266611	0.739339114158786	0.703125	109.6	90	5367.4	4733	40.2	38	52.0	53
9	7	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9772677101665316	0.9861619861619861	0.8335820375575876	0.8511569731081927	0.8723791821004074	0.8110472197412031	0.9042296019514786	0.789371391551228	0.7855109502194862	0.9498237611445158	0.9882165504467866	0.9929122368146759	0.6789475246683887	0.7094017094017094	0.9843362470693189	0.9961517547161919	0.760422117131496	0.6259426847662142	0.981766465616016	0.9983232026828757	0.8266927382869411	0.5804195804195804	0.9947529994233643	0.9875596102011196	0.5762689010156086	0.9120879120879121	133.6	83	5309.0	4763	98.6	8	28.0	60
10	8	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.985096544638456	0.9835164835164835	0.8585729444489173	0.8429347386448162	0.8434482396648738	0.8278311019035429	0.8344179216671094	0.8185343267087136	0.889046398570961	0.8717278113796217	0.9923402668444922	0.9915298546481229	0.7248056220533428	0.6943396226415094	0.993561646415106	0.9928379963142905	0.6933348329146416	0.6628242074927954	0.9943783630796371	0.9937120100607839	0.6744574802545816	0.6433566433566433	0.9903144308489432	0.9893572621035058	0.7877783662929788	0.7540983606557377	109.0	92	5377.2	4741	30.4	30	52.6	51
11	9	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9844141443416088	0.9861619861619861	0.860822728291027	0.8486315083758391	0.8591203649369745	0.8054854277835695	0.8580872070377591	0.7825879842228616	0.8640595706246244	0.959095032968289	0.9919755925243938	0.9929151906647218	0.7296698640576607	0.7043478260869566	0.992107799790999	0.9964033290117519	0.7261329300829503	0.6145675265553869	0.9921961915465707	0.9987424020121568	0.7239782225289472	0.5664335664335665	0.991756262138165	0.9871555831779574	0.7363628791110837	0.9310344827586207	117.0	81	5365.4	4765	42.2	6	44.6	62
12	10	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9849887795771217	0.9839234839234839	0.8592497644352056	0.8479285580818141	0.8454188939444627	0.8341042628974531	0.8373755895748365	0.8255273337017206	0.8879885654105774	0.8739174355175432	0.9922816875173123	0.9917372659763624	0.726217841353099	0.704119850187266	0.9933605268760685	0.992921169473067	0.697477261012857	0.6752873563218391	0.994082518770868	0.9937120100607839	0.6806686603788052	0.6573426573426573	0.9904946323445923	0.9897703549060543	0.7854824984765625	0.7580645161290323	110.0	94	5375.6	4741	32.0	30	51.6	49
13	11	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9848451272158361	0.9857549857549858	0.8633896572691946	0.844179493916305	0.8595086205883866	0.8015872466872441	0.8571115490746607	0.7789866808940379	0.870647713252939	0.953244322524878	0.9921996367898099	0.9927068139195666	0.734579677748579	0.6956521739130435	0.9925079856313637	0.9961942202333653	0.7265092555454098	0.6069802731411229	0.9927140114228432	0.9985328023475163	0.7215090867264781	0.5594405594405595	0.991687560074482	0.9869484151646986	0.7496078664313959	0.9195402298850575	116.6	80	5368.2	4764	39.4	7	45.0	63
14	12	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9845578482836348	0.9829059829059829	0.8563663299732726	0.8388902766502218	0.8454671199718229	0.8261528709939931	0.8389500335245936	0.8182199272117527	0.8780677288206494	0.8626752975569012	0.9920587232276177	0.9912133891213389	0.7206739367189277	0.6865671641791045	0.9929390378954386	0.9923344363925773	0.697995202048207	0.6599713055954088	0.993527702966678	0.9930832110668623	0.684372364082509	0.6433566433566433	0.99059865579935	0.9893505951138024	0.765536801841949	0.736	110.6	92	5372.6	4738	35.0	33	51.0	51
15	13	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9835881690545862	0.9861619861619861	0.8604440218282645	0.8499051328858289	0.8690024937032241	0.8082749335304329	0.8750690128468441	0.7859796878870449	0.8474268563811116	0.9543529137800547	0.9915373100710676	0.9929137140475198	0.7293507335854615	0.7068965517241379	0.9907781531251416	0.9962775523861307	0.7472268342813067	0.6202723146747352	0.9902729846692268	0.9985328023475163	0.7598650410244614	0.5734265734265734	0.9928063346703722	0.9873575129533678	0.7020473780918509	0.9213483146067416	122.8	82	5355.0	4764	52.6	7	38.8	61
16	14	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9843782892796202	0.9831094831094831	0.8548343786951275	0.842521101783164	0.8444363446947081	0.8318391286133222	0.8382511272128722	0.8251081343724396	0.875660568579242	0.8620684026326786	0.9919660968482618	0.9913152662969551	0.7177026605419935	0.6937269372693727	0.9928132306858364	0.9922496857980729	0.6960594587035798	0.6714285714285714	0.99337979449169	0.9928736114022217	0.6831224599340542	0.6573426573426573	0.9905614094093099	0.9897618052653573	0.7607597277491742	0.734375	110.4	94	5371.8	4737	35.8	34	51.2	49
17	15	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9834445231408931	0.9857549857549858	0.8585152131064107	0.844179493916305	0.8660243812195902	0.8015872466872441	0.871386989342932	0.7789866808940379	0.8472268537593868	0.953244322524878	0.9914645120649892	0.9927068139195666	0.7255659141478319	0.6956521739130435	0.990793456215173	0.9961942202333653	0.7412553062240076	0.6069802731411229	0.9903470175632508	0.9985328023475163	0.7524269611226132	0.5594405594405595	0.9925866849189425	0.9869484151646986	0.7018670225998311	0.9195402298850575	121.6	80	5355.4	4764	52.2	7	40.0	63
18	16	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9852042839094203	0.9829059829059829	0.8591013566121541	0.8377128766278801	0.843357341174432	0.8235684959885494	0.8338746022135336	0.8148282235475697	0.8903497870028734	0.8644918571915838	0.9923966195989122	0.9912152269399708	0.7258060936253962	0.6842105263157895	0.9936730069527971	0.9924607329842932	0.6930416753960669	0.6546762589928058	0.99452629207372	0.9932928107315029	0.6732229123533471	0.6363636363636364	0.990278694812452	0.9891463160091839	0.7904208791932946	0.7398373983739838	108.8	91	5378.0	4739	29.6	32	52.8	52
19	17	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9854556110657452	0.9861619861619861	0.8742479754482927	0.8486315083758391	0.8795206560822282	0.8054854277835695	0.8832314698688688	0.7825879842228616	0.8661556775500792	0.959095032968289	0.9925042501994371	0.9929151906647218	0.7559917006971485	0.7043478260869566	0.9920528534779128	0.9964033290117519	0.7669884586865434	0.6145675265553869	0.9917524114040205	0.9987424020121568	0.7747105283337167	0.5664335664335665	0.9932585419218753	0.9871555831779574	0.7390528131782832	0.9310344827586207	125.2	81	5363.0	4765	44.6	6	36.4	62
20	18	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.985527450141573	0.9829059829059829	0.8612353081714964	0.8411930908822298	0.8438576249283887	0.8312762678885206	0.8334345750613062	0.8250033345401193	0.8960232034579164	0.859220918082185	0.9925641484406432	0.9912097111762244	0.7299064679023494	0.6911764705882353	0.9939617348758512	0.9920817797142737	0.693753514980926	0.6704707560627675	0.99489614191772	0.9926640117375812	0.6719730082048921	0.6573426573426573	0.9902455045426208	0.9897596656217346	0.8018009023732121	0.7286821705426356	108.6	94	5380.0	4736	27.6	35	53.0	49
21	19	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9857069898028101	0.9867724867724867	0.875516842420696	0.857127840635882	0.8794196618303813	0.8154847231608375	0.8821479755792095	0.7930774947123721	0.8694794389240332	0.9605514096185739	0.9926355370392489	0.993225638353309	0.7583981478021433	0.721030042918455	0.9923051686408139	0.9965283587083821	0.7665341550199488	0.6344410876132931	0.9920852311216122	0.9987424020121568	0.772210720036807	0.5874125874125874	0.9931873864715641	0.9877694859038143	0.7457714913765023	0.9333333333333333	124.8	84	5364.8	4765	42.8	6	36.8	59
22	20	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9848451465586135	0.9831094831094831	0.8578980478544278	0.8413834487516582	0.8449995607616705	0.8292825585548906	0.8372862614717818	0.8217164307082563	0.8837164915524758	0.8638262322472849	0.9922082995744397	0.9913170833769223	0.7235877961344157	0.6914498141263941	0.9932427909686832	0.9923760053619303	0.696756330554658	0.666189111747851	0.993934535059199	0.9930832110668623	0.6806379878843647	0.6503496503496503	0.9904924365174654	0.9895572263993316	0.7769405465874861	0.7380952380952381	110.0	93	5374.8	4738	32.8	33	51.6	50
23	21	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9845219029553508	0.986975986975987	0.8698030164940406	0.8610706662331604	0.8811907091671406	0.8215303999383525	0.8893450351340496	0.7999657018730588	0.8527575233127962	0.9564539548079303	0.9920159371267733	0.9933277731442869	0.7475900958613078	0.7288135593220338	0.9910359053245955	0.9964442585233215	0.7713455130096858	0.6466165413533834	0.9903839587735819	0.9985328023475163	0.7883061114945173	0.6013986013986014	0.9936549838375447	0.9881767268201618	0.7118600627880478	0.9247311827956989	127.4	86	5355.6	4764	52.0	7	34.2	57
24	22	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9848810338585648	0.9839234839234839	0.8572385245926517	0.8490276198961566	0.8429098030071417	0.8366553327392703	0.8343031271803456	0.8289190373659039	0.885742499312083	0.8719715956558062	0.9922284455454948	0.9917355371900827	0.7222486036398086	0.7063197026022305	0.9933839125983333	0.9927949061662198	0.69243569341595	0.6805157593123209	0.9941564422297198	0.9935024103961434	0.6744498121309714	0.6643356643356644	0.9903114927254559	0.9899749373433584	0.7811735058987099	0.753968253968254	109.0	95	5376.0	4740	31.6	31	52.6	48
25	23	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9857788159834528	0.9867724867724867	0.8784839889543908	0.8583142406586364	0.8862776919629682	0.818231408861414	0.8918001496056867	0.7964691983765553	0.8666283579401423	0.9559424197067787	0.9926680110948627	0.9932242259981237	0.7642999668139189	0.723404255319149	0.9920072029043858	0.9964025767589726	0.7805481810215507	0.6400602409638554	0.9915674796423222	0.9985328023475163	0.7920328195690514	0.5944055944055944	0.9937726356177532	0.9879717959352966	0.7394840802625315	0.9239130434782609	128.0	85	5362.0	4764	45.6	7	33.6	58
26	24	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9862816185907304	0.9843304843304843	0.8672185689164964	0.8461719843544885	0.8480914656258485	0.8248690951845485	0.8368322095688734	0.8121701187096282	0.9070127106465492	0.8892160087719299	0.9929532733995377	0.9919548636506113	0.7414838644334552	0.7003891050583657	0.9944720032893819	0.9937615139842573	0.701710927962315	0.6559766763848397	0.9954878989322411	0.9949696080486271	0.6781765202055057	0.6293706293706294	0.9904355947940818	0.9889583333333334	0.8235898264990166	0.7894736842105263	109.6	90	5383.2	4747	24.4	24	52.0	53
27	25	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.987287146434175	0.9865689865689866	0.8793207329883772	0.8543196878009516	0.8640834480409524	0.8121616449258658	0.8547686025189922	0.7895809912158687	0.9088091992486815	0.9600745182511498	0.9934665390741285	0.9931221342225928	0.7651749269026261	0.7155172413793104	0.9946559996735264	0.9964866786565728	0.7335108964083782	0.6278366111951589	0.9954508619661343	0.9987424020121568	0.7140863430718503	0.5804195804195804	0.9914916199405575	0.9875647668393782	0.8261267785568057	0.9325842696629213	115.4	83	5383.0	4765	24.6	6	46.2	60
28	26	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9861379726770372	0.9845339845339846	0.8651922681807562	0.8498745819397994	0.8446678192218264	0.8306556171204234	0.8325513658798114	0.819058325870315	0.907594390231754	0.8878465707734	0.9928805856772964	0.992056856187291	0.7375039506842161	0.7076923076923077	0.9945094105669959	0.9936769817009338	0.6948262278766573	0.6676342525399129	0.9955988593571996	0.9947600083839866	0.669503872402423	0.6433566433566433	0.9901800408376109	0.9893683552220137	0.8250087396258972	0.7863247863247863	108.2	92	5383.8	4746	23.8	25	53.4	51
29	27	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9871434682825193	0.9853479853479854	0.8772254950574203	0.8369587456890434	0.8601915470973859	0.79201146554352	0.8498851456211648	0.7686019702368476	0.9108052533200063	0.9570245378117729	0.9933937755480089	0.992501562174547	0.7610572145668317	0.6814159292035398	0.9947154089698568	0.9962366715450554	0.7256676852249151	0.5877862595419847	0.9955988319984066	0.9987424020121568	0.704171459243923	0.5384615384615384	0.9912003368948475	0.9863382322500518	0.8304101697451646	0.927710843373494	113.8	77	5383.8	4765	23.8	6	47.8	66
30	28	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9856352216504998	0.9839234839234839	0.8621834548618892	0.8468128932461787	0.8445478827269894	0.8315381150352711	0.834096523063451	0.8221356300375373	0.8982795995583649	0.8759305126029722	0.9926194370380234	0.9917389940395274	0.7317474726857547	0.7018867924528301	0.9940280522006834	0.9930474116267382	0.6950677132532957	0.670028818443804	0.9949701337735546	0.9939216097254244	0.6732229123533471	0.6503496503496503	0.9902836860643168	0.9895659432387313	0.806275513052413	0.7622950819672131	108.8	93	5380.4	4742	27.2	29	52.8	50
31	29	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9869639157260973	0.9863654863654864	0.879550626347441	0.8514876808093439	0.870045213129119	0.8088285616516482	0.8642020071527432	0.7860844877193651	0.897702092283037	0.959589157216592	0.9932950376100683	0.9930186516619777	0.7658062150848136	0.70995670995671	0.9940330947590708	0.9964450020911753	0.7460573314991672	0.6212121212121212	0.994526244195832	0.9987424020121568	0.7338777701096542	0.5734265734265734	0.9920693690150953	0.9873601326150021	0.8033348155509786	0.9318181818181818	118.6	82	5378.0	4765	29.6	6	43.0	61
