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comapre two models

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Saeed Khosravi
2025-12-06 20:43:56 +01:00
parent fe6b805b31
commit 80ea363123
24 changed files with 1671 additions and 281 deletions
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results/results_catboost_tuning.csv Normal file
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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
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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
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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
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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
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
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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
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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