32	30	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9854197237657939	0.9829059829059829	0.8621105186516613	0.8388902766502218	0.846693305689033	0.8261528709939931	0.8375860013996403	0.8182199272117527	0.8936165471770329	0.8626752975569012	0.9925054143077741	0.9912133891213389	0.7317156229955486	0.6865671641791045	0.993716351450437	0.9923344363925773	0.6996702599276289	0.6599713055954088	0.994526346791306	0.9930832110668623	0.6806456560079748	0.6433566433566433	0.9904979402930485	0.9893505951138024	0.7967351540610174	0.736	110.0	92	5378.0	4738	29.6	33	51.6	51
33	31	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.986820269812404	0.9865689865689866	0.877563416771528	0.8530835228353733	0.8666347927365601	0.8093836088798947	0.8599211737232284	0.7861892875516854	0.8984707203871171	0.9649457434116999	0.993222240007103	0.9931235674098771	0.761904593535953	0.7130434782608696	0.994070459172379	0.9966124377901384	0.7391991263007414	0.622154779969651	0.9946372251398856	0.9989520016767973	0.7252051223065716	0.5734265734265734	0.9918136647874025	0.9873627511912161	0.8051277759868316	0.9425287356321839	117.2	82	5378.6	4766	29.0	5	44.4	61
34	32	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9860302269584803	0.9847374847374848	0.8651027328460819	0.8512934504156158	0.8461482899592221	0.8312246938922571	0.8348833820094514	0.8191631257026353	0.9038301388756894	0.8912370096735709	0.9928238353193806	0.9921621904065211	0.7373816303727831	0.7104247104247104	0.9943316327358351	0.9938447366217235	0.6979649471826092	0.6686046511627907	0.9953399562587617	0.9949696080486271	0.6744268077601411	0.6433566433566433	0.9903232558576776	0.9893705710712797	0.8173370218937013	0.7931034482758621	109.0	92	5382.4	4747	25.2	24	52.6	51
35	33	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9870357419067401	0.9863654863654864	0.8786661233843809	0.8539546788327481	0.8667789278141586	0.8143617723634435	0.8594179708761187	0.7928678950477315	0.9011809877992263	0.9504039456837321	0.9933345981413282	0.9930157406442197	0.7639976486274334	0.7148936170212766	0.9942707099948773	0.9961934242449594	0.7392871456334397	0.6325301204819277	0.9948960598413411	0.9983232026828757	0.7239398819108964	0.5874125874125874	0.9917794881967399	0.9877644131065948	0.8105824874017126	0.9130434782608695	117.0	84	5380.0	4763	27.6	8	44.6	59
36	34	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9865330166705728	0.9853479853479854	0.8704343336721141	0.8567033607931763	0.852055150641523	0.8355388633123595	0.8411646823093639	0.8228692288637793	0.9081963631229814	0.8991384074580755	0.993081291115929	0.9924764890282132	0.7477873762282993	0.7209302325581395	0.9945233940238916	0.9942218314282125	0.7095869072591549	0.6768558951965066	0.9954878647337498	0.9953888073779082	0.6868414998849781	0.6503496503496503	0.9906899772878018	0.989581162742238	0.825702748958161	0.808695652173913	111.0	93	5383.2	4749	24.4	22	50.6	50
37	35	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9874307923478683	0.9865689865689866	0.8833724692667442	0.8530835228353733	0.8728278631569448	0.8093836088798947	0.8662311089632866	0.7861892875516854	0.9029529252661203	0.9649457434116999	0.9935361451475371	0.9931235674098771	0.7732087933859508	0.7130434782608696	0.9943515316814654	0.9966124377901384	0.751304194632424	0.622154779969651	0.9948960803604358	0.9989520016767973	0.7375661375661376	0.5734265734265734	0.9921809828073729	0.9873627511912161	0.8137248677248676	0.9425287356321839	119.2	82	5380.0	4766	27.6	5	42.4	61
38	36	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9857429609214643	0.9839234839234839	0.8650141053127711	0.8479285580818141	0.8498542333542429	0.8341042628974531	0.8407578673160888	0.8255273337017206	0.8953063331916912	0.8739174355175432	0.992672097027782	0.9917372659763624	0.7373561135977603	0.704119850187266	0.993871994366882	0.992921169473067	0.705836472341604	0.6752873563218391	0.9946742347471993	0.9937120100607839	0.6868414998849781	0.6573426573426573	0.990681450194724	0.9897703549060543	0.7999312161886583	0.7580645161290323	111.0	94	5378.8	4741	28.8	30	50.6	49
39	37	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9872153009107547	0.9877899877899878	0.8840021491512114	0.8708213212292216	0.8785517766085202	0.8319516140352616	0.8751326963288768	0.8105600121948896	0.8940398080556416	0.9628182304693047	0.9934209104863886	0.9937434827945777	0.7745833878160344	0.7478991596638656	0.9938397106639043	0.996736811278919	0.7632638425531365	0.6671664167916042	0.9941193915842164	0.9987424020121568	0.7561460010735374	0.6223776223776224	0.9927248278719031	0.9887943556754514	0.7953547882393799	0.9368421052631579	122.2	89	5375.8	4765	31.8	6	39.4	54
40	38	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9855633761270793	0.9831094831094831	0.8624888276327795	0.8413834487516582	0.846188359313875	0.8292825585548906	0.8364585393424646	0.8217164307082563	0.8953115577195039	0.8638262322472849	0.9925810317523748	0.9913170833769223	0.7323966235131841	0.6914498141263941	0.9938797735534243	0.9923760053619303	0.6984969450743261	0.666189111747851	0.9947482266030339	0.9930832110668623	0.6781688520818955	0.6503496503496503	0.9904269019149098	0.9895572263993316	0.8001962135240982	0.7380952380952381	109.6	93	5379.2	4738	28.4	33	52.0	50
41	39	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.986856176455133	0.986975986975987	0.8806864843228681	0.8610706662331604	0.8745665899447239	0.8215303999383525	0.8707409161538002	0.7999657018730588	0.8920152122815285	0.9564539548079303	0.9932361759186245	0.9933277731442869	0.7681367927271119	0.7288135593220338	0.9936992162752227	0.9964442585233215	0.755433963614225	0.6466165413533834	0.9940084790371456	0.9985328023475163	0.7474733532704546	0.6013986013986014	0.9924667122644513	0.9881767268201618	0.7915637122986056	0.9247311827956989	120.8	86	5375.2	4764	32.4	7	40.8	57
42	40	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9864611904899301	0.9839234839234839	0.8661749313206123	0.8456802466215746	0.8423831655399336	0.8289567585128061	0.8285185886091406	0.8187439263733541	0.9165958997953855	0.8780141843971632	0.9930497307842637	0.9917407213800313	0.7393001318569612	0.6996197718631179	0.9949315438410389	0.9931736326325488	0.6898347872388285	0.6647398843930635	0.9961906163717206	0.9941312093900649	0.6608465608465609	0.6433566433566433	0.9899313600303314	0.9893617021276596	0.8432604395604395	0.7666666666666667	106.8	92	5387.0	4743	20.6	28	54.8	51
43	41	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9878976560744542	0.9857549857549858	0.8831295105137231	0.844179493916305	0.8637043515732932	0.8015872466872441	0.8520621969448859	0.7789866808940379	0.9221681057118445	0.953244322524878	0.9937832463875461	0.9927068139195666	0.7724757746399004	0.6956521739130435	0.9952703152767622	0.9961942202333653	0.7321383878698244	0.6069802731411229	0.9962645671893655	0.9985328023475163	0.7078598267004065	0.5594405594405595	0.9913162166003714	0.9869484151646986	0.8530199948233175	0.9195402298850575	114.4	80	5387.4	4764	20.2	7	47.2	63
44	42	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9862456926052239	0.9849409849409849	0.8669992450376824	0.8538252508361204	0.8476890859443065	0.834388749878525	0.836226417544124	0.8226596291991387	0.9064155407810034	0.8922243068584532	0.9929348018352687	0.9922658862876255	0.7410636882400962	0.7153846153846154	0.9944647211564472	0.9938863531677903	0.7009134507321659	0.6748911465892597	0.9954878784131462	0.9949696080486271	0.6769649566751015	0.6503496503496503	0.9903976970023715	0.9895768188451115	0.8224333845596353	0.7948717948717948	109.4	93	5383.2	4747	24.4	24	52.2	50
45	43	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9869280090833683	0.9855514855514855	0.8733416353384016	0.8399148032946274	0.8540518352792473	0.7953952629034529	0.8425426933169042	0.7720984737333512	0.9124716978233179	0.9575569358178053	0.9932857625110962	0.9926049369857306	0.7533975081657068	0.6872246696035242	0.9948049328325747	0.9962783306849544	0.71329873772592	0.5945121951219512	0.9958207596880222	0.9987424020121568	0.6892646269457863	0.5454545454545454	0.990765918059411	0.9865424430641822	0.8341774775872247	0.9285714285714286	111.4	78	5385.0	4765	22.6	6	50.2	65
46	44	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9862097988576801	0.9839234839234839	0.8667386962508832	0.8433624344377819	0.8474929512704872	0.8237478893318506	0.8361964447535432	0.8119605190449877	0.9068725501572557	0.8824078998433256	0.992915992849021	0.9917441738948688	0.7405613996527456	0.694980694980695	0.9944348633360782	0.9934260112218407	0.7005510392048959	0.6540697674418605	0.9954509372028151	0.9945504087193461	0.6769419523042711	0.6293706293706294	0.9903984180691285	0.9889537307211338	0.8233466822453825	0.7758620689655172	109.4	90	5383.0	4745	24.6	26	52.2	53
47	45	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9875385187236475	0.9865689865689866	0.8818473760069663	0.8543196878009516	0.8666113884382227	0.8121616449258658	0.8573085650407084	0.7895809912158687	0.911358823985703	0.9600745182511498	0.9935954869318611	0.9931221342225928	0.7700992650820717	0.7155172413793104	0.9947741585846203	0.9964866786565728	0.738448618291825	0.6278366111951589	0.9955618429101876	0.9987424020121568	0.7190552871712291	0.5804195804195804	0.991638608632873	0.9875647668393782	0.831079039338533	0.9325842696629213	116.2	83	5383.6	4765	24.0	6	45.4	60
48	46	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'standard_scaling'}	0.9849169533964789	0.9829059829059829	0.857781434054387	0.8365176229040721	0.844304223769899	0.8209688288843962	0.836133326191199	0.8114365198833864	0.8841541341909854	0.8663719301391664	0.9922467381814037	0.9912170639899623	0.7233161299273703	0.6818181818181818	0.9933470205947339	0.992587008418143	0.695261426945064	0.6493506493506493	0.9940824640532819	0.9935024103961434	0.6781841883291158	0.6293706293706294	0.9904205833879198	0.9889422073857709	0.7778876849940513	0.743801652892562	109.6	90	5375.6	4740	32.0	31	52.0	53
49	47	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'standard_scaling'}	0.9873589597196328	0.986975986975987	0.8811716945986273	0.8599124452782989	0.8674250110669686	0.8187978416363408	0.8589932970703573	0.7965739982088755	0.9076249537472911	0.9610201119635082	0.9935015709609486	0.9933291640608714	0.7688418182363058	0.7264957264957265	0.9945592266059802	0.9965700422470406	0.7402907955279572	0.6410256410256411	0.9952659438838323	0.9987424020121568	0.7227206502568821	0.5944055944055944	0.9917452330433599	0.9879742898610823	0.8235046744512223	0.9340659340659341	116.8	85	5382.0	4765	25.6	6	44.8	58
50	48	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.982654512524932	0.9794464794464794	0.8404271891994972	0.8175151805953109	0.8329745957227697	0.8168681204876317	0.8283393664784457	0.8164383300623083	0.8543775057592086	0.8185999905552341	0.9910774933869468	0.9894163261029026	0.6897768850120474	0.6456140350877193	0.9917259815399992	0.9894785378940308	0.6742232099055401	0.6442577030812325	0.9921591409010674	0.9895200167679732	0.6645195920558239	0.6433566433566433	0.9900000029126585	0.9893126571668064	0.7187550086057587	0.647887323943662	107.4	92	5365.2	4721	42.4	50	54.2	51
51	49	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9782014634100736	0.9857549857549858	0.8359189878862748	0.8454905779707063	0.8691457018101014	0.8043882221350002	0.8956940508871784	0.7823783845582211	0.793225782868173	0.9486313093089597	0.988712124752085	0.9927052938724469	0.6831258510204649	0.6982758620689655	0.9854471586724532	0.9960684261156887	0.7528442449477495	0.6127080181543116	0.9832828951184253	0.9983232026828757	0.8081052066559312	0.5664335664335665	0.9942038470772385	0.9871502590673575	0.5922477186591077	0.9101123595505618	130.6	81	5317.2	4763	90.4	8	31.0	62
52	50	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9834446069595959	0.9798534798534798	0.8473635122196328	0.8211287413756019	0.8391527985232671	0.8204743164871582	0.8341506497363043	0.820039633391132	0.8632678487668674	0.8222258951867112	0.9914842548047833	0.9896259038038353	0.7032427696344824	0.6526315789473685	0.9921769661715769	0.9896881287726358	0.6861286308749573	0.6512605042016807	0.9926399238112331	0.9897296164326137	0.6756613756613756	0.6503496503496503	0.9903343162178494	0.9895222129086337	0.7362013813158851	0.6549295774647887	109.2	93	5367.8	4722	39.8	49	52.4	50
53	51	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9790633259970475	0.9855514855514855	0.841153558692153	0.8412798640324161	0.8728679732342892	0.7982282553760953	0.8979457458927058	0.7754901773975343	0.7998293090663922	0.9526743222673937	0.9891615992948537	0.9926033961871028	0.6931455180894525	0.6899563318777293	0.9860938113144261	0.9961525593844095	0.759642135154152	0.6003039513677811	0.9840595770549463	0.9985328023475163	0.8118319147304656	0.5524475524475524	0.9943189059935005	0.9867439933719967	0.605339712139284	0.9186046511627907	131.2	79	5321.4	4764	86.2	7	30.4	64
54	52	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9827263838387225	0.9784289784289785	0.8418163921473443	0.8104166666666667	0.8353764587972152	0.8116765397263259	0.8313779980816068	0.8125226272365237	0.8539072570361388	0.8083412267445644	0.991113247427112	0.9888888888888889	0.6925195368675767	0.6319444444444444	0.9916737965384765	0.9887645159937953	0.6790791210559541	0.6345885634588564	0.9920482283539964	0.988681618109411	0.670707767809217	0.6363636363636364	0.9901819171527819	0.9890962465925771	0.7176325969194958	0.6275862068965518	108.4	91	5364.6	4717	43.0	54	53.2	52
55	53	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9768008980206858	0.985958485958486	0.8305599513833293	0.8470544772514138	0.8695046414109691	0.8049361241017452	0.9015787132032951	0.7824831843905413	0.7824943622383087	0.953803733564405	0.9879734315034959	0.9928102532041263	0.6731464712631625	0.7012987012987013	0.9840389769345291	0.9962358845671268	0.7549703058874089	0.6136363636363636	0.981433632219028	0.9985328023475163	0.8217237941875621	0.5664335664335665	0.9946023322383573	0.9871529216742644	0.5703863922382604	0.9204545454545454	132.8	81	5307.2	4764	100.4	7	28.8	62
56	54	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9831213698039255	0.9792429792429792	0.8447223836724437	0.816333530229988	0.8369491326576923	0.816333530229988	0.8321801864351294	0.816333530229988	0.8595700811750235	0.816333530229988	0.9913175035335252	0.9893104171033327	0.698127263811362	0.6433566433566433	0.9919772121585618	0.9893104171033327	0.6819210531568227	0.6433566433566433	0.9924180371598071	0.9893104171033327	0.6719423357104516	0.6433566433566433	0.9902220513308638	0.9893104171033327	0.7289181110191832	0.6433566433566433	108.6	92	5366.6	4720	41.0	51	53.0	51
57	55	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9771599644479748	0.9861619861619861	0.8324678617345456	0.8499051328858289	0.870549413977389	0.8082749335304329	0.9017712959893579	0.7859796878870449	0.7851671959357567	0.9543529137800547	0.9881614220659258	0.9929137140475198	0.6767743014031652	0.7068965517241379	0.9843365833666231	0.9962775523861307	0.756762244588155	0.6202723146747352	0.9818034615439333	0.9985328023475163	0.8217391304347826	0.5734265734265734	0.9946041530837781	0.9873575129533678	0.5757302387877352	0.9213483146067416	132.8	82	5309.2	4764	98.4	7	28.8	61
58	56	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9843423439513362	0.9816849816849816	0.8515962672957779	0.834572685379137	0.8376462906674249	0.8304526291168367	0.8292008427523566	0.8277662392103808	0.8790989434369951	0.8416912547807393	0.9919525680686949	0.9905739421868454	0.7112399665228607	0.6785714285714286	0.9931182592966671	0.9909475713507397	0.6821743220381824	0.6699576868829337	0.9938974296961096	0.9911968140850974	0.6645042558086036	0.6643356643356644	0.9900178739811054	0.9899518526271719	0.7681800128928846	0.6934306569343066	107.4	95	5374.6	4729	33.0	42	54.2	48
59	57	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9852760585093231	0.9857549857549858	0.8690263252819322	0.844179493916305	0.8680626058102767	0.8015872466872441	0.8675359181449849	0.7789866808940379	0.8710806048279599	0.953244322524878	0.9924184181081515	0.9927068139195666	0.7456342324557129	0.6956521739130435	0.9924846474229035	0.9961942202333653	0.7436405641976499	0.6069802731411229	0.9925290865008431	0.9985328023475163	0.7425427497891267	0.5594405594405595	0.9923091821368931	0.9869484151646986	0.7498520275190266	0.9195402298850575	120.0	80	5367.2	4764	40.4	7	41.6	63
60	58	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9852760778521008	0.9806674806674807	0.8588289088157204	0.8247747610795253	0.8425367115336586	0.8201022404248155	0.8326871159186661	0.8170671290562299	0.8910285271242447	0.8328983330460691	0.9924350729673485	0.9900513142737459	0.7252227446640921	0.6594982078853047	0.9937770765750521	0.9904869667253373	0.6912963464922651	0.6497175141242938	0.9946741321517253	0.9907776147558164	0.6707000996856068	0.6433566433566433	0.9902078908716071	0.9893260778568439	0.791849163376882	0.6764705882352942	108.4	92	5378.8	4727	28.8	44	53.2	51
61	59	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9848450949778735	0.9851444851444852	0.864924748110117	0.8368088742868502	0.8637435478344082	0.794324313262103	0.863110952164852	0.7718888740687105	0.8675147138883881	0.9467568062272402	0.9921969158992823	0.9923950411501198	0.7376525803209517	0.6812227074235808	0.9922850182278722	0.9959434593509535	0.7352020774409445	0.5927051671732523	0.9923441342200501	0.9983232026828757	0.7338777701096542	0.5454545454545454	0.9920516034399549	0.9865368682684341	0.7429778243368215	0.9069767441860465	118.6	78	5366.2	4763	41.4	8	43.0	65
62	60	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9845578482836347	0.9812779812779813	0.8544638250488494	0.8320606603634808	0.8418456097943446	0.8293423228556376	0.8341174922949385	0.8275566395457403	0.878823416125884	0.8367004406945647	0.9920621690653177	0.9903624554787346	0.7168654810323813	0.6737588652482269	0.9931179952045985	0.9906115092837084	0.6905732243840907	0.6680731364275668	0.9938235130769559	0.9907776147558164	0.6744114715129208	0.6643356643356644	0.9903089597867266	0.9899476439790575	0.7673378724650413	0.6834532374100719	109.0	95	5374.2	4727	33.4	44	52.6	48
63	61	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9835522624118573	0.985958485958486	0.859819400342022	0.8483357077519362	0.8680366512201619	0.8077227180526358	0.8738491122676122	0.7858748880547246	0.8472910886146134	0.9492330016583748	0.9915194211436823	0.9928087545596664	0.728119379540362	0.703862660944206	0.9907932411435187	0.9961100886732475	0.7452800612968052	0.6193353474320241	0.9903099874368422	0.9983232026828757	0.757388237098382	0.5734265734265734	0.9927332020467304	0.9873548922056384	0.7018489751824966	0.9111111111111111	122.4	82	5355.2	4763	52.4	8	39.2	61
64	62	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9849169533964789	0.9812779812779813	0.8568370718580118	0.8285175879396984	0.8424930432630889	0.8217366302472686	0.8337112822546443	0.8173815285531907	0.8845398308062051	0.8405310494391176	0.9922484245557757	0.9903685092127303	0.721425719160248	0.6666666666666666	0.993436457225814	0.990990990990991	0.6915496293003638	0.6524822695035462	0.9942303246503819	0.991406413749738	0.6731922398589065	0.6433566433566433	0.9902757144574993	0.9893327755699645	0.7788039471549112	0.6917293233082706	108.8	92	5376.4	4730	31.2	41	52.8	51
65	63	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9838036669392924	0.9861619861619861	0.8604389160803467	0.8499051328858289	0.866624624741457	0.8082749335304329	0.8709884337468516	0.7859796878870449	0.8509751031181848	0.9543529137800547	0.9916519798387302	0.9929137140475198	0.7292258523219634	0.7068965517241379	0.9911127080258915	0.9962775523861307	0.7421365414570225	0.6202723146747352	0.9907538017778839	0.9985328023475163	0.7512230657158193	0.5734265734265734	0.9925532094702245	0.9873575129533678	0.7093969967661451	0.9213483146067416	121.4	82	5357.6	4764	50.0	7	40.2	61
66	64	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9851683385811363	0.9812779812779813	0.8591179961982995	0.8273020510383544	0.8445197440278023	0.8191718080178915	0.8356447838263932	0.8139898248890074	0.8877174472607932	0.8418923253954448	0.9923776876435134	0.990370525434373	0.7258583047530854	0.6642335766423357	0.993576841426931	0.99111744249382	0.6954626466286732	0.647226173541963	0.9943782878429562	0.9916160134143785	0.6769112798098305	0.6363636363636364	0.9903870939919786	0.9891281622412712	0.7850478005296078	0.6946564885496184	109.4	91	5377.2	4731	30.4	40	52.2	52
67	65	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9853837719899172	0.9863654863654864	0.8725280542968576	0.8502218435235476	0.8759525471290383	0.8060361396040803	0.8783811337989637	0.7826927840551818	0.8673464341461543	0.9645093543477004	0.9924692639993612	0.9930201062610688	0.752586844594354	0.7074235807860262	0.9921720610102851	0.9965707594513216	0.7597330332477916	0.6155015197568389	0.9919742912157481	0.9989520016767973	0.7647879763821793	0.5664335664335665	0.9929660693106076	0.9871582435791217	0.7417267989817009	0.9418604651162791	123.6	81	5364.2	4766	43.4	5	38.0	62
68	66	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9850964995053084	0.9831094831094831	0.8576525200541152	0.842521101783164	0.842063047060007	0.8318391286133222	0.832594650037817	0.8251081343724396	0.8882257267855923	0.8620684026326786	0.9923419932250359	0.9913152662969551	0.7229630468831946	0.6937269372693727	0.993629004874472	0.9922496857980729	0.6904970892455421	0.6714285714285714	0.994489200390027	0.9928736114022217	0.670700099685607	0.6573426573426573	0.9902056750746582	0.9897618052653573	0.7862457784965265	0.734375	108.4	94	5377.8	4737	29.8	34	53.2	49
69	67	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9852042000907175	0.9861619861619861	0.8730358853177561	0.8499051328858289	0.8803921292499022	0.8082749335304329	0.8854856737602657	0.7859796878870449	0.8614778517514337	0.9543529137800547	0.9923730027905566	0.9929137140475198	0.7536987678449553	0.7068965517241379	0.9917562570094823	0.9962775523861307	0.7690280014903218	0.6202723146747352	0.9913455519527066	0.9985328023475163	0.7796257955678245	0.5734265734265734	0.9934027519900305	0.9873575129533678	0.7295529515128367	0.9213483146067416	126.0	82	5360.8	4764	46.8	7	35.6	61
70	68	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9847014941973278	0.9812779812779813	0.8557353238012355	0.8297156201740179	0.842765198755447	0.824286573148787	0.8347978938030028	0.8207732322173739	0.8806089029482849	0.839213224523959	0.9921361681250811	0.9903664921465969	0.7193344794773899	0.6690647482014388	0.9932141454457468	0.9908645182919164	0.6923162520651469	0.6577086280056577	0.9939344119446302	0.9911968140850974	0.6756613756613756	0.6503496503496503	0.9903459676116533	0.989537560159029	0.7708718382849167	0.6888888888888889	109.2	93	5374.8	4729	32.8	42	52.4	50
71	69	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9842704855327307	0.9863654863654864	0.8671555742255741	0.8527317741939091	0.8776116210780414	0.8116037206067368	0.885004873750854	0.7894761913835484	0.8512211535369596	0.9548922056384743	0.9918874487567392	0.9930171964564878	0.7424236996944087	0.7124463519313304	0.9909847148856322	0.9963192236908148	0.7642385272704508	0.6268882175226587	0.9903839519338836	0.9985328023475163	0.7796257955678245	0.5804195804195804	0.993396261073106	0.9875621890547264	0.7090460460008134	0.9222222222222223	126.0	83	5355.6	4764	52.0	7	35.6	60
72	70	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9845219287457209	0.9808709808709809	0.8548607402256367	0.8235477478000577	0.8431495700912798	0.8155108731107743	0.835910688538176	0.8103885215601837	0.8770858837367401	0.8379709946007887	0.9920426007517154	0.9901611890307724	0.7176788796995579	0.656934306569343	0.9930215423583247	0.9909079482130138	0.6932775978242349	0.6401137980085349	0.9936755293652869	0.991406413749738	0.678145847711065	0.6293706293706294	0.9904164429838973	0.9889190884382187	0.7637553244895826	0.6870229007633588	109.6	90	5373.4	4730	34.2	41	52.0	53
73	71	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9852760262713604	0.9865689865689866	0.8752596174245599	0.8567291245529467	0.8847507536162851	0.8176664208104449	0.8915297682607773	0.796364398544235	0.860991885008248	0.9509738977992787	0.9924066586867115	0.9931192660550459	0.7581125761624083	0.7203389830508474	0.9915918132668311	0.9962350972599875	0.777909693965739	0.6390977443609023	0.991049721323334	0.9983232026828757	0.792009815198221	0.5944055944055944	0.99376931115138	0.9879693009749014	0.7282144588651158	0.9139784946236559	128.0	85	5359.2	4763	48.4	8	33.6	58
74	72	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9853838106754724	0.9833129833129833	0.8587022547988894	0.8415768557557877	0.8406382408501287	0.8272703303325926	0.8297448116169523	0.8184295268763934	0.8945555549776092	0.8686612601880559	0.9924922730441008	0.9914243882033047	0.7249122365536782	0.6917293233082706	0.9939773059542493	0.9926701570680628	0.6872991757460081	0.6618705035971223	0.9949700311780806	0.9935024103961434	0.6645195920558239	0.6433566433566433	0.9900279680622888	0.989355040701315	0.7990831418929297	0.7479674796747967	107.4	92	5380.4	4740	27.2	31	54.2	51
75	73	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9874667247809672	0.9865689865689866	0.8808944679765357	0.8530835228353733	0.8654268421316349	0.8093836088798947	0.8560356633611214	0.7861892875516854	0.911259487188576	0.9649457434116999	0.9935589253362499	0.9931235674098771	0.7682300106168213	0.7130434782608696	0.994759451265719	0.9966124377901384	0.736094232997551	0.622154779969651	0.9955618565895842	0.9989520016767973	0.7165094701326586	0.5734265734265734	0.9915662202419405	0.9873627511912161	0.8309527541352113	0.9425287356321839	115.8	82	5383.6	4766	24.0	5	45.8	61
76	74	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9856351700697598	0.9829059829059829	0.861594553268447	0.8377128766278801	0.8440630937039144	0.8235684959885494	0.833470833667023	0.8148282235475697	0.896280376162564	0.8644918571915838	0.9926206592873459	0.9912152269399708	0.7305684472495483	0.6842105263157895	0.9940509272401421	0.9924607329842932	0.6940752601676868	0.6546762589928058	0.9950069997472047	0.9932928107315029	0.6719346675868414	0.6363636363636364	0.9902470619918973	0.9891463160091839	0.8023136903332307	0.7398373983739838	108.6	91	5380.6	4739	27.0	32	53.0	52
77	75	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9876821388469705	0.9863654863654864	0.8824481257185894	0.8527317741939091	0.8657090989204775	0.8116037206067368	0.8555593092061944	0.7894761913835484	0.9153499265289049	0.9548922056384743	0.9936704416866011	0.9930171964564878	0.7712258097505776	0.7124463519313304	0.9949592647185364	0.9963192236908148	0.7364589331224185	0.6268882175226587	0.9958207118101343	0.9985328023475163	0.7152979066022545	0.5804195804195804	0.9915312796956883	0.9875621890547264	0.8391685733621216	0.9222222222222223	115.6	83	5385.0	4764	22.6	7	46.0	60
78	76	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9851324190432222	0.9833129833129833	0.8584062804905994	0.84385854781335	0.8434541223782931	0.8324033525694168	0.8344095162212989	0.8252129342047598	0.8879972785848785	0.8649607121650007	0.9923597171974384	0.9914207993304038	0.7244528437837602	0.6962962962962963	0.9935917185938852	0.992417577814084	0.693316526162701	0.6723891273247496	0.9944152290532873	0.9930832110668623	0.6744038033893106	0.6573426573426573	0.990315033423508	0.9897639440150408	0.7856795237462493	0.7401574803149606	109.0	94	5377.4	4738	30.2	33	52.6	49
79	77	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9870357225639627	0.9865689865689866	0.8798050558534396	0.8567291245529467	0.8698662779881701	0.8176664208104449	0.8636401794756614	0.796364398544235	0.8982100252815538	0.9509738977992787	0.9933328198400833	0.9931192660550459	0.7662772918667957	0.7203389830508474	0.9941148806201131	0.9962350972599875	0.745617675356227	0.6390977443609023	0.9946371567429029	0.9983232026828757	0.7326432022084196	0.5944055944055944	0.9920329803869183	0.9879693009749014	0.8043870701761892	0.9139784946236559	118.4	85	5378.6	4763	29.0	8	43.2	58
80	78	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.985527475931943	0.9824989824989825	0.861442572251889	0.8385649607532444	0.8451410509401756	0.830154612739243	0.8352270579212874	0.8247937348754787	0.893287438450975	0.8536563177794128	0.9925640208925245	0.9909985346451748	0.7303211236112532	0.6861313868613139	0.9938953165563065	0.9917459253362383	0.6963867853240447	0.6685633001422475	0.9947850720575893	0.9922448124083001	0.6756690437849857	0.6573426573426573	0.9903540470495413	0.9897553836504286	0.7962208298524088	0.7175572519083969	109.2	94	5379.4	4734	28.2	37	52.4	49
81	79	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9869280026357758	0.9865689865689866	0.8787019179213326	0.8530835228353733	0.8682252121041018	0.8093836088798947	0.8617730118956839	0.7861892875516854	0.8986740607495708	0.9649457434116999	0.993277425306436	0.9931235674098771	0.7641264105362291	0.7130434782608696	0.9940925687027711	0.9966124377901384	0.7423578555054322	0.622154779969651	0.9946371977810925	0.9989520016767973	0.7289088260102753	0.5734265734265734	0.9919236322843235	0.9873627511912161	0.8054244892148184	0.9425287356321839	117.8	82	5378.6	4766	29.0	5	43.8	61
82	80	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9863534576665582	0.9831094831094831	0.8674259262522324	0.8402287382378553	0.8479481142920413	0.8267109219956497	0.8362511979033694	0.8183247270440731	0.9064151642130923	0.8656441511212876	0.992991297454395	0.9913188996966844	0.74186055505007	0.6891385767790262	0.9945540101913807	0.9925023037614141	0.7013422183927017	0.6609195402298851	0.9955987841205187	0.9932928107315029	0.6769036116862204	0.6433566433566433	0.9903985652830037	0.9893528183716075	0.8224317631431811	0.7419354838709677	109.4	92	5383.8	4739	23.8	32	52.2	51
83	81	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9871075487446055	0.9867724867724867	0.8790069366852771	0.8583142406586364	0.866173804471608	0.818231408861414	0.8582459063246997	0.7964691983765553	0.9033657949355869	0.9559424197067787	0.9933720613553818	0.9932242259981237	0.7646418120151725	0.723404255319149	0.9943744210297952	0.9964025767589726	0.7379731879134208	0.6400602409638554	0.9950440709118029	0.9985328023475163	0.7214477417375968	0.5944055944055944	0.9917070764292699	0.9879717959352966	0.8150245134419036	0.9239130434782609	116.6	85	5380.8	4764	26.8	7	45.0	58
84	82	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9862815928003602	0.9837199837199837	0.8672655258524721	0.8443024980038782	0.848994568796488	0.8283932426412637	0.8380105701949757	0.8186391265410339	0.9038070075160807	0.8748450305455787	0.9929535279033799	0.9916352990380594	0.7415775238015643	0.696969696969697	0.9944280443607486	0.9930058215018637	0.7035610932322273	0.6637806637806638	0.9954138250000273	0.9939216097254244	0.6806073153899241	0.6433566433566433	0.9905070103243874	0.9893594825787607	0.8171070047077738	0.7603305785123967	110.0	92	5382.8	4742	24.8	29	51.6	51
85	83	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9878616914033926	0.9863654863654864	0.8882433872015938	0.8539546788327481	0.8792732315001988	0.8143617723634435	0.8736615139018262	0.7928678950477315	0.9048913645687214	0.9504039456837321	0.993756270186615	0.9930157406442197	0.7827305042165724	0.7148936170212766	0.9944396638423738	0.9961934242449594	0.7641067991580239	0.6325301204819277	0.9948960666810391	0.9983232026828757	0.7524269611226133	0.5874125874125874	0.9926204964822525	0.9877644131065948	0.8171622326551903	0.9130434782608695	121.6	84	5380.0	4763	27.6	8	40.0	59
86	84	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9859943138681591	0.9829059829059829	0.8649774102836663	0.8411930908822298	0.8473115871981978	0.8312762678885206	0.8366573908444179	0.8250033345401193	0.9001315205110121	0.859220918082185	0.9928052425916853	0.9912097111762244	0.7371495779756474	0.6911764705882353	0.9942356983744481	0.9920817797142737	0.7003874760219477	0.6704707560627675	0.9951919383486014	0.9926640117375812	0.6781228433402346	0.6573426573426573	0.9904314967884258	0.9897596656217346	0.8098315442335986	0.7286821705426356	109.6	94	5381.6	4736	26.0	35	52.0	49
87	85	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9867843889600453	0.9873829873829874	0.8785119111214078	0.8642901813633521	0.8700226297866667	0.8226731525839097	0.8647044966165968	0.8001753015376993	0.8942347767857424	0.9666182873730043	0.9932018270737839	0.9935376276839691	0.7638219951690315	0.7350427350427351	0.9938628685047399	0.996779186012465	0.7461823910685934	0.6485671191553545	0.9943043233459147	0.9989520016767973	0.7351046698872786	0.6013986013986014	0.9921031218224202	0.9881816296910636	0.7963664317490646	0.945054945054945	118.8	86	5376.8	4766	30.8	5	42.8	57
88	86	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9853838106754724	0.9816849816849816	0.8608320644828911	0.8286252354048964	0.8460195719166173	0.8176782825713964	0.8369418071995559	0.8108077208894647	0.889377571584087	0.84879488246547	0.9924890562531894	0.9905838041431262	0.7291750727125927	0.6666666666666666	0.9937102146304163	0.9915797411084579	0.6983289292028184	0.6437768240343348	0.9945262031576426	0.9922448124083001	0.6793574112414691	0.6293706293706294	0.9904612858624674	0.9889283476081053	0.7882938573057066	0.7086614173228346	109.8	90	5378.0	4734	29.6	37	51.8	53
89	87	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.987323053076904	0.986975986975987	0.884598514469672	0.8610706662331604	0.8787856640754045	0.8215303999383525	0.8751728471338343	0.7999657018730588	0.8954908545017657	0.9564539548079303	0.9934769475740686	0.9933277731442869	0.775720081365275	0.7288135593220338	0.993928642865467	0.9964442585233215	0.7636426852853422	0.6466165413533834	0.9942303656885716	0.9985328023475163	0.7561153285790967	0.6013986013986014	0.9927264837778942	0.9881767268201618	0.7982552252256373	0.9247311827956989	122.2	86	5376.4	4764	31.2	7	39.4	57
90	88	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9862816121431379	0.9839234839234839	0.8660646344104338	0.8433624344377819	0.8458825049631292	0.8237478893318506	0.8338075284846095	0.8119605190449877	0.9067069512881453	0.8824078998433256	0.9929553768455538	0.9917441738948688	0.7391738919753138	0.694980694980695	0.9945838653873544	0.9934260112218407	0.6971811445389042	0.6540697674418605	0.995672721258767	0.9945504087193461	0.6719423357104516	0.6293706293706294	0.9902539371851116	0.9889537307211338	0.8231599653911792	0.7758620689655172	108.6	90	5384.2	4745	23.4	26	53.0	53
91	89	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9878976302840842	0.9857549857549858	0.8820709100771731	0.8454905779707063	0.8606902149712283	0.8043882221350002	0.8478629619375315	0.7823783845582211	0.9248508322510147	0.9486313093089597	0.9937849687886153	0.9927052938724469	0.7703568513657307	0.6982758620689655	0.9954261494332506	0.9960684261156887	0.7259542805092061	0.6127080181543116	0.9965234087305191	0.9983232026828757	0.6992025151445442	0.5664335664335665	0.9910621488085394	0.9871502590673575	0.8586395156934901	0.9101123595505618	113.0	81	5388.8	4763	18.8	8	48.6	62
92	90	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9864252902947935	0.9841269841269841	0.8680539850900562	0.8459239130434782	0.8485229087228111	0.8269224843623216	0.8368831320767439	0.8154570225414912	0.9078245542283788	0.8834688346883469	0.9930281395674434	0.9918478260869565	0.7430798306126688	0.7	0.9945908062669877	0.9934676102340773	0.7024550111786347	0.660377358490566	0.9956357526896429	0.9945504087193461	0.6781305114638447	0.6363636363636364	0.9904362833931349	0.989159891598916	0.8252128250636227	0.7777777777777778	109.6	91	5384.0	4745	23.6	26	52.0	52
93	91	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9877180777276621	0.9863654863654864	0.8816788103460759	0.8502218435235476	0.8635452070705993	0.8060361396040803	0.8525685204705444	0.7826927840551818	0.9174187901108943	0.9645093543477004	0.9936906624647277	0.9930201062610688	0.7696669582274238	0.7074235807860262	0.99510035731344	0.9965707594513216	0.7319900568277584	0.6155015197568389	0.9960426463394482	0.9989520016767973	0.709094394601641	0.5664335664335665	0.9913510840375738	0.9871582435791217	0.8434864961842148	0.9418604651162791	114.6	81	5386.2	4766	21.4	5	47.0	62
94	92	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9863893191761395	0.9843304843304843	0.8680289210749411	0.8528497054684058	0.8492896024182404	0.8403417198314602	0.8380507209999329	0.8325203406947277	0.9057032439439222	0.8760442773600667	0.9930092469363638	0.9919447640966629	0.7430485952135186	0.7137546468401487	0.9945168387330938	0.9930043565683646	0.7040623661033872	0.6876790830945558	0.9955247991043825	0.9937120100607839	0.6805766428954835	0.6713286713286714	0.9905081161865528	0.9901837928153717	0.8208983717012914	0.7619047619047619	110.0	96	5383.4	4741	24.2	30	51.6	47
95	93	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9878257976558489	0.985958485958486	0.8842208310702262	0.8444242454553421	0.8679280717325744	0.7993107797861034	0.8580322619712228	0.7756997770621749	0.9161820659574579	0.9636128364389234	0.993743636055135	0.9928132486199355	0.7746980260853175	0.6960352422907489	0.994988594249785	0.9964874132307435	0.7408675492153639	0.6021341463414634	0.9958206776116431	0.9989520016767973	0.720243846330803	0.5524475524475524	0.9916771024774368	0.9867494824016563	0.8406870294374788	0.9404761904761905	116.4	79	5385.0	4766	22.6	5	45.2	64
96	94	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'robust_scaling'}	0.9858147806545144	0.9835164835164835	0.8633515313617762	0.8417734174221208	0.8458983725899957	0.8252393428637965	0.8353750176940125	0.8151426230445304	0.8980425588895626	0.8737432206925323	0.9927128498824601	0.9915316257187663	0.7339902128410922	0.6920152091254753	0.9941321802199491	0.9929642348605411	0.6976645649600421	0.6575144508670521	0.9950809916030391	0.9939216097254244	0.6756690437849857	0.6363636363636364	0.9903576015580366	0.9891531080517313	0.8057275162210887	0.7583333333333333	109.2	91	5381.0	4742	26.6	29	52.4	52
97	95	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'robust_scaling'}	0.9872871270913974	0.986975986975987	0.8800631804638407	0.8599124452782989	0.8659171596888884	0.8187978416363408	0.8571752725899859	0.7965739982088755	0.9068781945378499	0.9610201119635082	0.9934654543252088	0.9933291640608714	0.7666609066024727	0.7264957264957265	0.9945670141824963	0.9965700422470406	0.7372673051952805	0.6410256410256411	0.995302926132353	0.9987424020121568	0.719047619047619	0.5944055944055944	0.9916356488755037	0.9879742898610823	0.8221207402001959	0.9340659340659341	116.2	85	5382.2	4765	25.4	6	45.4	58
98	96	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9849529696482806	0.9837199837199837	0.8594042495202323	0.8454408348836953	0.8483534317802419	0.8309721646766357	0.841560102542602	0.8220308302052171	0.8805834053942547	0.872830663184528	0.9922633264979815	0.9916335494666387	0.7265451725424832	0.6992481203007519	0.9931764562837204	0.9928795811518325	0.7035304072767634	0.6690647482014388	0.9937865650269266	0.9937120100607839	0.6893336400582777	0.6503496503496503	0.9907468388274416	0.989563765393446	0.7704199719610678	0.7560975609756098	111.4	93	5374.0	4741	33.6	30	50.2	50
99	97	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9778782327019959	0.9863654863654864	0.8350197757476673	0.8527317741939091	0.8698531015814683	0.8116037206067368	0.8979419723832882	0.7894761913835484	0.790794567017687	0.9548922056384743	0.9885408167984646	0.9930171964564878	0.6814987346968698	0.7124463519313304	0.985089308059325	0.9963192236908148	0.7546168951036119	0.6268882175226587	0.982802125887656	0.9985328023475163	0.8130818188789203	0.5804195804195804	0.9943493208522503	0.9875621890547264	0.5872398131831238	0.9222222222222223	131.4	83	5314.6	4764	93.0	7	30.2	60
100	98	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9844142797410518	0.9837199837199837	0.8556810116213459	0.8454408348836953	0.8467726219122605	0.8309721646766357	0.8412827049000546	0.8220308302052171	0.8726529608870319	0.872830663184528	0.9919842149544934	0.9916335494666387	0.7193778082881983	0.6992481203007519	0.992732101874178	0.9928795811518325	0.700813141950343	0.6690647482014388	0.9932317697418315	0.9937120100607839	0.6893336400582778	0.6503496503496503	0.9907420235310689	0.989563765393446	0.754563898242995	0.7560975609756098	111.4	93	5371.0	4741	36.6	30	50.2	50
101	99	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9784168968188546	0.9855514855514855	0.8365194719672171	0.8412798640324161	0.8685877485291	0.7982282553760953	0.8940047782521663	0.7754901773975343	0.7949030409312786	0.9526743222673937	0.9888263988166299	0.9926033961871028	0.6842125451178046	0.6899563318777293	0.9856932214385008	0.9961525593844095	0.7514822756196992	0.6003039513677811	0.9836157216757151	0.9985328023475163	0.8043938348286176	0.5524475524475524	0.9940940066159332	0.9867439933719967	0.5957120752466241	0.9186046511627907	130.0	79	5319.0	4764	88.6	7	31.6	64
102	100	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.984306559812865	0.9827024827024827	0.8559248759596414	0.836378828315876	0.8487277440374303	0.8230142515447478	0.8442212127583039	0.8147234237152493	0.8692349807209588	0.8615075089231599	0.9919268868035575	0.9911097165568455	0.7199228651157252	0.6816479400749064	0.9925318995838441	0.9922928709055877	0.7049235884910162	0.6537356321839081	0.9929359459521571	0.9930832110668623	0.6955064795644507	0.6363636363636364	0.9909213407706596	0.9891440501043841	0.7475486206712582	0.7338709677419355	112.4	91	5369.4	4738	38.2	33	49.2	52
103	101	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9764776350746454	0.9861619861619861	0.8276216350548902	0.8499051328858289	0.8651709670496952	0.8082749335304329	0.8960001669563056	0.7859796878870449	0.7810472290627162	0.9543529137800547	0.9878072033286456	0.9929137140475198	0.6674360667811348	0.7068965517241379	0.9839728921867813	0.9962775523861307	0.746369041912609	0.6202723146747352	0.9814336595778208	0.9985328023475163	0.8105666743347903	0.5734265734265734	0.9942665659958699	0.9873575129533678	0.5678278921295625	0.9213483146067416	131.0	82	5307.2	4764	100.4	7	30.6	61
104	102	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9842347336322224	0.9831094831094831	0.8561471866417026	0.842521101783164	0.8502680778441979	0.8318391286133222	0.846594707283789	0.8251081343724396	0.8670501051010182	0.8620684026326786	0.9918884395451671	0.9913152662969551	0.720405933738238	0.6937269372693727	0.9923834135783005	0.9922496857980729	0.7081527421100954	0.6714285714285714	0.9927139909037486	0.9928736114022217	0.7004754236638295	0.6573426573426573	0.9910658537647798	0.9897618052653573	0.7430343564372566	0.734375	113.2	94	5368.2	4737	39.4	34	48.4	49
105	103	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9773754816754584	0.9857549857549858	0.8338088988641548	0.8454905779707063	0.8719046413641168	0.8043882221350002	0.9030798489067287	0.7823783845582211	0.786403231099035	0.9486313093089597	0.9882738719118173	0.9927052938724469	0.6793439258164924	0.6982758620689655	0.9844705208627319	0.9960684261156887	0.7593387618655016	0.6127080181543116	0.9819514315762057	0.9983232026828757	0.8242082662372517	0.5664335664335665	0.9946795847839335	0.9871502590673575	0.5781268774141367	0.9101123595505618	133.2	81	5310.0	4763	97.6	8	28.4	62
106	104	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9855275533030532	0.9837199837199837	0.8620473152027145	0.8443024980038782	0.8469072502205531	0.8283932426412637	0.837652932499798	0.8186391265410339	0.8913633732693429	0.8748450305455787	0.992563146348559	0.9916352990380594	0.7315314840568701	0.696969696969697	0.9938063944856144	0.9930058215018637	0.7000081059554918	0.6637806637806638	0.9946372046207905	0.9939216097254244	0.6806686603788054	0.6433566433566433	0.9904989369385204	0.9893594825787607	0.7922278096001655	0.7603305785123967	110.0	92	5378.6	4742	29.0	29	51.6	51
107	105	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9847014426165878	0.9863654863654864	0.8632079102851252	0.8527317741939091	0.8612717703342152	0.8116037206067368	0.8600276838689567	0.7894761913835484	0.86662453445884	0.9548922056384743	0.9921239280877264	0.9930171964564878	0.7342918924825239	0.7124463519313304	0.9922781686451534	0.9963192236908148	0.730265372023277	0.6268882175226587	0.9923811096288725	0.9985328023475163	0.7276742581090407	0.5804195804195804	0.9918673160893929	0.9875621890547264	0.7413817528282872	0.9222222222222223	117.6	83	5366.4	4764	41.2	7	44.0	60
108	106	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.985168448190209	0.9849409849409849	0.8593919425146102	0.8549107605977276	0.8454002284319145	0.8369669345371191	0.836873048813246	0.8260513328633219	0.886667818898389	0.8898484941421825	0.9923773235653067	0.9922642692870584	0.7264065614639134	0.7175572519083969	0.9935323970335972	0.9937602077138908	0.697268059830232	0.6801736613603473	0.9943043370253113	0.9947600083839866	0.6794417606011809	0.6573426573426573	0.9904597230352182	0.9897810218978103	0.7828759147615595	0.7899159663865546	109.8	94	5376.8	4746	30.8	25	51.8	49
109	107	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9851683450287287	0.9853479853479854	0.867078731383568	0.8383552631578948	0.8647195853985246	0.7948591039779475	0.8632888847281579	0.7719936739010309	0.871587954768321	0.9520933575335291	0.9923646861628213	0.9925	0.741792776604315	0.6842105263157895	0.9925518659028729	0.9961109020198219	0.7368873048941765	0.593607305936073	0.9926769949758313	0.9985328023475163	0.7339007744804846	0.5454545454545454	0.9920540899148221	0.9865396562435287	0.7511218196218196	0.9176470588235294	118.6	78	5368.0	4764	39.6	7	43.0	65
110	108	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9850607089192449	0.9839234839234839	0.8607782809562249	0.8456802466215746	0.8504002566461626	0.8289567585128061	0.8440145778627667	0.8187439263733541	0.8806303642311141	0.8780141843971632	0.9923181157504943	0.9917407213800313	0.7292384461619557	0.6996197718631179	0.9931762343075448	0.9931736326325488	0.7076242789847803	0.6647398843930635	0.9937495759387076	0.9941312093900649	0.6942795797868262	0.6433566433566433	0.9908929438821478	0.9893617021276596	0.7703677845800805	0.7666666666666667	112.2	92	5373.8	4743	33.8	28	49.4	51
111	109	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.983911373972294	0.985958485958486	0.8611094302735921	0.8470544772514138	0.8665800232613059	0.8049361241017452	0.8704297780460554	0.7824831843905413	0.852701789714932	0.953803733564405	0.9917079857709886	0.9928102532041263	0.7305108747761956	0.7012987012987013	0.9912239163984287	0.9962358845671268	0.7419361301241829	0.6136363636363636	0.9909017307719667	0.9985328023475163	0.7499578253201442	0.5664335664335665	0.9925168864014176	0.9871529216742644	0.7128866930284468	0.9204545454545454	121.2	81	5358.4	4764	49.2	7	40.4	62
112	110	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9852761552232108	0.9837199837199837	0.8615575717835842	0.8443024980038782	0.8493085114368366	0.8283932426412637	0.8417265260807945	0.8186391265410339	0.8847456711087387	0.8748450305455787	0.9924310057554789	0.9916352990380594	0.7306841378116896	0.696969696969697	0.9934432187360505	0.9930058215018637	0.7051738041376228	0.6637806637806638	0.9941194121033112	0.9939216097254244	0.6893336400582777	0.6433566433566433	0.9907494973147154	0.9893594825787607	0.7787418449027623	0.7603305785123967	111.4	92	5375.8	4742	31.8	29	50.2	51
113	111	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9840191196908508	0.985958485958486	0.8623784424245361	0.8470544772514138	0.8681564572770248	0.8049361241017452	0.8722969798245241	0.7824831843905413	0.8537251150824705	0.953803733564405	0.991762740487338	0.9928102532041263	0.7329941443617344	0.7012987012987013	0.9912456976371468	0.9962358845671268	0.745067216916903	0.6136363636363636	0.9909017581307598	0.9985328023475163	0.7536922015182885	0.5664335664335665	0.992627518268583	0.9871529216742644	0.7148227118963583	0.9204545454545454	121.8	81	5358.4	4764	49.2	7	39.8	62
114	112	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9856353054692025	0.9845339845339846	0.8639469564588558	0.8509894298030716	0.8495130369944661	0.8332442950284384	0.8407023802639111	0.8224500295344982	0.8919811370115468	0.8855425381831565	0.9926171004675945	0.9920551954840059	0.735276812450117	0.7099236641221374	0.9937836747691196	0.9935508187110013	0.7052423992198127	0.6729377713458755	0.994563260642844	0.9945504087193461	0.6868414998849781	0.6503496503496503	0.9906802485938806	0.9895724713242962	0.793282025429213	0.7815126050420168	111.0	93	5378.2	4745	29.4	26	50.6	50
115	113	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9853838106754722	0.986975986975987	0.8733124918711163	0.8610706662331604	0.8784003041284766	0.8215303999383525	0.8819930850050746	0.7999657018730588	0.8655593445156782	0.9564539548079303	0.9924678438879686	0.9933277731442869	0.7541571398542637	0.7288135593220338	0.9920383137010556	0.9964442585233215	0.7647622945558975	0.6466165413533834	0.9917524456025116	0.9985328023475163	0.7722337244076375	0.6013986013986014	0.9931856752223067	0.9881767268201618	0.7379330138090495	0.9247311827956989	124.8	86	5363.0	4764	44.6	7	36.8	57
116	114	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9858866455207125	0.9855514855514855	0.86642109705816	0.8592244663934496	0.852775895592992	0.8387014984526635	0.8444360704375921	0.8263657323602828	0.8928713419235825	0.9000661195038162	0.99274610623247	0.9925802069181733	0.7400960878838498	0.7258687258687259	0.9938575175592173	0.9942634620216062	0.7116942736267668	0.6831395348837209	0.9946002292119683	0.9953888073779082	0.694271911663216	0.6573426573426573	0.9909007989385641	0.9897874114214256	0.794841884908601	0.8103448275862069	112.2	94	5378.4	4749	29.2	22	49.4	49
117	115	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.985707002697995	0.9863654863654864	0.8764945257732805	0.8527317741939091	0.8819498551934156	0.8116037206067368	0.8857522347227663	0.7894761913835484	0.8680036554953914	0.9548922056384743	0.9926337256816595	0.9930171964564878	0.7603553258649012	0.7124463519313304	0.9921712477839542	0.9963192236908148	0.7717284626028772	0.6268882175226587	0.9918633376304878	0.9985328023475163	0.7796411318150448	0.5804195804195804	0.9934061609926447	0.9875621890547264	0.7426011499981378	0.9222222222222223	126.0	83	5363.6	4764	44.0	7	35.6	60
118	116	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9852401969997417	0.9841269841269841	0.8621004416701048	0.8459239130434782	0.8510085716363234	0.8269224843623216	0.8441108607061754	0.8154570225414912	0.8829127630207729	0.8834688346883469	0.9924111256733328	0.9918478260869565	0.7317897576668769	0.7	0.9933244315811798	0.9934676102340773	0.7086927116914671	0.660377358490566	0.9939344735019147	0.9945504087193461	0.6942872479104364	0.6363636363636364	0.9908936143681959	0.989159891598916	0.7749319116733497	0.7777777777777778	112.2	91	5374.8	4745	32.8	26	49.4	52
119	117	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9842345917851867	0.9863654863654864	0.8671363309299874	0.8527317741939091	0.8782860556307721	0.8116037206067368	0.8861992908471313	0.7894761913835484	0.8502386320835249	0.9548922056384743	0.9918683482570924	0.9930171964564878	0.7424043136028826	0.7124463519313304	0.9909104090579103	0.9963192236908148	0.7656617022036338	0.6268882175226587	0.9902729778295285	0.9985328023475163	0.7821256038647342	0.5804195804195804	0.9934697137766371	0.9875621890547264	0.7070075503904127	0.9222222222222223	126.4	83	5355.0	4764	52.6	7	35.2	60
120	118	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9852043096997903	0.9843304843304843	0.8611951110069589	0.8495870758210284	0.8495326979140161	0.8326741741618158	0.8422883332387816	0.8223452297021779	0.8831191503564145	0.8822851481017939	0.9923935946747557	0.9919498170412964	0.7299966273391619	0.7072243346007605	0.993361753798804	0.9933830304045564	0.7057036420292284	0.6719653179190751	0.9940084585180509	0.9943408090547056	0.6905682079595122	0.6503496503496503	0.9907850354426303	0.9895702962035878	0.775453265270199	0.775	111.6	93	5375.2	4744	32.4	27	50.0	50
121	119	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9844500832223003	0.985958485958486	0.8686661769459516	0.8483357077519362	0.8793137303235887	0.8077227180526358	0.8869205633831079	0.7858748880547246	0.852679237660008	0.9492330016583748	0.9919799783410355	0.9928087545596664	0.7453523755508676	0.703862660944206	0.9910660055707077	0.9961100886732475	0.76756145507647	0.6193353474320241	0.9904579506294164	0.9983232026828757	0.7833831761367993	0.5734265734265734	0.9935083314194877	0.9873548922056384	0.711850143900528	0.9111111111111111	126.6	82	5356.0	4763	51.6	8	35.0	61
122	120	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9862098246480502	0.9853479853479854	0.8668928967893695	0.8545075327042235	0.8488537249049933	0.8303263026912768	0.8380119627629972	0.8160858215354128	0.9029357997551164	0.904496626545346	0.992916177989191	0.992479632337581	0.740869615589548	0.7165354330708661	0.9943687843956448	0.9944739816636664	0.703338665414342	0.6661786237188873	0.9953399288999686	0.9958080067071893	0.6806839966260256	0.6363636363636364	0.9905060612717493	0.9891734332708724	0.8153655382384833	0.8198198198198198	110.0	91	5382.4	4751	25.2	20	51.6	52
123	121	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9874666732002272	0.985958485958486	0.8814884494025248	0.8457508537779818	0.8672615672304591	0.8021321974900877	0.8584614798021967	0.7790914807263581	0.9084189593795594	0.9585918383075471	0.9935581776985511	0.9928117512240858	0.7694187211064984	0.6986899563318777	0.9946706705115418	0.9963616594178655	0.7398524639493763	0.60790273556231	0.9954138728779153	0.9987424020121568	0.721509086726478	0.5594405594405595	0.9917101577055469	0.9869511184755593	0.8251277610535718	0.9302325581395349	116.6	80	5382.8	4765	24.8	6	45.0	63
124	122	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9861739309005063	0.9849409849409849	0.8664365538691194	0.8538252508361204	0.8479233341666443	0.834388749878525	0.8367882247021111	0.8226596291991387	0.903349481617578	0.8922243068584532	0.9928979482871411	0.9922658862876255	0.739975159451098	0.7153846153846154	0.9943836674862216	0.9938863531677903	0.7014630008470674	0.6748911465892597	0.9953769248278859	0.9949696080486271	0.6781995245763361	0.6503496503496503	0.9904327947434302	0.9895768188451115	0.8162661684917261	0.7948717948717948	109.6	93	5382.6	4747	25.0	24	52.0	50
125	123	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9873230853148666	0.986975986975987	0.8790564352932337	0.8599124452782989	0.8624960212345563	0.8187978416363408	0.852395780338574	0.7965739982088755	0.911211861132864	0.9610201119635082	0.9934859900559758	0.9933291640608714	0.7646268805304915	0.7264957264957265	0.9947746295097396	0.9965700422470406	0.7302174129593728	0.6410256410256411	0.9956358210866256	0.9987424020121568	0.7091557395905221	0.5944055944055944	0.991346608753422	0.9879742898610823	0.8310771135123061	0.9340659340659341	114.6	85	5384.0	4765	23.6	6	47.0	58
126	124	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9860302656440355	0.9849409849409849	0.8667076246826705	0.8559798106535873	0.8513766768035534	0.8395298632765651	0.8421072057651429	0.8294430365275052	0.8970231412827726	0.8875546811551971	0.9928215269851004	0.9922626516102049	0.7405937223802408	0.7196969696969697	0.9940649476395151	0.9936340411274448	0.7086884059675915	0.6854256854256854	0.9948961077192287	0.9945504087193461	0.6893183038110575	0.6643356643356644	0.9907579588207038	0.9899853953682454	0.8032883237448412	0.7851239669421488	111.4	95	5380.0	4745	27.6	26	50.2	48
127	125	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9867484952125013	0.9861619861619861	0.8779289310066124	0.8460165931507633	0.8694285677040524	0.7998541271328321	0.8641025557528981	0.7758045768944951	0.8936534785934558	0.9692797270639171	0.9931837953929781	0.9929181420537389	0.7626740666202465	0.6991150442477876	0.9938556572032292	0.9966548191511604	0.7450014782048756	0.6030534351145038	0.9943043370253113	0.9991616013414378	0.7339007744804846	0.5524475524475524	0.9920671021377746	0.9867522252121714	0.7952398550491371	0.9518072289156626	118.6	79	5376.8	4767	30.8	4	43.0	64
128	126	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9859225457158487	0.9841269841269841	0.865838929090336	0.8470680990084156	0.8503404424578843	0.8295216555197578	0.840854146739648	0.8188487262056745	0.8957493605741955	0.8812365822241306	0.99276611807646	0.9918461216809534	0.7389117401042121	0.7022900763358778	0.9940207445948408	0.9933414297081117	0.706660140320928	0.6657018813314037	0.9948591254707081	0.9943408090547056	0.6868491680085882	0.6433566433566433	0.9906828872261798	0.989363920750782	0.8008158339222116	0.773109243697479	111.0	92	5379.8	4744	27.8	27	50.6	51
129	127	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9873948728099542	0.9867724867724867	0.8823147209545408	0.8559208843672739	0.870569826991846	0.8127209992015513	0.8632186571270907	0.7896857910481889	0.904083076317456	0.965374580868779	0.9935188949003024	0.9932270501198291	0.7711105470087791	0.7186147186147186	0.9944333259336805	0.9966541196152238	0.7467063280500116	0.6287878787878788	0.9950440161942169	0.9989520016767973	0.7313932980599647	0.5804195804195804	0.9919991053901889	0.9875673435557397	0.8161670472447231	0.9431818181818182	118.2	83	5380.8	4766	26.8	5	43.4	60
130	128	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.98671255633181	0.9851444851444852	0.871308872824671	0.8563380586282587	0.8525434797766162	0.8375436967445926	0.8412533038688608	0.8261561326956421	0.9087263413740228	0.8931966610593574	0.9931751111367302	0.9923696038465558	0.7494426345126118	0.7203065134099617	0.9946720266541492	0.99392797319933	0.7104149328990829	0.6811594202898551	0.9956727759763533	0.9949696080486271	0.686833831761368	0.6573426573426573	0.9906914067501285	0.9897831526271893	0.826761275997917	0.7966101694915254	111.0	94	5384.2	4747	23.4	24	50.6	49
131	129	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9868920766502693	0.9865689865689866	0.8773633886165371	0.8543196878009516	0.8651775003710371	0.8121616449258658	0.8575552926037675	0.7895809912158687	0.8999705303396295	0.9600745182511498	0.9932608076933087	0.9931221342225928	0.7614659695397654	0.7155172413793104	0.9942190880474182	0.9964866786565728	0.7361359126946558	0.6278366111951589	0.9948590707531221	0.9987424020121568	0.720251514454413	0.5804195804195804	0.9916681734357834	0.9875647668393782	0.8082728872434755	0.9325842696629213	116.4	83	5379.8	4765	27.8	6	45.2	60
132	130	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9864612162803	0.9851444851444852	0.8683753912223772	0.857400734219936	0.848740060476232	0.840109005459835	0.836920803769577	0.8295478363598254	0.9074580007342858	0.8908270755110554	0.9930468415978334	0.9923680083638264	0.7437039408469208	0.7224334600760456	0.9946206329508351	0.9938018259485719	0.7028594880016288	0.6864161849710982	0.9956727554572586	0.9947600083839866	0.6781688520818956	0.6643356643356644	0.9904355003080028	0.9899874843554443	0.8244805011605688	0.7916666666666666	109.6	95	5384.2	4746	23.4	25	52.0	48
133	131	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9869998417116037	0.9857549857549858	0.8796296978634249	0.844179493916305	0.8697791818400548	0.8015872466872441	0.863614027067489	0.7789866808940379	0.8979112982429841	0.953244322524878	0.9933140982004488	0.9927068139195666	0.7659452975264013	0.6956521739130435	0.9940852127694024	0.9961942202333653	0.745473150910707	0.6069802731411229	0.9946001881737787	0.9985328023475163	0.7326278659611993	0.5594405594405595	0.992032488770765	0.9869484151646986	0.8037901077152029	0.9195402298850575	118.4	80	5378.4	4764	29.2	7	43.2	63
134	132	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9861020853770859	0.985958485958486	0.8666240486378097	0.8642099458267103	0.849858030097819	0.8449994537906926	0.839745179226582	0.8333587393532897	0.8999581727508105	0.9018797444197848	0.9928596368871592	0.9927877077453747	0.7403884603884603	0.735632183908046	0.9942131729877255	0.9943467336683417	0.7055028872079129	0.6956521739130435	0.9951179943706547	0.9953888073779082	0.684372364082509	0.6713286713286714	0.9906135391117008	0.9902001668056714	0.8093028063899202	0.8135593220338984	110.6	96	5381.2	4749	26.4	22	51.0	47
135	133	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.987502592738141	0.9863654863654864	0.8854282307339639	0.8514876808093439	0.8773793606925523	0.8088285616516482	0.8722751829447036	0.7860844877193651	0.9000023096113171	0.959589157216592	0.9935708218127619	0.9930186516619777	0.7772856396551658	0.70995670995671	0.9941881066348348	0.9964450020911753	0.7605706147502695	0.6212121212121212	0.9946002086928735	0.9987424020121568	0.7499501571965341	0.5734265734265734	0.9925443224900683	0.9873601326150021	0.8074602967325661	0.9318181818181818	121.2	82	5378.4	4765	29.2	6	40.4	61
136	134	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9859225715062188	0.9851444851444852	0.8660258352131918	0.8594782878477523	0.8507682387513645	0.8451942742501581	0.8414606111094644	0.836331243688192	0.8956722887676435	0.8863273621119268	0.9927657793465399	0.9923648153958791	0.7392858910798437	0.7265917602996255	0.9939984026737244	0.9935494680405462	0.7075380748290047	0.6968390804597702	0.9948221500618857	0.9943408090547056	0.6880990721570431	0.6783216783216783	0.9907193587400585	0.9903966597077244	0.8006252187952285	0.782258064516129	111.2	97	5379.6	4744	28.0	27	50.4	46
137	135	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9869998159212336	0.986975986975987	0.8821414438566968	0.8599124452782989	0.8758722932766076	0.8187978416363408	0.8720201412668638	0.7965739982088755	0.8939995843442204	0.9610201119635082	0.9933097025775188	0.9933291640608714	0.770973185135875	0.7264957264957265	0.9937729072158323	0.9965700422470406	0.7579716793373829	0.6410256410256411	0.9940824572135835	0.9987424020121568	0.749957825320144	0.5944055944055944	0.9925406770039771	0.9879742898610823	0.7954584916844638	0.9340659340659341	121.2	85	5375.6	4765	32.0	6	40.4	58
138	136	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.987071674339839	0.9857549857549858	0.87287489744713	0.8617265886287625	0.8508563415683744	0.8418550153947284	0.837830142425197	0.8298622358567863	0.9182748922273005	0.9009797790285595	0.993362305568622	0.9926839464882943	0.7523874893256378	0.7307692307692307	0.9951013863676226	0.9943050961015033	0.7066112967691263	0.6894049346879536	0.9962645329908743	0.9953888073779082	0.67939575185952	0.6643356643356644	0.9904787699400117	0.9899937460913071	0.8460710145145892	0.811965811965812	109.8	95	5387.4	4749	20.2	22	51.8	48
139	137	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9879335433744055	0.9867724867724867	0.8828070677295781	0.857127840635882	0.86249371228425	0.8154847231608375	0.850280465268723	0.7930774947123721	0.9233247185472605	0.9605514096185739	0.9938028076711891	0.993225638353309	0.7718113277879672	0.721030042918455	0.995366846262345	0.9965283587083821	0.729620578306155	0.6344410876132931	0.9964124756643535	0.9987424020121568	0.7041484548730925	0.5874125874125874	0.9912077550456312	0.9877694859038143	0.8554416820488899	0.9333333333333333	113.8	84	5388.2	4765	19.4	6	47.8	59
140	138	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.986030284986813	0.9861619861619861	0.864999489799807	0.862590447553989	0.8465767285373736	0.8378562657843442	0.8355051655272423	0.8232884281930604	0.9018169716430904	0.9137138387606845	0.9928242115485256	0.9928974305410486	0.7371747680510884	0.7322834645669292	0.9943097731210202	0.9948926194164189	0.6988436839537269	0.6808199121522694	0.9953029466514479	0.9962272060364703	0.6757073844030366	0.6503496503496503	0.9903594039471806	0.9895898396835311	0.813274539339	0.8378378378378378	109.2	93	5382.2	4753	25.4	18	52.4	50
141	139	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9875385703043875	0.9863654863654864	0.8795444927508523	0.8514876808093439	0.8604793376266814	0.8088285616516482	0.8489062883229878	0.7860844877193651	0.9168565246410129	0.959589157216592	0.9935991716213314	0.9930186516619777	0.765489813880373	0.70995670995671	0.9950858853040969	0.9964450020911753	0.7258727899492656	0.6212121212121212	0.9960795807100812	0.9987424020121568	0.7017329959358946	0.5734265734265734	0.9911314732724488	0.9873601326150021	0.8425815760095767	0.9318181818181818	113.4	82	5386.4	4765	21.2	6	48.2	61
142	140	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9863894029948422	0.9853479853479854	0.8681645891725001	0.8556140305056414	0.84894501465493	0.8329403819090563	0.8375018154350808	0.819477525199596	0.9072542059286869	0.9017682525580033	0.9930090272404772	0.9924780610112829	0.7433201511045231	0.71875	0.994538857821101	0.9943479171027841	0.7033511714887593	0.6715328467153284	0.9955618702689808	0.9955984070425488	0.6794417606011809	0.6433566433566433	0.9904717289427383	0.9893772130806082	0.8240366829146357	0.8141592920353983	109.8	92	5383.6	4750	24.0	21	51.8	51
143	141	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9875743995760062	0.9865689865689866	0.8820286898622063	0.8543196878009516	0.8662968085055167	0.8121616449258658	0.8567052316089884	0.7895809912158687	0.9126500713352511	0.9600745182511498	0.9936141635024512	0.9931221342225928	0.7704432162219612	0.7155172413793104	0.9948259306776286	0.9964866786565728	0.7377676863334044	0.6278366111951589	0.9956357526896429	0.9987424020121568	0.7177747105283336	0.5804195804195804	0.9916024176344106	0.9875647668393782	0.8336977250360915	0.9325842696629213	116.0	83	5384.0	4765	23.6	6	45.6	60
144	142	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'minmax_scaling'}	0.9861380242577773	0.9853479853479854	0.8680134673487467	0.8567033607931763	0.8522859203112434	0.8355388633123595	0.8427729570504507	0.8228692288637793	0.899157887064141	0.8991384074580755	0.9928765019883998	0.9924764890282132	0.7431504327090935	0.7209302325581395	0.9941313021925822	0.9942218314282125	0.7104405384299046	0.6768558951965066	0.994970038017779	0.9953888073779082	0.6905758760831225	0.6503496503496503	0.9907939242450272	0.989581162742238	0.8075218498832548	0.808695652173913	111.6	93	5380.4	4749	27.2	22	50.0	50
145	143	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'minmax_scaling'}	0.9865688910753392	0.9871794871794872	0.8733382076495773	0.8615239070778549	0.8597271586941175	0.8193657257149385	0.8513932966173396	0.7966787980411958	0.8995939796750065	0.9662106135986732	0.9930960514758953	0.9934340802501302	0.7535803638232594	0.7296137339055794	0.9941750647798248	0.9967374937259494	0.7252792526084104	0.6419939577039275	0.9948960940398323	0.9989520016767973	0.7078904991948469	0.5944055944055944	0.9913044101873701	0.9879767827529021	0.8078835491626426	0.9444444444444444	114.4	85	5380.0	4766	27.6	5	47.2	58
146	144	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9833368741362241	0.9798534798534798	0.8490828057477149	0.8135007849293563	0.8438197140260622	0.805052790346908	0.8407470936033814	0.7996894114060327	0.8597346915865242	0.82876254180602	0.9914241338234264	0.9896389324960754	0.7067414776720033	0.6373626373626373	0.9918423300467263	0.9904474610356964	0.695797098005398	0.6196581196581197	0.9921222065304345	0.9909872144204569	0.6893719806763284	0.6083916083916084	0.9907314491479579	0.9882943143812709	0.7287379340250906	0.6692307692307692	111.4	87	5365.0	4728	42.6	43	50.2	56
147	145	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9784168968188546	0.9861619861619861	0.8378283609446289	0.8499051328858289	0.8717409439028325	0.8082749335304329	0.8988104502705438	0.7859796878870449	0.7942505623743411	0.9543529137800547	0.9888231901079634	0.9929137140475198	0.6868335317812944	0.7068965517241379	0.9855137213237398	0.9962775523861307	0.757968166481925	0.6202723146747352	0.9833198500081529	0.9985328023475163	0.8143010505329344	0.5734265734265734	0.9943893116651775	0.9873575129533678	0.5941118130835047	0.9213483146067416	131.6	82	5317.4	4764	90.2	7	30.0	61
148	146	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9834446005120034	0.98005698005698	0.8492606522346768	0.8198680351906158	0.8431968548193105	0.8159291628424593	0.839585804174725	0.8133610258950859	0.861323648463913	0.8266740418275527	0.9914810157313898	0.9897360703812317	0.7070402887379641	0.65	0.9919760395804866	0.9901093835128453	0.6944176700581345	0.6417489421720733	0.9923071040936415	0.9903584154265354	0.6868645042558086	0.6363636363636364	0.9906601567461568	0.9891145070127695	0.7319871401816691	0.6642335766423357	111.0	91	5366.0	4725	41.6	46	50.6	52
149	147	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.978668294898697	0.9857549857549858	0.8379928092442986	0.8454905779707063	0.8693545404928894	0.8043882221350002	0.894138077542587	0.7823783845582211	0.7971020484733555	0.9486313093089597	0.9889575173944805	0.9927052938724469	0.687028101094117	0.6982758620689655	0.9859012836049791	0.9960684261156887	0.7528077973807998	0.6127080181543116	0.9838746521329462	0.9983232026828757	0.8044015029522276	0.5664335664335665	0.9940951586988678	0.9871502590673575	0.6001089382478433	0.9101123595505618	130.0	81	5320.4	4763	87.2	8	31.6	62
150	148	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9826904256152534	0.9798534798534798	0.8446664641718094	0.8186585415403174	0.8411021011428517	0.8153931974074118	0.8391974529469172	0.8132562260627656	0.8526338276416745	0.8242662588303838	0.9910887766067361	0.9896302503404211	0.6982441517368828	0.6476868327402135	0.9913530441975056	0.9899413243922883	0.6908511580881976	0.6408450704225352	0.9915304016380256	0.9901488157618947	0.6868645042558086	0.6363636363636364	0.9906530403963826	0.9891122278056952	0.7146146148869661	0.6594202898550725	111.0	91	5361.8	4724	45.8	47	50.6	52
151	149	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.976298114756186	0.9861619861619861	0.8277498403019289	0.8499051328858289	0.8670027947087762	0.8082749335304329	0.8995272896265354	0.7859796878870449	0.7796248457858649	0.9543529137800547	0.9877102013369898	0.9929137140475198	0.6677894792668677	0.7068965517241379	0.9836889763607793	0.9962775523861307	0.7503166130567731	0.6202723146747352	0.9810268206456019	0.9985328023475163	0.8180277586074688	0.5734265734265734	0.9944879750760617	0.9873575129533678	0.5647617164956681	0.9213483146067416	132.2	82	5305.0	4764	102.6	7	29.4	61
152	150	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9829059234999595	0.9802604802604803	0.8463402571862657	0.8210858086811996	0.8425680685773191	0.8164663978895599	0.8405059887650422	0.8134658257274061	0.8546390715277378	0.8291172161623126	0.9912002318815167	0.9898418682584564	0.7014802824910149	0.6523297491039427	0.9914864275407108	0.9902774285474814	0.6936497096139275	0.6426553672316384	0.9916783374718067	0.9905680150911759	0.6893336400582778	0.6363636363636364	0.9907276801185573	0.9891167852658016	0.7185504629369184	0.6691176470588235	111.4	91	5362.6	4726	45.0	45	50.2	52
153	151	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9775191082463742	0.9853479853479854	0.8339744133306912	0.8397274794567708	0.8707854828024117	0.7976890655909189	0.9007509739747321	0.775385377565214	0.7878202493281192	0.947393612081467	0.9883505329250901	0.9924984371744113	0.6795982937362923	0.6869565217391305	0.9846792816014844	0.9959851114549789	0.7568916840033392	0.5993930197268589	0.9822472895643714	0.9983232026828757	0.819254658385093	0.5524475524475524	0.9945321410325489	0.9867412471514398	0.5811083576236895	0.9080459770114943	132.4	79	5311.6	4763	96.0	8	29.2	64
154	152	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.984701494197328	0.9814814814814815	0.8565723959466572	0.8285714285714285	0.8444883121070532	0.8197167755991286	0.8372314159860288	0.8140946247213277	0.8806435234218848	0.8445652173913043	0.9921345468218234	0.9904761904761905	0.721010245071491	0.6666666666666666	0.9931245914763928	0.9912854030501089	0.6958520327377139	0.6481481481481481	0.993786503469642	0.9918256130790191	0.6806763285024156	0.6363636363636364	0.9904919597501521	0.9891304347826086	0.7707950870936173	0.7	110.0	91	5374.0	4732	33.6	39	51.6	52
155	153	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9851324061480374	0.985958485958486	0.8674056314184595	0.8470544772514138	0.8659186476878483	0.8049361241017452	0.8650361235274717	0.7824831843905413	0.870324036837582	0.953803733564405	0.992345076692092	0.9928102532041263	0.742466186144827	0.7012987012987013	0.9924553402690943	0.9962358845671268	0.7393819551066021	0.6136363636363636	0.9925291138596363	0.9985328023475163	0.7375431331953072	0.5664335664335665	0.9921623620819193	0.9871529216742644	0.7484857115932448	0.9204545454545454	119.2	81	5367.2	4764	40.4	7	42.4	62
156	154	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9849888053674919	0.981074481074481	0.8582669962390008	0.8260415100444412	0.844469295622097	0.8186281430220246	0.8361817935258891	0.8138850250566871	0.8857521897018203	0.8392599140717083	0.9922838740288078	0.9902648382707003	0.7242501184491942	0.6618181818181819	0.9934061053849403	0.9909494678622308	0.695532485859254	0.6463068181818182	0.994156394351832	0.991406413749738	0.6782071926999463	0.6363636363636364	0.990421979893793	0.9891258887494772	0.7810823995098479	0.6893939393939394	109.6	91	5376.0	4730	31.6	41	52.0	52
157	155	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9852760649569156	0.9855514855514855	0.8668852911912703	0.8412798640324161	0.8624967973582185	0.7982282553760953	0.8597401194764771	0.7754901773975343	0.8749558607356006	0.9526743222673937	0.9924221923673752	0.9926033961871028	0.7413483900151652	0.6899563318777293	0.9927745657122585	0.9961525593844095	0.7322190290041783	0.6003039513677811	0.9930098762507071	0.9985328023475163	0.7264703627022467	0.5524475524475524	0.9918364784851738	0.9867439933719967	0.7580752429860274	0.9186046511627907	117.4	79	5369.8	4764	37.8	7	44.2	64
158	156	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9847733332731557	0.9814814814814815	0.8591736633973621	0.8285714285714285	0.8496800004910152	0.8197167755991286	0.8438704453121486	0.8140946247213277	0.8774467975742392	0.8445652173913043	0.9921685361525068	0.9904761904761905	0.7261787906422172	0.6666666666666666	0.9929388708352747	0.9912854030501089	0.706421130146756	0.6481481481481481	0.993453642713861	0.9918256130790191	0.6942872479104364	0.6363636363636364	0.9908894850767955	0.9891304347826086	0.7640041100716826	0.7	112.2	91	5372.2	4732	35.4	39	49.4	52
159	157	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9839472999578005	0.9857549857549858	0.8628528739451383	0.844179493916305	0.8704730478959393	0.8015872466872441	0.8758642259409181	0.7789866808940379	0.8512260433710201	0.953244322524878	0.9917237361877611	0.9927068139195666	0.7339820117025155	0.6956521739130435	0.9910525148061342	0.9961942202333653	0.7498935809857443	0.6069802731411229	0.9906058385853097	0.9985328023475163	0.7611226132965264	0.5594405594405595	0.9928456731706948	0.9869484151646986	0.7096064135713457	0.9195402298850575	123.0	80	5356.8	4764	50.8	7	38.6	63
160	158	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9844142410554966	0.9812779812779813	0.8549251263434424	0.8285175879396984	0.8441976829953545	0.8217366302472686	0.8376784560160452	0.8173815285531907	0.8758375047627339	0.8405310494391176	0.9919852911885265	0.9903685092127303	0.7178649614983582	0.6666666666666666	0.9928654284251573	0.990990990990991	0.6955299375655517	0.6524822695035462	0.9934536837520506	0.991406413749738	0.6819032282800399	0.6433566433566433	0.9905243551039193	0.9893327755699645	0.7611506544215487	0.6917293233082706	110.2	92	5372.2	4730	35.4	41	51.4	51
161	159	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.03, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9833368032127063	0.9863654863654864	0.8574201562540292	0.8527317741939091	0.8648803153591654	0.8116037206067368	0.8701377438601472	0.7894761913835484	0.8459840163163944	0.9548922056384743	0.9914094525461964	0.9930171964564878	0.7234308599618621	0.7124463519313304	0.9907493383094458	0.9963192236908148	0.739011292408885	0.6268882175226587	0.9903099942765404	0.9985328023475163	0.7499654934437543	0.5804195804195804	0.9925125840126233	0.9875621890547264	0.6994554486201656	0.9222222222222223	121.2	83	5355.2	4764	52.4	7	40.4	60
162	160	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9853478975851508	0.9829059829059829	0.8628504214367908	0.8400502197112367	0.8504756855402011	0.8287220850699117	0.8429649041048901	0.821611630875936	0.8870689000111392	0.8609192547401181	0.9924666611190958	0.9912115505335845	0.7332341817544862	0.6888888888888889	0.9934572653168153	0.9922081186376775	0.7074941057635867	0.6652360515021459	0.9941193642254234	0.9928736114022217	0.691810443984357	0.6503496503496503	0.990822402848783	0.9895550449133069	0.7833153971734952	0.7322834645669292	111.8	93	5375.8	4737	31.8	34	49.8	50
163	161	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9854197237657937	0.9867724867724867	0.8733069505004923	0.8583142406586364	0.8777200804228779	0.818231408861414	0.8808178142788787	0.7964691983765553	0.8665149440845938	0.9559424197067787	0.9924869673840819	0.9932242259981237	0.754126933616903	0.723404255319149	0.9921125804433613	0.9964025767589726	0.7633275804023941	0.6400602409638554	0.991863371828979	0.9985328023475163	0.7697722567287786	0.5944055944055944	0.993112481262116	0.9879717959352966	0.7399174069070716	0.9239130434782609	124.4	85	5363.6	4764	44.0	7	37.2	58
164	162	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9856352023077223	0.9822954822954822	0.8652381828788392	0.8337392776071597	0.852273407368242	0.821909784370511	0.8443181210737883	0.8145138240506088	0.8901031011524999	0.8556808688387636	0.9926150100131089	0.9908986295637618	0.7378613557445698	0.6765799256505576	0.993649853439425	0.9919571045576407	0.7108969612970588	0.6518624641833811	0.9943413261135301	0.9926640117375812	0.6942949160340464	0.6363636363636364	0.9908965501617912	0.9891395154553049	0.7893096521432087	0.7222222222222222	112.2	91	5377.0	4736	30.6	35	49.4	52
165	163	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9856351184890195	0.985958485958486	0.8756602178741918	0.8470544772514138	0.8812629682298396	0.8049361241017452	0.8851049335235295	0.7824831843905413	0.8667263405377577	0.953803733564405	0.9925971779233291	0.9928102532041263	0.7587232578250542	0.7012987012987013	0.9921345033086565	0.9962358845671268	0.7703914331510229	0.6136363636363636	0.9918263075040791	0.9985328023475163	0.7783835595429798	0.5664335664335665	0.9933693197920206	0.9871529216742644	0.7400833612834947	0.9204545454545454	125.8	81	5363.4	4764	44.2	7	35.8	62
166	164	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.985168357923914	0.9820919820919821	0.8625644821199849	0.833630857114717	0.8521940104575828	0.8239341235436959	0.8458664057756747	0.8178007278824717	0.8826415822692271	0.851259993681806	0.9923721100358815	0.9907911259941398	0.7327568542040883	0.6764705882352942	0.9931977535856781	0.9916628262600025	0.7111902673294874	0.6562054208273894	0.9937495280608196	0.9922448124083001	0.6979832834905298	0.6433566433566433	0.9910013936570422	0.9893416927899686	0.774281770881412	0.7131782945736435	112.8	92	5373.8	4734	33.8	37	48.8	51
167	165	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.985204167852755	0.9857549857549858	0.8740490258917106	0.844179493916305	0.8825144727699069	0.8015872466872441	0.8884834616943079	0.7789866808940379	0.8610814691224713	0.953244322524878	0.9923708831936731	0.9927068139195666	0.7557271685897481	0.6956521739130435	0.9916442313573001	0.9961942202333653	0.7733847141825136	0.6069802731411229	0.991160620191008	0.9985328023475163	0.7858063031976075	0.5594405594405595	0.9935852775155791	0.9869484151646986	0.7285776607293635	0.9195402298850575	127.0	80	5359.8	4764	47.8	7	34.6	63
168	166	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9847374072876495	0.9816849816849816	0.8592519668669872	0.8286252354048964	0.8500860044716563	0.8176782825713964	0.8444507572737926	0.8108077208894647	0.8767438478209348	0.84879488246547	0.9921494336972199	0.9905838041431262	0.7263545000367546	0.6666666666666666	0.9928869288363342	0.9915797411084579	0.7072850801069782	0.6437768240343348	0.9933796987359143	0.9922448124083001	0.6955218158116708	0.6293706293706294	0.9909246826142113	0.9889283476081053	0.7625630130276584	0.7086614173228346	112.4	90	5371.8	4734	35.8	37	49.2	53
169	167	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9850246668770731	0.986975986975987	0.8733161727274311	0.8610706662331604	0.8835258917222648	0.8215303999383525	0.8908091851691134	0.7999657018730588	0.857950351213898	0.9564539548079303	0.9922767099154068	0.9933277731442869	0.7543556355394554	0.7288135593220338	0.9914066479116584	0.9964442585233215	0.7756451355328713	0.6466165413533834	0.99082778679402	0.9985328023475163	0.7907905835442067	0.6013986013986014	0.9937315567786241	0.9881767268201618	0.7221691456491719	0.9247311827956989	127.8	86	5358.0	4764	49.6	7	33.8	57
170	168	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9854915692892142	0.9827024827024827	0.8610648052166138	0.8351784294420911	0.84416612906531	0.8204170756400867	0.8340263413304776	0.8113317200510661	0.8949249225112699	0.863322408932921	0.9925454546961564	0.9911115758653143	0.7295841557370709	0.6792452830188679	0.9939098845908502	0.9924191656893953	0.6944223735397697	0.6484149855907781	0.9948221021839977	0.9932928107315029	0.6732305804769572	0.6293706293706294	0.9902817315529342	0.9889398998330551	0.7995681134696057	0.7377049180327869	108.8	90	5379.6	4739	28.0	32	52.8	53
171	169	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9875385058284623	0.985958485958486	0.8812802542435316	0.8470544772514138	0.8652392761249589	0.8049361241017452	0.855493005993065	0.7824831843905413	0.9126979545062769	0.953803733564405	0.9935963312529049	0.9928102532041263	0.7689641772341582	0.7012987012987013	0.9948409276246807	0.9962358845671268	0.7356376246252372	0.6136363636363636	0.9956727691366549	0.9985328023475163	0.7153132428494747	0.5664335664335665	0.9915303991799206	0.9871529216742644	0.8338655098326331	0.9204545454545454	115.6	81	5384.2	4764	23.4	7	46.0	62
172	170	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9863893578616946	0.9839234839234839	0.8690396236645995	0.8468128932461787	0.8511566973708344	0.8315381150352711	0.8405149259369468	0.8221356300375373	0.9053825717762389	0.8759305126029722	0.9930075906580619	0.9917389940395274	0.7450716566711368	0.7018867924528301	0.9944274265968683	0.9930474116267382	0.7078859681448006	0.670028818443804	0.9953769111484894	0.9939216097254244	0.6856529407254046	0.6503496503496503	0.9906528312877345	0.9895659432387313	0.8201123122647436	0.7622950819672131	110.8	93	5382.6	4742	25.0	29	50.8	50
173	171	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9873589403768553	0.9861619861619861	0.879678828982968	0.8473355263157895	0.8638753435140274	0.8026785453433078	0.8542067987808541	0.7791962805586784	0.9101982577339797	0.96406514562752	0.9935039787374921	0.9929166666666667	0.7658536792284438	0.7017543859649122	0.9947375175316552	0.9965290845983357	0.7330131694963997	0.60882800608828	0.9955618223910928	0.9989520016767973	0.7128517751706157	0.5594405594405595	0.9914558241824027	0.9869538206668047	0.8289406912855567	0.9411764705882353	115.2	80	5383.6	4766	24.0	5	46.4	63
174	172	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9857788675641931	0.9822954822954822	0.8653642412122606	0.8337392776071597	0.8507895705141124	0.821909784370511	0.8419739064747225	0.8145138240506088	0.894150141676221	0.8556808688387636	0.9926906545200447	0.9908986295637618	0.7380378279044766	0.6765799256505576	0.9938573284147999	0.9919571045576407	0.7077218126134251	0.6518624641833811	0.9946371772619976	0.9926640117375812	0.6893106356874472	0.6363636363636364	0.9907544151588425	0.9891395154553049	0.7975458681935994	0.7222222222222222	111.4	91	5378.6	4736	29.0	35	50.2	52
175	173	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9868920895454544	0.9855514855514855	0.8790768125093245	0.8399148032946274	0.8705876242126831	0.7953952629034529	0.8653626071370871	0.7720984737333512	0.895257130317708	0.9575569358178053	0.9932578107807839	0.9926049369857306	0.7648958142378649	0.6872246696035242	0.9939295167744827	0.9962783306849544	0.7472457316508836	0.5945121951219512	0.994378308362051	0.9987424020121568	0.7363469059121233	0.5454545454545454	0.9921422343427444	0.9865424430641822	0.7983720262926715	0.9285714285714286	119.0	78	5377.2	4765	30.4	6	42.6	65
176	174	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9856352216504998	0.9833129833129833	0.8648439633278506	0.842726222444264	0.8512921802512612	0.8298443923821903	0.8431128501982187	0.8218212305405765	0.8916574225370468	0.866779703487158	0.9926154548320095	0.9914225941422594	0.7370724718236918	0.6940298507462687	0.9936941658142018	0.9925438780211955	0.7088901946883206	0.667144906743185	0.9944152564120803	0.9932928107315029	0.691810443984357	0.6503496503496503	0.9908253589090457	0.9895594069743161	0.7924894861650478	0.744	111.8	93	5377.4	4739	30.2	32	49.8	50
177	175	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.05, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9872152944631623	0.9861619861619861	0.8810380788161194	0.8499051328858289	0.8699808817467984	0.8082749335304329	0.8631223640241347	0.7859796878870449	0.9018748538261068	0.9543529137800547	0.9934257968206118	0.9929137140475198	0.7686503608116265	0.7068965517241379	0.994285089121696	0.9962775523861307	0.7456766743719008	0.6202723146747352	0.994859098111915	0.9985328023475163	0.7313856299363547	0.5734265734265734	0.9919982128280607	0.9873575129533678	0.8117514948241531	0.9213483146067416	118.2	82	5379.8	4764	27.8	7	43.4	61
178	176	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9864611453567825	0.9835164835164835	0.8699523417319804	0.8417734174221208	0.8519452187047003	0.8252393428637965	0.8411353579249059	0.8151426230445304	0.9059749876744074	0.8737432206925323	0.993044270393894	0.9915316257187663	0.7468604130700671	0.6920152091254753	0.994464414309026	0.9929642348605411	0.7094260231003746	0.6575144508670521	0.9954138797176133	0.9939216097254244	0.6868568361321985	0.6363636363636364	0.9906881096344261	0.9891531080517313	0.8212618657143889	0.7583333333333333	111.0	91	5382.8	4742	24.8	29	50.6	52
179	177	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9875025733953635	0.9871794871794872	0.8825361470651408	0.8638042785364444	0.8702251389427538	0.8248195484641268	0.8626523401423827	0.8034622053695624	0.9060905850759025	0.9569568288161031	0.993575403508871	0.9934313418830153	0.7714968906214109	0.7341772151898734	0.9945444822030772	0.9964859437751004	0.7459057956824301	0.6531531531531531	0.9951919588676962	0.9985328023475163	0.7301127214170692	0.6083916083916084	0.9919659418496437	0.9883817427385893	0.8202152283021611	0.925531914893617	118.0	87	5381.6	4764	26.0	7	43.6	56
180	178	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9863533996382257	0.9837199837199837	0.8665158446879632	0.8465621682383064	0.8449142609616143	0.8335359137703875	0.8320634890203745	0.8254225338694003	0.9104443418129394	0.8708841094174149	0.9929926205074378	0.9916317991631799	0.7400390688684887	0.7014925373134329	0.9947095380588344	0.9927533196498136	0.6951189838643943	0.6743185078909613	0.9958576735395603	0.9935024103961434	0.6682693045011886	0.6573426573426573	0.9901450962124443	0.9897682188348298	0.8307435874134347	0.752	108.0	94	5385.2	4740	22.4	31	53.6	49
181	179	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9875026185285112	0.9867724867724867	0.884330042257524	0.8594806048391886	0.8739490439923376	0.8209612097036796	0.8674733757667736	0.7998609020407386	0.9036557484611804	0.9515339454400988	0.9935725700367068	0.9932228130539047	0.7750875144783408	0.7257383966244726	0.9943661221679145	0.9962767737617135	0.7535319658167605	0.6456456456456456	0.9948961419177202	0.9983232026828757	0.740050609615827	0.6013986013986014	0.9922539090044488	0.9881742738589212	0.8150575879179118	0.9148936170212766	119.6	86	5380.0	4763	27.6	8	42.0	57
182	180	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9861379597818521	0.9835164835164835	0.866771900309337	0.8429347386448162	0.8487748575603067	0.8278311019035429	0.8379558067856019	0.8185343267087136	0.9026699517361976	0.8717278113796217	0.9928783776685262	0.9915298546481229	0.7406654229501483	0.6943396226415094	0.9943093143291806	0.9928379963142905	0.703240400791433	0.6628242074927954	0.9952659575632289	0.9937120100607839	0.6806456560079749	0.6433566433566433	0.9905041612576205	0.9893572621035058	0.8148357422147745	0.7540983606557377	110.0	92	5382.0	4741	25.6	30	51.6	51
183	181	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9868561700075403	0.986975986975987	0.8796188911045947	0.8622094093111696	0.8727352610031494	0.8242461833970267	0.8683380596255166	0.8033574055372421	0.8919377564270367	0.9520844027478949	0.9932381160991426	0.9933263816475495	0.7659996661100468	0.7310924369747899	0.9937888059886074	0.9963184537505753	0.7516817160176913	0.6521739130434783	0.9941563738327371	0.9983232026828757	0.7425197454182961	0.6083916083916084	0.9923220597598086	0.9883793318115792	0.791553453094265	0.9157894736842105	120.0	87	5376.0	4763	31.6	8	41.6	56
184	182	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9855634148126345	0.9824989824989825	0.8637331011735896	0.8326251853541691	0.8493780719867259	0.8172566220059624	0.8406768865214092	0.8078352165545626	0.8919055092649695	0.8621353799359603	0.9925793029523307	0.9910079464659138	0.7348868993948485	0.6742424242424242	0.993724089672108	0.9923776018762827	0.7050320543013436	0.6421356421356421	0.9944892687870096	0.9932928107315029	0.6868645042558086	0.6223776223776224	0.9906792343558453	0.9887335697892761	0.7931317841740936	0.7355371900826446	111.0	89	5377.8	4739	29.8	32	50.6	54
185	183	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 6, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9869280155309609	0.985958485958486	0.8826676504459643	0.8470544772514138	0.8789456300777816	0.8049361241017452	0.8767811321344683	0.7824831843905413	0.890261538812334	0.953803733564405	0.9932706480038191	0.9928102532041263	0.7720646528881092	0.7012987012987013	0.9935353631066063	0.9962358845671268	0.7643558970489572	0.6136363636363636	0.9937125594916955	0.9985328023475163	0.7598497047772412	0.5664335664335665	0.9928323286968121	0.9871529216742644	0.7876907489278562	0.9204545454545454	122.8	81	5373.6	4764	34.0	7	38.8	62
186	184	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9869639415164674	0.9845339845339846	0.8726840371150519	0.8487424363927973	0.851149342600672	0.828051489000142	0.838388794706144	0.8156666222061317	0.9168367617602247	0.8902343785390072	0.9933057246808102	0.9920585161964472	0.7520623495492934	0.7054263565891473	0.9949901004453066	0.9938031235606917	0.7073085847560374	0.6622998544395924	0.9961165971570931	0.9949696080486271	0.6806609922551952	0.6363636363636364	0.9905126540199793	0.9891644092519275	0.8431608695004702	0.7913043478260869	110.0	91	5386.6	4747	21.0	24	51.6	52
187	185	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9876103642470679	0.9861619861619861	0.8788810270598635	0.8499051328858289	0.8571088017964599	0.8082749335304329	0.8441222794051564	0.7859796878870449	0.9229738792894443	0.9543529137800547	0.9936379645982708	0.9929137140475198	0.7641240895214564	0.7068965517241379	0.9953228213453992	0.9962775523861307	0.7188947822475205	0.6202723146747352	0.9964494510731761	0.9985328023475163	0.6917951077371367	0.5734265734265734	0.9908433514173332	0.9873575129533678	0.8551044071615552	0.9213483146067416	111.8	82	5388.4	4764	19.2	7	49.8	61
188	186	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9861379726770372	0.9841269841269841	0.8655409029545755	0.8459239130434782	0.8456436922034275	0.8269224843623216	0.8337565922973423	0.8154570225414912	0.9057043723562375	0.8834688346883469	0.992880278067109	0.9918478260869565	0.7382015278420421	0.7	0.9944651338532046	0.9934676102340773	0.6968222505536504	0.660377358490566	0.995524840142572	0.9945504087193461	0.6719883444521126	0.6363636363636364	0.990251316203827	0.989159891598916	0.8211574285086479	0.7777777777777778	108.6	91	5383.4	4745	24.2	26	53.0	52
189	187	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 1, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9876103255615127	0.9867724867724867	0.8791891827878047	0.8559208843672739	0.8579827803715039	0.8127209992015513	0.8453160241563669	0.7896857910481889	0.9220405870309436	0.965374580868779	0.9936374673126374	0.9932270501198291	0.7647408982629722	0.7186147186147186	0.995278311289981	0.9966541196152238	0.7206872494530266	0.6287878787878788	0.996375472896738	0.9989520016767973	0.6942565754159957	0.5804195804195804	0.9909157071099024	0.9875673435557397	0.8531654669519847	0.9431818181818182	112.2	83	5388.0	4766	19.6	5	49.4	60
190	188	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9860302656440355	0.9827024827024827	0.8649460777272889	0.8351784294420911	0.8461713033990161	0.8204170756400867	0.834914033984797	0.8113317200510661	0.9026337700286632	0.863322408932921	0.9928242792239658	0.9911115758653143	0.7370678762306121	0.6792452830188679	0.9943319241497942	0.9924191656893953	0.6980106826482381	0.6484149855907781	0.995339915220572	0.9932928107315029	0.6744881527490223	0.6293706293706294	0.9903230433373681	0.9889398998330551	0.8149444967199582	0.7377049180327869	109.0	90	5382.4	4739	25.2	32	52.6	53
191	189	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 0.8, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9869280219785533	0.9865689865689866	0.8763001326976253	0.8555347091932457	0.8613527103869986	0.814922530688772	0.8521808415878034	0.7929726948800518	0.9050037909455038	0.955421936554012	0.9932814075310376	0.9931207004377736	0.7593188578642132	0.717948717948718	0.9944488685799555	0.9963608984816162	0.7282565521940416	0.6334841628959276	0.995228947955915	0.9985328023475163	0.7091327352196918	0.5874125874125874	0.9913426930080359	0.9877669500311009	0.8186648888829717	0.9230769230769231	114.6	84	5381.8	4764	25.8	7	47.0	59
192	190	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'smote_k_neighbors': 10, 'smote_n_clusters': 5, 'sampling_method': 'KMeansSMOTE', 'scaling_method': 'yeo_johnson'}	0.9858866132827497	0.9835164835164835	0.8650030578546822	0.8452055343239073	0.8484471242242065	0.8329689456470806	0.838432819606199	0.8253177340370801	0.8976549194888044	0.8678989139515456	0.9927482957618589	0.9915263102835025	0.7372578199475056	0.6988847583643123	0.9940799505450167	0.9925854557640751	0.7028142979033961	0.673352435530086	0.9949700790559686	0.9932928107315029	0.6818955601564297	0.6573426573426573	0.9905382524089305	0.9897660818713451	0.8047715865686783	0.746031746031746	110.2	94	5380.4	4739	27.2	32	51.4	49
193	191	CatBoostClassifier	{'iterations': 500, 'learning_rate': 0.1, 'depth': 8, 'l2_leaf_reg': 3, 'subsample': 1.0, 'loss_function': 'Logloss', 'verbose': False, 'random_seed': 42, 'sampling_method': 'class_weight', 'scaling_method': 'yeo_johnson'}	0.9867124918558847	0.9863654863654864	0.8763060935692055	0.8502218435235476	0.8645769967271869	0.8060361396040803	0.8574628643412587	0.7826927840551818	0.8992122472214948	0.9645093543477004	0.9931670881582635	0.9930201062610688	0.7594450989801474	0.7074235807860262	0.994070409898111	0.9965707594513216	0.7350835835562627	0.6155015197568389	0.9946742142281044	0.9989520016767973	0.7202515144544129	0.5664335664335665	0.9916678816816621	0.9871582435791217	0.8067566127613276	0.9418604651162791	116.4	81	5378.8	4766	28.8	5	45.2	62