├── .ipynb_checkpoints ├── Bayesian Hyperparameter Optimization of Gradient Boosting Machine-checkpoint.ipynb ├── Introduction to Bayesian Optimization with Hyperopt-checkpoint.ipynb └── Kaggle Version of Bayesian Hyperparameter Optimization of GBM-checkpoint.ipynb ├── Bayesian Hyperparameter Optimization of Gradient Boosting Machine.ipynb ├── Introduction to Bayesian Optimization with Hyperopt.ipynb ├── Kaggle Version of Bayesian Hyperparameter Optimization of GBM.ipynb ├── Plotting Search Results.ipynb ├── README.md ├── data └── caravan-insurance-challenge.csv ├── images ├── cover_automation.jpg ├── equation │ ├── bayes_theorem.png │ ├── general_problem.png │ └── model_based.png ├── random_forest_hypothetical.png ├── random_hist.png ├── random_values_order.png ├── tpe_hist.png ├── tpe_values_order.png └── uniform_simple_domain.png └── results ├── bayes_params.csv ├── gbm_trials.csv ├── random_params.csv └── trials.json /README.md: 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boosting_type,class_weight,colsample_bytree,learning_rate,min_child_samples,num_leaves,reg_alpha,reg_lambda,subsample_for_bin,subsample,metric,verbose,loss,iteration,boosting_int 2 | gbdt,balanced,0.7125187075392453,0.022592570862044956,250,49,0.2035211643104735,0.6455131715928091,200000,0.983566228071919,auc,1,0.22898740527449726,413,1 3 | gbdt,,0.620649129448606,0.017934544496484815,260,30,0.2092981310373776,0.8946886330215067,20000,0.8731487506937664,auc,1,0.2292587637945529,5,1 4 | gbdt,,0.7024784577956141,0.013981621461178624,255,36,0.2351509602112803,0.8074421575590184,20000,0.9957409520899171,auc,1,0.2292777080540913,66,1 5 | gbdt,balanced,0.6799089216811582,0.018139499534982364,245,43,0.6523468841932534,0.5727817375493998,180000,0.9225938204630164,auc,1,0.2297347144865498,406,1 6 | gbdt,balanced,0.6876078536536474,0.027415313871704483,255,45,0.4557831840791652,0.6219900754322586,20000,0.7900350239636332,auc,1,0.2297369157166597,309,1 7 | 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gbdt,balanced,0.6008398891321262,0.0339783973172787,250,75,0.8542771462235726,0.9391477285190134,80000,0.5784824478252761,auc,1,0.23022037335464215,218,1 14 | gbdt,balanced,0.6846946191648016,0.017036831938151736,260,30,0.7181215840918722,0.6212685829703132,140000,0.8550348641216572,auc,1,0.23031194082671824,402,1 15 | gbdt,balanced,0.6873117609413679,0.01421710363119827,270,44,0.9254816224120235,0.49411669646050504,200000,0.9490463618591439,auc,1,0.23040374490580065,410,1 16 | gbdt,balanced,0.6525342503549723,0.02665927302496566,245,49,0.875356731956763,0.5532690156482847,20000,0.7079475097434698,auc,1,0.2304788216544974,331,1 17 | gbdt,balanced,0.7153407608894815,0.022657013794997058,280,34,0.2852475932848587,0.47545770509667945,180000,0.9557498464318226,auc,1,0.23048358771576796,422,1 18 | gbdt,balanced,0.7280069061940251,0.023769786514060007,250,49,0.1397743152202639,0.6370565799609138,180000,0.9854925978098238,auc,1,0.23052017293393026,415,1 19 | 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gbdt,balanced,0.622263734721147,0.027657699268300296,245,47,0.14221081297647797,0.9189394841103818,300000,0.7258862334217876,auc,1,0.2307430629012437,499,1 26 | gbdt,balanced,0.6857882547932758,0.03132201444611623,250,107,0.4418705915587893,0.8651501916853107,280000,0.6445566422156469,auc,1,0.23085769899574335,362,1 27 | gbdt,,0.6771905774828696,0.015065042505245733,265,30,0.2548727544042211,0.9986772701036614,60000,0.9673696755460313,auc,1,0.2308655075876278,28,1 28 | gbdt,balanced,0.6819884928984445,0.02117392056985814,245,63,0.22312454689591413,0.6405341166325957,160000,0.9807828616390182,auc,1,0.2308976239049778,427,1 29 | gbdt,balanced,0.6984443372338295,0.013849779698639606,255,30,0.6893363090133281,0.5982583259481945,180000,0.862050394862676,auc,1,0.2309462836496372,403,1 30 | gbdt,,0.6466614708207334,0.015269339768311989,280,57,0.09813204148445502,0.9462744046838922,20000,0.82360200516111,auc,1,0.23099729012089495,276,1 31 | 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gbdt,,0.7021656686398733,0.010043806158244944,245,48,0.47000734188961457,0.3183355956106856,20000,0.9137806164487837,auc,1,0.2312810337842286,188,1 38 | gbdt,,0.6503830459967073,0.02609141791001016,280,41,0.8662418125125053,0.8282454933285114,60000,0.856477904947081,auc,1,0.2313038974780721,147,1 39 | gbdt,,0.6082193475605033,0.016261603134289662,260,55,0.21760443103150878,0.6759321426751943,20000,0.9610399344903416,auc,1,0.2313304981048451,159,1 40 | gbdt,balanced,0.7268947311669945,0.022068683286888997,240,50,0.21156561719173145,0.5544735894702837,180000,0.9603732811040195,auc,1,0.2313411689686884,420,1 41 | gbdt,,0.7025783014920511,0.014026637137003419,265,36,0.23915446735899976,0.8217477910039765,20000,0.9853012663786448,auc,1,0.2314409840451745,26,1 42 | gbdt,,0.7256755960256598,0.013598503717434929,245,48,0.11599703466446072,0.9422183191768267,40000,0.6674098209953647,auc,1,0.2314412806449525,380,1 43 | gbdt,,0.7383500314519811,0.02231459829077343,275,45,0.22391279977530779,0.8373262424526722,240000,0.8626421706512872,auc,1,0.23146293046635916,84,1 44 | gbdt,balanced,0.6990199439196041,0.010300068881927528,260,126,0.053099429747876375,0.844046147963125,180000,0.9978279399642601,auc,1,0.23157035929839176,494,1 45 | gbdt,balanced,0.714987874573129,0.020175181865498194,265,116,0.17682267244205407,0.9439093748561498,60000,0.8129198497424313,auc,1,0.2316238246322696,237,1 46 | gbdt,balanced,0.7411863319669816,0.02090924267230292,270,57,0.24696931079234483,0.3640411428849841,200000,0.9825160608293422,auc,1,0.23163549070330705,418,1 47 | gbdt,balanced,0.6390885483297083,0.010776404004408,270,78,0.04801310064311584,0.9996953018953931,40000,0.6100151846377314,auc,1,0.2316562986635292,214,1 48 | gbdt,balanced,0.733816516918388,0.012878608318637496,280,35,0.7773056983782827,0.5058859219902164,140000,0.8822798797623004,auc,1,0.2316970472118444,405,1 49 | 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gbdt,,0.7332916331490252,0.0118273436976038,240,45,0.20236500054168513,0.7025900673054438,20000,0.7111732961055032,auc,1,0.2325326725120185,272,1 74 | gbdt,balanced,0.6261185087550232,0.024051219891614035,240,30,0.37910009880135526,0.8994052911210686,20000,0.8941249188433604,auc,1,0.2325941886515879,359,1 75 | gbdt,,0.841015768029039,0.014809710675814968,280,69,0.3994095193848029,0.6392309648218091,60000,0.8125097912585315,auc,1,0.2327912822877453,72,1 76 | gbdt,,0.8067372413272748,0.015868525806575995,255,41,0.5711071761489931,0.6603041824883078,220000,0.9334028285252951,auc,1,0.2329131231216516,173,1 77 | gbdt,balanced,0.9301546961731896,0.033094253149057985,255,93,0.7924315472236754,0.6987727247752127,20000,0.6137473703769115,auc,1,0.23292064408463986,343,1 78 | gbdt,,0.6894911551154432,0.02128098153765413,275,35,0.681583022936449,0.8387250391731491,80000,0.8048107442974242,auc,1,0.2329253658521816,146,1 79 | gbdt,,0.7432399791923593,0.018614937576936923,270,41,0.6584909268303971,0.7364856875753937,60000,0.8711167845521866,auc,1,0.23297117790256536,153,1 80 | gbdt,,0.9036910199672912,0.010023929274435602,260,59,0.45420718778805946,0.9019556090128023,160000,0.837013170741544,auc,1,0.23299710571320695,391,1 81 | gbdt,,0.7559169075529082,0.020563819481630125,275,37,0.8073835345660083,0.9830975354482985,240000,0.9045676873189646,auc,1,0.2330472226654709,182,1 82 | gbdt,balanced,0.6994164150910124,0.02675446601099509,280,48,0.33844511489475737,0.7328908661975887,140000,0.9385029661850269,auc,1,0.2331183351254539,465,1 83 | gbdt,balanced,0.6516954932832175,0.023987117278392513,230,59,0.44734588564598476,0.566783940747529,60000,0.7000346623018521,auc,1,0.2331322195273444,323,1 84 | gbdt,balanced,0.8139180633070621,0.01179854619756923,245,67,0.38718517443452793,0.4314334481819825,40000,0.6544076947246081,auc,1,0.2331476741138815,395,1 85 | dart,balanced,0.7127560064131142,0.020564431449244004,260,43,0.18967997485858665,0.5527972318320279,180000,0.7119328100183246,auc,1,0.2331990924046796,445,3 86 | gbdt,balanced,0.7070609355123925,0.024877110539680024,245,57,0.20067702331135212,0.950604022043887,140000,0.626396918662785,auc,1,0.23320978401368694,479,1 87 | gbdt,balanced,0.6977144431754392,0.01661937726910843,230,36,0.5495267915996243,0.884201543789267,160000,0.712416040596899,auc,1,0.2333157559184551,434,1 88 | gbdt,balanced,0.7609538911556822,0.024582662740998573,255,53,0.09784489047005664,0.7111549052304162,200000,0.9961519105573743,auc,1,0.23332011184222545,424,1 89 | gbdt,balanced,0.819651712456752,0.015916338832915856,255,96,0.11627415956177983,0.7639659225171908,20000,0.8409569978471566,auc,1,0.2333978422898804,98,1 90 | gbdt,,0.7602837143656926,0.01841193508682479,265,49,0.3252892155643198,0.749056775721338,40000,0.9519642474943069,auc,1,0.23342891293882614,274,1 91 | gbdt,,0.6775825929300721,0.05270948858262177,270,58,0.1023275189163897,0.776880283446598,300000,0.8541508508111914,auc,1,0.23347215903668886,61,1 92 | gbdt,,0.7346619504920512,0.010626215049198652,270,65,0.31329997282748634,0.8765821557447286,100000,0.7336659776237202,auc,1,0.2335006530801915,245,1 93 | gbdt,,0.6905588626798999,0.014462676025125965,235,56,0.24692550210270922,0.6144590457834195,60000,0.774788216598413,auc,1,0.2335243154628509,384,1 94 | gbdt,balanced,0.8686342416555606,0.013319227338172052,240,78,0.43159873247646685,0.9721992454586756,60000,0.7919297635211608,auc,1,0.23354374807476466,347,1 95 | gbdt,,0.6220082377595529,0.03565154266775181,225,70,0.41007410794253185,0.45276116373350317,280000,0.7661806376140439,auc,1,0.2336714188604489,15,1 96 | gbdt,balanced,0.6804510159972444,0.04134073248804081,275,34,0.28899039848131364,0.8829458246880586,120000,0.8771086676947335,auc,1,0.23382365836819,346,1 97 | gbdt,balanced,0.6767985247438608,0.02227432791145425,210,88,0.08079029926354553,0.6149018066354242,160000,0.893100288613807,auc,1,0.2339781641449331,453,1 98 | gbdt,,0.6404710862469207,0.014427711141867656,300,89,0.14891305729037013,0.9838854074606104,80000,0.5459816018879133,auc,1,0.2341061531165797,363,1 99 | gbdt,balanced,0.6853298475068174,0.010004445395425405,240,109,0.11972560126047288,0.9717313255724824,120000,0.6947693809522868,auc,1,0.2341099037861719,217,1 100 | goss,balanced,0.8078087421928426,0.01349321056740993,270,101,0.4931692810614289,0.8888431246501212,140000,1.0,auc,1,0.2341381659884493,108,2 101 | gbdt,,0.6385383355583127,0.033456999962889054,235,31,0.07673661450906083,0.657285113984436,200000,0.9997136694919405,auc,1,0.2341682834812089,86,1 102 | gbdt,,0.6509299629784749,0.10885242004543974,265,62,0.2429185715028856,0.49172754519787987,20000,0.8895822285191495,auc,1,0.2341993218910484,199,1 103 | gbdt,,0.7060372959647947,0.02561408416317966,285,84,0.41588642148824095,0.19403399697022816,20000,0.7631347273529762,auc,1,0.2342050820381528,23,1 104 | gbdt,,0.7055344866460452,0.031947000080049144,285,45,0.2537753756524354,0.922149707814416,40000,0.9389144379766862,auc,1,0.2342759923729563,290,1 105 | gbdt,balanced,0.7936987098448177,0.02350189953826546,270,30,0.189851798982723,0.8177902362816521,220000,0.7393761401967245,auc,1,0.23434377130934825,473,1 106 | gbdt,balanced,0.6363052428226562,0.10567595169677034,250,54,0.057743254370110214,0.6540964441161783,180000,0.988820980669767,auc,1,0.2344417050237275,447,1 107 | dart,balanced,0.6011316484557969,0.015690840351746387,245,72,0.1247832097148458,0.07645679803119715,140000,0.6246320612340183,auc,1,0.23453453430638996,51,3 108 | gbdt,balanced,0.8196881775024338,0.012242937098356173,275,74,0.1379542226983932,0.8976465738060174,20000,0.8515213299439898,auc,1,0.2345576601181847,295,1 109 | gbdt,,0.7125137371308633,0.017345329704956565,215,76,0.37723903248043084,0.8691939157134398,100000,0.9433141957302026,auc,1,0.2346084773599053,178,1 110 | gbdt,balanced,0.6434386519950926,0.013565531799342728,290,32,0.31342182361475046,0.5861029976345359,180000,0.8803259640802524,auc,1,0.2346316351304664,462,1 111 | gbdt,,0.7303385019712622,0.012504337455341267,235,46,0.2719128931982807,0.8519387371699978,20000,0.8460324515943887,auc,1,0.2346452506862444,262,1 112 | gbdt,,0.6709310186533642,0.020049520406844167,300,54,0.0743210090770515,0.9624214418886974,280000,0.9677570321913416,auc,1,0.2346493500988648,128,1 113 | gbdt,balanced,0.6272875178535633,0.01262967281423032,285,75,0.0018655360683469957,0.6936084857322357,240000,0.8286487602356479,auc,1,0.23474874802934956,480,1 114 | gbdt,,0.683009891565949,0.012874693917798686,195,30,0.05914322068077135,0.7988823797883682,40000,0.8713372450518315,auc,1,0.23478424328537906,275,1 115 | gbdt,balanced,0.6178258324029176,0.027452655939262036,210,93,0.7915790208000529,0.9091950254546236,80000,0.6897084369174409,auc,1,0.2347854689320984,223,1 116 | gbdt,balanced,0.7158392710714122,0.019574889538885684,235,63,0.34184135882051603,0.8074039577609838,40000,0.8654323849758897,auc,1,0.23478922268543126,302,1 117 | gbdt,,0.6571240444341755,0.015422299326098524,230,46,0.2223036299870187,0.8541404859733053,40000,0.8805259496873902,auc,1,0.23481115480927284,185,1 118 | gbdt,,0.6756124973306472,0.016334249430062668,210,55,0.285125738717487,0.8658496564382245,40000,0.8980570248329363,auc,1,0.2348896718911213,269,1 119 | gbdt,,0.7447573681443436,0.0500530698749194,215,79,0.5548037821958247,0.32162105305567756,200000,0.8326728633895781,auc,1,0.2349066890931234,49,1 120 | dart,,0.6593144425154103,0.022543307321525336,155,60,0.41721718390757273,0.9022289243370052,40000,0.9402579187064932,auc,1,0.23502100307690035,130,3 121 | gbdt,balanced,0.6116824605658403,0.02856937097655093,210,124,0.26509637364212507,0.624797215636631,120000,0.8774366436582238,auc,1,0.23502469487508104,129,1 122 | dart,,0.6839376243156717,0.011834959758580645,220,47,0.5721447362308072,0.9771906310356914,40000,0.6801996785111456,auc,1,0.2350535160754276,93,3 123 | gbdt,,0.7762762716094291,0.013340717358767934,235,30,0.2753453971551918,0.619378874832603,40000,0.9461047307733845,auc,1,0.2350869012118653,160,1 124 | gbdt,balanced,0.6703636000196207,0.018713742402603126,215,42,0.9417155617827515,0.4571983291791478,180000,0.9443624056796487,auc,1,0.235096524725264,407,1 125 | gbdt,balanced,0.719928767187856,0.01972104563498094,235,32,0.5798825063665547,0.5491498964078937,200000,0.8973851236355616,auc,1,0.23512544404462976,404,1 126 | dart,,0.7891102797308318,0.021199108931523124,255,35,0.06184687718911633,0.04936168900610133,60000,0.9636715966183466,auc,1,0.2351448525472988,197,3 127 | dart,,0.6566553479648572,0.015203221032940974,210,46,0.1766498827022892,0.5779295535963415,60000,0.5708086546374915,auc,1,0.2351590301848865,163,3 128 | gbdt,,0.7172237491136002,0.024612710329566703,300,68,0.21931311116606092,0.8832611293943571,40000,0.683547898229172,auc,1,0.2351651469245407,278,1 129 | gbdt,,0.6542206226896501,0.012016862866710862,210,34,0.12745578002173075,0.5422280961150303,180000,0.8954700153728846,auc,1,0.23520771095505025,79,1 130 | gbdt,,0.667599022185287,0.013901547600256439,220,35,0.14607170326134594,0.5431844263685668,60000,0.9802120135825458,auc,1,0.2352116603857413,273,1 131 | gbdt,,0.6728084014314779,0.014442770510724222,225,39,0.15601311066845858,0.7136475311530573,20000,0.8955952159779367,auc,1,0.2352415508030564,291,1 132 | gbdt,,0.6549567015760831,0.012608541278494074,230,140,0.03613774933080344,0.5896857905520517,40000,0.8369412721341264,auc,1,0.2352607896999924,244,1 133 | gbdt,,0.7652709303529944,0.01472386667246484,285,51,0.4029651957231797,0.9168184421499732,20000,0.9682102944611217,auc,1,0.23526891115137785,268,1 134 | gbdt,,0.747050762204723,0.01571181712888364,285,68,0.1991534503458922,0.23237667973252124,40000,0.9178281682571375,auc,1,0.2353183589319313,366,1 135 | gbdt,,0.7233151365298958,0.019740791825170478,230,33,0.12462672425396684,0.7252311059826702,40000,0.9317720379223157,auc,1,0.23534088145192825,266,1 136 | gbdt,balanced,0.6907211827434325,0.012112649148718051,190,46,0.8518231708141485,0.4667999571171288,200000,0.9339411596656073,auc,1,0.2354203348695595,412,1 137 | gbdt,,0.6141955028280753,0.02758528656165108,295,40,0.2562292345595543,0.91754616138909,60000,0.9996054468252263,auc,1,0.23542213633475104,187,1 138 | gbdt,balanced,0.7117222401832523,0.015174911515286403,200,32,0.627752748783832,0.4825763015192587,40000,0.798801469380918,auc,1,0.2354473445124724,376,1 139 | gbdt,,0.9519357151915142,0.021964740123746516,265,144,0.275805543524451,0.7900940149155815,80000,0.9407178875715231,auc,1,0.23544738263871975,34,1 140 | gbdt,,0.6948721686828584,0.042701727897053,255,62,0.23724092573803213,0.5964208785883338,180000,0.8397211970456884,auc,1,0.2354607324321261,138,1 141 | gbdt,balanced,0.7023362956270982,0.01989395897238288,230,36,0.7048260721998448,0.6610597777277354,160000,0.9418121052729662,auc,1,0.23547094241691924,423,1 142 | gbdt,balanced,0.6655147244542265,0.14336083793187038,275,30,0.6783084309892238,0.6301816530097862,200000,0.67864427492079,auc,1,0.2355509043714098,444,1 143 | dart,,0.687906090022615,0.02570159195787432,205,124,0.41782202790995626,0.8702065650241159,80000,0.8769321955170123,auc,1,0.23557398757151604,288,3 144 | gbdt,,0.7017508547200112,0.016693240886915164,290,48,0.3556271147280099,0.6810158657599162,20000,0.9576668833299574,auc,1,0.2356432786621634,260,1 145 | gbdt,,0.9157847649887892,0.07626251018579855,245,60,0.7327969802141437,0.7363161344360872,180000,0.8799683382218431,auc,1,0.2356549032428729,46,1 146 | gbdt,balanced,0.7950129463344321,0.020182088427435445,235,41,0.032563904898836066,0.6322103494956146,40000,0.807223253212941,auc,1,0.2356773596026169,282,1 147 | dart,balanced,0.6224332346325254,0.02537310124575343,240,66,0.638390712500283,0.5166089870823499,80000,0.6109276083419425,auc,1,0.23569748353310535,313,3 148 | gbdt,balanced,0.605999553285313,0.021557953645964526,240,73,0.6818988233989434,0.6951971740047271,160000,0.929768378544854,auc,1,0.23573080082724984,94,1 149 | gbdt,,0.7699070840536028,0.022092113587716053,300,59,0.258056987331386,0.6220807232518457,20000,0.7850234369326397,auc,1,0.2357576733838761,248,1 150 | gbdt,balanced,0.6366145901948783,0.015562537268964245,200,38,0.28848063275824665,0.20223595513478526,200000,0.9994883385105067,auc,1,0.2358051910231527,497,1 151 | gbdt,balanced,0.6831489458644292,0.016179812819816227,205,38,0.34857861009290536,0.5918002049480257,200000,0.9994458901580796,auc,1,0.2358198800010003,443,1 152 | gbdt,,0.6225283427376325,0.02990979876259572,295,82,0.32342908325282266,0.6882075146466489,240000,0.848063868420385,auc,1,0.2358348089499347,400,1 153 | gbdt,,0.7483111405063937,0.011310823605160503,295,42,0.37901864117786493,0.5133063527282066,20000,0.9439768671570421,auc,1,0.2358971711557893,271,1 154 | gbdt,,0.7947248488406802,0.019341269112714006,285,43,0.33254481439620187,0.9745197702936972,100000,0.9943530414811825,auc,1,0.2359115629731789,140,1 155 | dart,balanced,0.7968862570154476,0.014973751570791335,255,33,0.0876345836560703,0.7830072100872206,260000,0.8868625167049253,auc,1,0.2359353644045055,438,3 156 | gbdt,balanced,0.6769694430867872,0.02166312865142526,225,37,0.6398629760565173,0.5766109339402685,160000,0.9166317905240855,auc,1,0.2359372962278228,408,1 157 | gbdt,,0.666881300313724,0.011357824752284688,205,52,0.10519755471556186,0.843860612979817,40000,0.8368418015685299,auc,1,0.235939320563358,300,1 158 | dart,balanced,0.6538376980369827,0.011416874165787003,240,99,0.2744365668150435,0.5269897749756288,220000,0.9034979968257553,auc,1,0.23595752080039104,474,3 159 | gbdt,balanced,0.6386150196838369,0.01324709006206011,220,96,0.8634432796840104,0.8660915097084849,140000,0.8798796331422443,auc,1,0.2359662831091416,392,1 160 | gbdt,,0.6945561652973413,0.016543247143953322,200,117,0.16432353946249273,0.6263696621096803,80000,0.7569177301622482,auc,1,0.2360278670910043,351,1 161 | gbdt,balanced,0.7287490543356199,0.09679825574172796,265,61,0.23867804513456214,0.46839724877619326,20000,0.9889026485399532,auc,1,0.2360372994124857,177,1 162 | gbdt,balanced,0.763579189017857,0.02876820902598577,225,41,0.2303319325306796,0.5644860490707293,220000,0.9948586330754287,auc,1,0.23603751947942864,416,1 163 | gbdt,balanced,0.6348737647253728,0.03280545306363263,290,63,0.7063458266515673,0.5301086061074378,40000,0.7437559758735698,auc,1,0.23609351684468086,318,1 164 | gbdt,balanced,0.780089716872258,0.01874479127623862,290,47,0.3082464847720324,0.6948140437102197,160000,0.9425908315297764,auc,1,0.23615852265725146,442,1 165 | gbdt,,0.7137712279499366,0.026119951022981865,295,150,0.09496704110038665,0.8215325666673834,20000,0.9877156343732694,auc,1,0.2361733582529476,27,1 166 | dart,balanced,0.6562326898954947,0.011889840832766342,330,44,0.6107748153031543,0.07692305709751529,220000,0.8037370132609826,auc,1,0.23617737608661205,345,3 167 | gbdt,,0.6382207519050704,0.013922290836745834,355,51,0.08331100679392561,0.9050619888343019,80000,0.8710677230120218,auc,1,0.2362145617931716,25,1 168 | gbdt,balanced,0.6388489769225052,0.021936571230852724,300,34,0.7396881222227092,0.7748160647997802,80000,0.8269181900495063,auc,1,0.2362228102386019,330,1 169 | dart,,0.6700387033421457,0.013732961969441996,160,44,0.1002274648912784,0.6969367565052518,60000,0.7365098590702988,auc,1,0.2362281386620222,247,3 170 | gbdt,balanced,0.6544714453220261,0.02830974226527437,190,51,0.15145490884564367,0.448968336081242,180000,0.8891588989250723,auc,1,0.23623443509965125,435,1 171 | gbdt,balanced,0.7246916777612172,0.036929309173439395,265,42,0.2974594685889754,0.4987858041431853,200000,0.9991473786182844,auc,1,0.2362530841611121,430,1 172 | gbdt,balanced,0.7033307095302858,0.014024192023938172,225,95,0.39010305168867776,0.9530784811443824,160000,0.5847675158546232,auc,1,0.23628115601249244,227,1 173 | dart,balanced,0.7213748149336441,0.01786693414284347,210,122,0.5519543730854034,0.1638621249162202,60000,0.9808606414949226,auc,1,0.2363025016649395,337,3 174 | dart,,0.6003081234165166,0.025841098044739757,150,32,0.31757905066986547,0.7670111706077913,100000,0.942320340254769,auc,1,0.2363170005722301,353,3 175 | gbdt,balanced,0.6101195595067802,0.01771643088757731,220,50,0.28222946349076944,0.7194961827457446,240000,0.6050052104833196,auc,1,0.23632720130580154,446,1 176 | gbdt,,0.6865375825187936,0.017975538471651977,205,33,0.7236015767665098,0.8863342761475291,80000,0.8521905336032799,auc,1,0.2363318913949172,148,1 177 | gbdt,,0.705857702652921,0.03046176663601983,225,131,0.19627961336477767,0.6324050959175722,100000,0.9006524297444916,auc,1,0.23637359197805816,209,1 178 | dart,,0.6653408394966703,0.028716720041681295,225,51,0.3033411488015348,0.6374423861581856,60000,0.5885579439126969,auc,1,0.236378426722642,377,3 179 | gbdt,,0.754209780483977,0.023264856563076784,235,50,0.11259138462911895,0.5279109648986506,40000,0.7241781603813848,auc,1,0.2363850074250867,116,1 180 | gbdt,balanced,0.7766602208491501,0.010532340085255274,285,55,0.22448360326169198,0.9518987512818583,240000,0.8570717491959865,auc,1,0.23638942978945002,352,1 181 | gbdt,,0.7101978328850983,0.01328163410443713,185,37,0.3376170461454956,0.5694962429069574,20000,0.8579096240624903,auc,1,0.2363897530215331,265,1 182 | gbdt,balanced,0.645908775480144,0.055745963911739096,185,72,0.28479836309355705,0.7603639576426502,40000,0.6532692707868719,auc,1,0.23639295226223775,224,1 183 | gbdt,,0.645969666023266,0.01832957002544449,295,85,0.9102299628977125,0.7105118109760341,60000,0.8653515558932432,auc,1,0.23643146061317555,387,1 184 | gbdt,balanced,0.7513257255204279,0.02717996075347581,235,53,0.19685736450593483,0.5811263423674845,180000,0.9755774100870255,auc,1,0.2364435390644335,414,1 185 | gbdt,balanced,0.6408387470105671,0.01782171969481971,295,72,0.7936670058280506,0.8486252403712664,200000,0.8024068479571387,auc,1,0.2364468210054541,476,1 186 | gbdt,balanced,0.7070971203228741,0.012862231952086961,190,37,0.06254575121717315,0.926919424640658,40000,0.6750207043957472,auc,1,0.2365129450945032,357,1 187 | gbdt,balanced,0.6794982127144399,0.01664394253900918,355,56,0.21967521473416515,0.7080628627759895,140000,0.9603959670449342,auc,1,0.2365154799292781,492,1 188 | gbdt,,0.7160928164313357,0.03657505093020949,185,59,0.7602824608202225,0.8373475339908846,60000,0.7610704571226624,auc,1,0.23653592288674896,155,1 189 | gbdt,balanced,0.711640751203424,0.02546180412001766,290,38,0.6545609102981093,0.5164596825533937,220000,0.9671998261431156,auc,1,0.2365414338115449,417,1 190 | gbdt,,0.6120915484174402,0.02030787873159498,290,105,0.7250388520435599,0.9817376709931122,220000,0.8894807935101241,auc,1,0.23654509028687865,62,1 191 | gbdt,balanced,0.7238489535685355,0.018702800488118263,210,59,0.4703644329069131,0.46470431832867787,200000,0.984550108298589,auc,1,0.2365746378483071,470,1 192 | gbdt,balanced,0.693367880466638,0.03456734025474527,215,56,0.6156257026887945,0.5308159903004851,220000,0.920371508027918,auc,1,0.23657683010753505,425,1 193 | dart,,0.734794966483855,0.028190574660076007,225,39,0.32899006448159934,0.6698961015139764,100000,0.565093198353995,auc,1,0.2366075133265252,105,3 194 | gbdt,balanced,0.7760224063336592,0.032859601143148225,200,43,0.11017325632035563,0.43139678932971587,200000,0.9694201111863058,auc,1,0.2366493075432444,419,1 195 | gbdt,,0.6581016165520902,0.013159464520012357,305,97,0.1964534540698376,0.11441766482813243,100000,0.9078864639379342,auc,1,0.2366758397670441,57,1 196 | gbdt,,0.6353619114135031,0.014050931368042082,220,39,0.12907619563461697,0.5338667430598939,40000,0.9779099901074981,auc,1,0.2366824072935062,158,1 197 | dart,balanced,0.7310757057606294,0.02970626285327164,195,40,0.2653358135117441,0.7582113817066218,200000,0.7365636416519837,auc,1,0.2366862729025209,454,3 198 | goss,,0.8282482509554311,0.016378111514622457,465,93,0.056546835240594145,0.683464859976196,20000,1.0,auc,1,0.2367476132688761,121,2 199 | gbdt,,0.6562124024814278,0.07238856250947359,290,30,0.5327548886115194,0.6467594596978414,80000,0.6318745773734822,auc,1,0.2367776648817228,301,1 200 | gbdt,,0.8111132601428765,0.0703849871173106,230,120,0.6021836830240376,0.030043087746579045,80000,0.9236409722787231,auc,1,0.23678717093263854,63,1 201 | gbdt,balanced,0.7590151498382672,0.013236719714668665,300,58,0.02343833149251895,0.8765179606068739,180000,0.9506261232413408,auc,1,0.2367962012464815,451,1 202 | gbdt,,0.6265352627576499,0.0388701462274749,405,57,0.18703037090852176,0.4045748850721575,20000,0.5351292374599379,auc,1,0.2368122347352317,126,1 203 | gbdt,balanced,0.6473094126802629,0.02370979787413912,195,68,0.5454067451430697,0.4520032199928611,20000,0.7651417596136423,auc,1,0.2368159209266114,315,1 204 | gbdt,balanced,0.6824106427821394,0.026526865724429218,175,39,0.23752925870413233,0.8138463538767791,120000,0.7978754674729851,auc,1,0.2368284812824234,253,1 205 | gbdt,balanced,0.6472450174008824,0.01762790906571654,210,40,0.8095254385955437,0.40326814972135777,160000,0.9586626049105256,auc,1,0.23684950510448774,411,1 206 | gbdt,balanced,0.6781946299004594,0.030640901011070715,200,81,0.6944396617991645,0.9661138965838738,40000,0.7249012972342352,auc,1,0.2368581861146225,327,1 207 | gbdt,,0.8068466767645003,0.025728522685441558,300,37,0.28428614736842023,0.8019769382297963,20000,0.8777701169031672,auc,1,0.236940571048206,73,1 208 | gbdt,balanced,0.6728547671969499,0.02594756532155413,305,70,0.03877295299344649,0.5766198578678164,220000,0.9130257870774284,auc,1,0.2369614552609232,433,1 209 | gbdt,balanced,0.6071111766287736,0.03941096511427587,185,30,0.43021171589489454,0.7366535969693595,160000,0.8668672280125186,auc,1,0.2369904281252392,493,1 210 | gbdt,balanced,0.6133502799244996,0.01413134676297817,195,94,0.12681138341595571,0.6679951323071066,140000,0.8383666940167802,auc,1,0.23700912792825,475,1 211 | gbdt,,0.6462737017535378,0.012324921239448035,310,33,0.08059600901783015,0.29125095623622194,260000,0.8643530487801971,auc,1,0.23701427469131475,22,1 212 | gbdt,balanced,0.8058337911157736,0.015372248964985175,230,33,0.1606236502801436,0.3326138810236351,200000,0.9085242512095273,auc,1,0.2370191663449297,449,1 213 | gbdt,,0.676855681273805,0.010933781150287043,195,47,0.9807002946654252,0.6525786758859164,20000,0.9026136616589728,auc,1,0.2370615380621618,157,1 214 | gbdt,,0.6876477345258931,0.013599593629103098,150,90,0.4730865549357982,0.9678382409713709,40000,0.9578395319531324,auc,1,0.2370726403693492,50,1 215 | gbdt,balanced,0.6856650364711285,0.014761663772349722,475,102,0.18909414489048618,0.8188348683013977,80000,0.7283650623148661,auc,1,0.23709129055217004,338,1 216 | dart,balanced,0.6671175154587664,0.02869637656854624,230,83,0.7024110850227823,0.9805550518877951,120000,0.6921181471096254,auc,1,0.2371126395686979,482,3 217 | gbdt,balanced,0.7724528040220819,0.031228279443174644,220,34,0.3987711091570008,0.9967024840752331,160000,0.9553978914910212,auc,1,0.2371524907484979,472,1 218 | gbdt,balanced,0.7927378988833792,0.024426653929155297,295,88,0.42919839394668724,0.5765258590011377,60000,0.979321690164988,auc,1,0.2371915524907037,89,1 219 | gbdt,,0.6777685433817743,0.024907540205554943,370,49,0.4339474464341489,0.8104354391695267,20000,0.9565349085128972,auc,1,0.23726568505409615,137,1 220 | gbdt,balanced,0.7388463932033028,0.018821911919895955,300,39,0.1327961281349401,0.6033879038608969,220000,0.9332252276054861,auc,1,0.2372724263913921,426,1 221 | gbdt,balanced,0.7184507130145442,0.029421626512842053,170,66,0.231143416754911,0.9791504727317419,100000,0.7174804046818674,auc,1,0.23730440113701445,228,1 222 | gbdt,,0.6266923032931957,0.010709520259875803,185,64,0.35375666752015583,0.6577006103391101,20000,0.749038626554886,auc,1,0.2373506297727193,379,1 223 | gbdt,,0.6669573057668694,0.030996701949889675,295,36,0.8512455912799245,0.9231844963743167,80000,0.7392106582118918,auc,1,0.23735908230570946,152,1 224 | goss,,0.7934033849601924,0.03809738889203308,405,137,0.42752752037275477,0.5449830483674134,60000,1.0,auc,1,0.23736382341671514,58,2 225 | gbdt,balanced,0.6661028325679841,0.030236124790162532,175,45,0.18137626664046444,0.9459299883057105,180000,0.9261567170473409,auc,1,0.23738462380775585,431,1 226 | gbdt,,0.6925314456280293,0.010008499090681182,305,57,0.04464317377487051,0.7037764678656359,60000,0.8151205304957058,auc,1,0.23738662823914705,368,1 227 | dart,,0.6497646838265835,0.01923915153260332,145,34,0.3060884124804637,0.4443430769866243,260000,0.7316616353278853,auc,1,0.23739432020956866,176,3 228 | gbdt,,0.6503469238860896,0.06612118667532042,290,30,0.4647494186740086,0.871186547359246,100000,0.7414773851164987,auc,1,0.23739980590375964,122,1 229 | gbdt,balanced,0.6513580140309021,0.044734122566765566,200,76,0.14151798455116563,0.9994106215184736,60000,0.9424443426448789,auc,1,0.2374085900790346,39,1 230 | gbdt,balanced,0.7380281111372033,0.01343590418015767,215,146,0.1722712225547867,0.3147658304964798,160000,0.9753878813908264,auc,1,0.237422852659659,306,1 231 | gbdt,,0.7265951311611862,0.04035067020065678,205,99,0.1498864639119687,0.6141002027855553,40000,0.5594282737397109,auc,1,0.2374330250788849,198,1 232 | dart,balanced,0.7999481524756553,0.12087964528013809,370,136,0.15254646189690707,0.7567106178267262,20000,0.7873471527545838,auc,1,0.2374424330107816,240,3 233 | gbdt,balanced,0.7089502553923546,0.057221620566920886,205,48,0.7530107932004917,0.6786371906760498,240000,0.9516518496375702,auc,1,0.23744740652369256,428,1 234 | gbdt,balanced,0.6328946161933112,0.014907204157349873,310,39,0.9876952475503367,0.7640381061910831,100000,0.6359401118368779,auc,1,0.2374605101785308,399,1 235 | gbdt,,0.6599531570120405,0.021824362533848774,310,53,0.4452726862100529,0.8188574536844789,60000,0.9218268147359477,auc,1,0.2374949415440526,277,1 236 | gbdt,,0.6338642055803739,0.011636015863251765,190,44,0.08858674847087084,0.7557410241477945,40000,0.8073374636821068,auc,1,0.2374978525951809,180,1 237 | dart,,0.7163075992642436,0.01898207198456795,145,52,0.5785766564940191,0.7152371976816775,100000,0.5377383838191706,auc,1,0.2375009610057076,254,3 238 | gbdt,balanced,0.6924491455951166,0.022414243823261945,295,62,0.25772177472092106,0.5803333236627445,200000,0.9011925463141018,auc,1,0.2375014504794433,487,1 239 | gbdt,balanced,0.922945624404245,0.013501106526983544,360,103,0.22033434482264233,0.9180519686827562,60000,0.6345634080516629,auc,1,0.2375074878828618,216,1 240 | gbdt,balanced,0.7432613958007009,0.0260285622398484,235,66,0.6684339009339547,0.42309953382304677,240000,0.82012851163961,auc,1,0.23752924058906846,490,1 241 | gbdt,balanced,0.6953691641545225,0.036045738459328194,220,40,0.4232383488568125,0.4155342126824121,60000,0.7943192646379204,auc,1,0.23755545967302705,328,1 242 | dart,,0.7734447109957076,0.017986123359797598,260,75,0.34198866622068186,0.1489007964078234,300000,0.8592687087404431,auc,1,0.23755849911990035,118,3 243 | gbdt,,0.7393060207726619,0.061892515422452506,175,59,0.3707268694022886,0.7721963189797485,20000,0.9495329895928136,auc,1,0.2375850697502877,205,1 244 | gbdt,balanced,0.6646130864296351,0.024761217507362362,190,43,0.2393035576882012,0.9082766083086327,140000,0.8671980502579472,auc,1,0.2375866889944437,103,1 245 | gbdt,balanced,0.7203077013843013,0.048371579011958155,325,114,0.0934810167180796,0.5450000891008815,80000,0.9296768750554261,auc,1,0.23761618693568246,369,1 246 | gbdt,balanced,0.7880088575242183,0.03996276701903961,285,32,0.5233695595445078,0.732624081327132,180000,0.9715566115479832,auc,1,0.2376302448680669,429,1 247 | gbdt,,0.6441421016918376,0.010010482942372612,360,38,0.31846080049340025,0.6355825841927184,20000,0.8927834379190781,auc,1,0.2376421167087045,167,1 248 | gbdt,,0.6457210062410222,0.0182668115831792,365,31,0.06312538412045873,0.572333326935446,40000,0.9958334449393494,auc,1,0.2376641435874849,74,1 249 | gbdt,balanced,0.6878901844695842,0.011101781159254177,325,57,0.8829304309585759,0.7423644086620512,140000,0.7458356683785614,auc,1,0.23768363507081006,234,1 250 | gbdt,,0.8753543888524672,0.01810373729794693,500,44,0.9186186522399116,0.19412171254733868,240000,0.8013021995164373,auc,1,0.23768677740248345,52,1 251 | gbdt,,0.7459506949829873,0.012933648140121148,195,41,0.5588830320238509,0.9669122349108505,180000,0.8748748685015135,auc,1,0.2377021066770161,210,1 252 | gbdt,,0.6961100949871697,0.010750482987827333,360,99,0.21364836110976973,0.6851675585384113,140000,0.9123933915033843,auc,1,0.2377254096637253,298,1 253 | gbdt,balanced,0.7706879189819607,0.03598378193909862,135,67,0.9645612747608906,0.9616204046171472,60000,0.5253657477796922,auc,1,0.2378045342424724,18,1 254 | gbdt,,0.98063536544944,0.026978814186666762,330,84,0.5908793087814889,0.8622306559237783,80000,0.932285013180736,auc,1,0.23780936029651456,21,1 255 | gbdt,balanced,0.7539238180407887,0.018610282401284598,290,63,0.4804682173386403,0.5300876709774163,40000,0.7238944676763794,auc,1,0.2378127860519833,239,1 256 | dart,,0.7558389179814932,0.01768138343757621,265,38,0.27142339374674734,0.7449546744741442,40000,0.6993508924164595,auc,1,0.2378264243153059,304,3 257 | gbdt,,0.6640073357405081,0.015107145835481919,380,56,0.03262128754622945,0.9243784508122567,100000,0.8374735841164904,auc,1,0.23784779996413885,35,1 258 | gbdt,balanced,0.7790965522746802,0.04222913728924738,395,47,0.22444098934375495,0.9346948157076546,100000,0.9732257143301668,auc,1,0.23786162241087735,44,1 259 | dart,,0.6160537983635216,0.0162446156356901,365,46,0.15729182986430756,0.7355483664212976,40000,0.7627307419889351,auc,1,0.2378858749093521,386,3 260 | gbdt,,0.7836654057928019,0.015337759772078569,300,65,0.3771461897778017,0.7603821656760843,60000,0.9992668609462637,auc,1,0.23788872961212934,294,1 261 | gbdt,,0.7720986410929545,0.01945862228505407,185,68,0.29438656873896824,0.8982833977354818,20000,0.8199308922249802,auc,1,0.2378918621319009,196,1 262 | dart,balanced,0.7626609022274295,0.03533285979083094,200,85,0.2671095674192488,0.9046178818394622,20000,0.5925438800740997,auc,1,0.2378962247838325,233,3 263 | gbdt,balanced,0.6256578584104731,0.018089560095738928,370,70,0.1852392466771084,0.777610310944888,80000,0.7125974959829539,auc,1,0.2379003351297151,183,1 264 | dart,,0.8082258233769016,0.01756882149286815,215,107,0.23567455432971843,0.6864337096597205,60000,0.9187245153039333,auc,1,0.2379070487133457,281,3 265 | gbdt,,0.7672903729421001,0.19829951297182669,260,38,0.17964782489516554,0.799269444839427,20000,0.6431871307907941,auc,1,0.2379263582559754,87,1 266 | gbdt,,0.6006951097281343,0.02361457491717398,205,31,0.12581451153926237,0.675651204741684,100000,0.695220261397713,auc,1,0.2379455354780993,31,1 267 | gbdt,balanced,0.6694394826643718,0.05390050650387116,185,90,0.6649447650341838,0.5930939652620952,100000,0.8750381046609476,auc,1,0.23798519854972236,319,1 268 | gbdt,,0.6440530451737002,0.014254442918318863,155,41,0.3983758863950114,0.9357710140446516,20000,0.8861068965643639,auc,1,0.2379944144486815,303,1 269 | gbdt,,0.8229286605909822,0.023466348553556202,215,42,0.5323379247751506,0.8505788938943624,40000,0.862723858084252,auc,1,0.2380008398427359,206,1 270 | gbdt,,0.6000655774487214,0.018984667634078314,310,30,0.21360391362953185,0.9994431505319149,80000,0.9392162114995678,auc,1,0.2380335656193649,382,1 271 | gbdt,,0.6676074837910234,0.016214898535538414,195,56,0.548194614611728,0.992923354268749,60000,0.9021205783269433,auc,1,0.23803454120275516,29,1 272 | gbdt,,0.7765634148442779,0.01396496162509557,220,30,0.17054085610488323,0.7426160723153006,20000,0.9988934568287074,auc,1,0.2380610201619445,259,1 273 | dart,,0.7196664760413402,0.011677812972565808,225,56,0.29986804517454835,0.7179188840898307,120000,0.7772668405173321,auc,1,0.23807413418936466,142,3 274 | gbdt,balanced,0.6091602612394688,0.03800571880188495,385,101,0.4197292229693307,0.8135411231279482,20000,0.6799431165264546,auc,1,0.23808360800117426,231,1 275 | dart,,0.6745811935791152,0.01747400713189812,285,109,0.04497113261492158,0.5119144510171654,40000,0.9623379957189616,auc,1,0.23810634414029294,99,3 276 | gbdt,balanced,0.7347950422854933,0.012313878980443456,160,55,0.17609955446418882,0.9263759894882801,200000,0.7004980675814131,auc,1,0.2381080216951805,466,1 277 | gbdt,,0.6017083410112157,0.04650859431989686,310,52,0.9348804506892701,0.8096680561563095,40000,0.7875770886990533,auc,1,0.23812171967093465,154,1 278 | gbdt,balanced,0.7878722696495764,0.048936410244575575,410,132,0.17616663325172033,0.7234573267040174,180000,0.5211750033711255,auc,1,0.23814172810132075,11,1 279 | gbdt,,0.710468215990383,0.010019849298856695,325,30,0.17359834471204316,0.8479354895423236,80000,0.7643555739441502,auc,1,0.23814439693864176,280,1 280 | gbdt,,0.7013315599244435,0.012688906632784037,190,40,0.23772288029657565,0.7437564525119079,20000,0.7475480598032861,auc,1,0.2381636058391917,70,1 281 | gbdt,balanced,0.7820094749370561,0.03295420633733359,205,46,0.07013456074806784,0.7537098342544629,160000,0.9247686635041059,auc,1,0.23820897579330916,484,1 282 | dart,balanced,0.7431608303213927,0.023622359348707798,230,65,0.10900096853158325,0.7048832816773302,160000,0.9448693708858887,auc,1,0.2382293988466362,463,3 283 | gbdt,,0.7348261052312604,0.027183617614710352,355,60,0.2858640362211273,0.8411369982303131,20000,0.9057345070074542,auc,1,0.2382331369009261,372,1 284 | dart,,0.6924687839219177,0.010472415519996512,250,53,0.2106574578639503,0.7599809455153845,80000,0.5612887073155581,auc,1,0.23824539392879876,77,3 285 | gbdt,,0.759116428877681,0.010029357540324598,340,78,0.34055746043041546,0.9489477449663926,40000,0.9986693713878269,auc,1,0.23824672946881956,30,1 286 | gbdt,balanced,0.8383863645664994,0.022483097861461205,160,133,0.46948262281163966,0.9178009183459743,100000,0.8557560382501591,auc,1,0.23826966773311764,378,1 287 | gbdt,balanced,0.6614523005272277,0.019471378936970322,185,48,0.49933835417468136,0.8258682004558169,220000,0.9643377849936696,auc,1,0.23830569114981026,452,1 288 | dart,balanced,0.6066018410710321,0.020089913836744598,390,86,0.36258421773210253,0.47125750141341394,20000,0.5003237475876858,auc,1,0.2383649850337659,329,3 289 | gbdt,balanced,0.7312261838958936,0.01166342078445783,345,40,0.3166835894234681,0.8279052370360482,120000,0.7915342623909027,auc,1,0.23837740549989064,488,1 290 | dart,,0.801956556064967,0.05174349951043474,285,150,0.5952457237266098,0.9545812211734672,80000,0.5048680763338182,auc,1,0.2383777063047694,190,3 291 | gbdt,,0.7361634379756332,0.02325881507633589,175,49,0.34751756700421294,0.5581696575314752,200000,0.8454404250697385,auc,1,0.23843639241148615,171,1 292 | gbdt,,0.7276875097050761,0.02793293240091398,200,61,0.36150320152625987,0.42907601381795485,260000,0.9446897649932461,auc,1,0.23845806774383785,90,1 293 | gbdt,,0.673628705901825,0.014510634308844137,340,58,0.04276925558421685,0.36066207474452605,20000,0.9676492990144677,auc,1,0.23845819361652246,168,1 294 | gbdt,balanced,0.6859099355361267,0.021436945650672026,315,35,0.20920657093303038,0.7993684334459953,200000,0.7668038813911884,auc,1,0.23849850735741265,460,1 295 | gbdt,,0.7127709483705251,0.011323669095088206,340,45,0.4535862713257181,0.7151949325634923,40000,0.8487281252634956,auc,1,0.238510004103057,71,1 296 | gbdt,,0.7318834664959162,0.012826194042196168,350,31,0.6936113737982036,0.8706541703739316,20000,0.775369108864464,auc,1,0.2385432047757385,150,1 297 | gbdt,balanced,0.6745262808893102,0.020881320355020296,310,88,0.35022590497939987,0.7841650289502132,40000,0.7335712439055874,auc,1,0.2385439112326765,230,1 298 | gbdt,,0.7646382652842189,0.03438961004970044,180,33,0.0963095290560785,0.23042136023852333,100000,0.9381218656339605,auc,1,0.23858371615636745,132,1 299 | gbdt,balanced,0.7490803558012636,0.026853628385983593,195,45,0.1667666266247093,0.6199982519436569,240000,0.9891401251332697,auc,1,0.23860122171074485,421,1 300 | gbdt,balanced,0.6932783911307292,0.05174177739543762,170,45,0.22929744753611453,0.9327049876388256,140000,0.9773058482350042,auc,1,0.23861372852160656,448,1 301 | gbdt,,0.7632280242308405,0.014426646209009651,335,30,0.3322970636413326,0.5912119991413576,40000,0.9728681357959941,auc,1,0.2386293398182342,191,1 302 | gbdt,,0.774433323930466,0.0170804622599455,215,34,0.14824512638013845,0.6577427853906218,20000,0.9977310759445174,auc,1,0.2386320910755313,68,1 303 | gbdt,,0.6733037601185764,0.014776246372668828,395,46,0.3212674327662278,0.8735193853783714,200000,0.937674987892861,auc,1,0.2386425881285408,208,1 304 | gbdt,,0.6694906599446332,0.0140079884602717,315,46,0.48765512507000863,0.787558312553233,160000,0.8055256780556214,auc,1,0.2386752864318441,355,1 305 | gbdt,balanced,0.6370692575551059,0.027730938908165404,375,56,0.675565894024504,0.47563235578708346,40000,0.8002650374772973,auc,1,0.2386981358283448,310,1 306 | gbdt,,0.6318389740394086,0.019382352444122296,315,106,0.16654323539967564,0.7050538863631294,140000,0.7660326521392462,auc,1,0.2387330617137232,212,1 307 | gbdt,,0.658074742511655,0.018989524719783397,345,55,0.29238269178066334,0.8766092507729523,20000,0.723961432132945,auc,1,0.23873357697874376,92,1 308 | gbdt,balanced,0.9590827427322989,0.01987300783503452,230,83,0.08886955132096636,0.5011829367055891,60000,0.7758779605719609,auc,1,0.23875419542908904,341,1 309 | gbdt,,0.7834932504855464,0.017753970834744025,310,43,0.22525414411093936,0.6405108563875813,40000,0.6890905302324895,auc,1,0.2387808473580921,264,1 310 | gbdt,,0.6979599219398653,0.01005366385812471,315,63,0.22400120936464762,0.5577789593896203,60000,0.5019751267341994,auc,1,0.23879318456322074,113,1 311 | gbdt,balanced,0.6001039650605446,0.024823224581773887,405,85,0.11491865917654132,0.7979205950743524,40000,0.639621667616571,auc,1,0.2388240766355516,189,1 312 | dart,balanced,0.709269761366998,0.011322582292719003,145,67,0.004444978686362816,0.5883204274763907,40000,0.6698428625496439,auc,1,0.2388273868909179,124,3 313 | gbdt,,0.6805909036980973,0.013181062205499788,320,64,0.025132118959652727,0.7380592331651974,100000,0.9625777006853825,auc,1,0.23883004563599694,194,1 314 | gbdt,,0.7290031008746147,0.03301339912186087,320,64,0.3474243597923316,0.8925491748024961,100000,0.9603937451546929,auc,1,0.238866102132816,65,1 315 | gbdt,,0.7795335432630083,0.042834031113188155,205,32,0.17385419353700468,0.9503463616796168,40000,0.8272642240378967,auc,1,0.2389279162738636,107,1 316 | gbdt,,0.765888451931001,0.0229957263141658,220,70,0.2505895576669087,0.7233906042958157,20000,0.8229208506222928,auc,1,0.23893065379449785,348,1 317 | gbdt,,0.705279185594599,0.020157118767032127,295,32,0.9531063230598479,0.0056525520703971655,20000,0.8300860338297001,auc,1,0.2389343649361425,164,1 318 | gbdt,,0.7255994672236936,0.015784893096025154,170,32,0.05051331597315989,0.5592653679823305,100000,0.678138248248008,auc,1,0.2389543520606844,305,1 319 | gbdt,,0.661926711656904,0.016494462421570617,130,36,0.4850841494512992,0.6698649513604545,40000,0.9196244584068504,auc,1,0.2390031502933311,143,1 320 | gbdt,,0.6350611832618959,0.03325788061339971,195,116,0.38568393268568574,0.786164911664325,160000,0.8015236161535666,auc,1,0.23900932394201624,123,1 321 | gbdt,balanced,0.6656753732347469,0.02474580595817629,320,36,0.41211589323645803,0.3794696091602283,40000,0.7462106744349528,auc,1,0.2390144390266549,336,1 322 | gbdt,balanced,0.6895820840395382,0.04354950500550471,310,45,0.4859225437610987,0.7008694265536481,20000,0.7816208500868433,auc,1,0.2390273470041349,325,1 323 | gbdt,,0.8552701770445316,0.031598979584385505,330,45,0.31192026457010147,0.8575980359313092,20000,0.9896052599862802,auc,1,0.2390285849858165,117,1 324 | gbdt,balanced,0.6748909798128557,0.032092441756556477,170,33,0.41766658774034304,0.8056265631898172,80000,0.6874072623720936,auc,1,0.23905898674339165,390,1 325 | gbdt,balanced,0.8768793955848667,0.01762728672500001,220,55,0.32910657243560115,0.7485609694713574,200000,0.7359102423916125,auc,1,0.2390961029256176,437,1 326 | gbdt,balanced,0.7104103284681008,0.01593949043782354,345,47,0.30495411407219897,0.8541536939925395,200000,0.9030788564894026,auc,1,0.2391042706331121,339,1 327 | dart,,0.7152527677798859,0.03994620767577823,155,82,0.0188723903497357,0.9050639381013404,60000,0.6988314002378122,auc,1,0.2391240564734949,82,3 328 | gbdt,balanced,0.6276645181727617,0.019002811990947253,180,38,0.4582844212257809,0.9076751579007631,20000,0.6625310497312594,auc,1,0.23913851585283766,335,1 329 | gbdt,,0.7988274040587862,0.03243757504618406,145,38,0.6586586697437498,0.9982878671953083,60000,0.823117111600657,auc,1,0.23915272040307056,32,1 330 | gbdt,,0.7581508250838945,0.014562462474991059,165,42,0.32830610580970343,0.8519579814381766,60000,0.9741699422122927,auc,1,0.2391836741502137,75,1 331 | gbdt,,0.6084873416615508,0.015968424681569705,155,30,0.4495217998884294,0.7260111939809367,160000,0.796252698481063,auc,1,0.2391882549067079,203,1 332 | gbdt,balanced,0.7713590848412134,0.018920012569491187,345,36,0.31716782836242785,0.7353048102494036,20000,0.9642945270102955,auc,1,0.2391911614723953,285,1 333 | dart,,0.7543660493447701,0.044855963662621526,320,101,0.07249528887062184,0.9663786834228618,20000,0.8057130272823483,auc,1,0.2392222010035949,393,3 334 | gbdt,balanced,0.657599495361051,0.03447171963873184,305,42,0.517208719134481,0.641172458774273,240000,0.7805907010434161,auc,1,0.2392314463382599,467,1 335 | gbdt,balanced,0.7455840617125756,0.020028911176011653,315,65,0.20636407001671997,0.9148023221595248,220000,0.9001516263830215,auc,1,0.23925024986709065,436,1 336 | gbdt,,0.7917463948495,0.012009469325136468,320,113,0.1893226158167468,0.9657332666710292,80000,0.609599439052921,auc,1,0.23927895332461435,252,1 337 | gbdt,balanced,0.9927584861101367,0.011596528179683605,300,73,0.13694678224624762,0.2619140149132669,40000,0.7505154762268512,auc,1,0.2392986009573501,220,1 338 | gbdt,balanced,0.7184030634914744,0.18599225611171705,275,33,0.34106171950036035,0.6276929377905158,220000,0.9459677198168199,auc,1,0.23931671933508725,489,1 339 | dart,,0.6177584719179228,0.012380929817893155,285,54,0.0015984280098815251,0.7395863838666512,100000,0.8618862432052743,auc,1,0.2393581754617005,169,3 340 | goss,balanced,0.6612923158557316,0.018032292146547235,280,53,0.0012310408494838887,0.571154537193482,80000,1.0,auc,1,0.2393680885663756,207,2 341 | goss,balanced,0.7223993472444427,0.024421150744978817,240,40,0.6004159414783165,0.9769366281266073,240000,1.0,auc,1,0.2394216794925981,441,2 342 | dart,balanced,0.8464791720356762,0.10875645732896141,380,112,0.002436386070584051,0.09460288039448272,180000,0.7153773885862027,auc,1,0.2394445429061015,19,3 343 | gbdt,,0.7583994139339484,0.03847315815816678,175,49,0.3989794351330451,0.5280856009298422,60000,0.738401941194884,auc,1,0.2395158737509868,360,1 344 | gbdt,balanced,0.7692288170555959,0.0318215254646186,330,74,0.12219638123598014,0.8445694998759407,220000,0.5157530582598462,auc,1,0.2396339341992552,439,1 345 | gbdt,balanced,0.7284464755512868,0.029679757872977008,400,58,0.20525924794563818,0.7514493090804683,100000,0.5718041683939139,auc,1,0.2396442722994534,342,1 346 | dart,,0.6673076386901536,0.040118914534607024,475,70,0.8695100073452218,0.44076667329472063,160000,0.9985285847190133,auc,1,0.2396483391926274,9,3 347 | goss,,0.6669347111148347,0.011207660658482513,430,30,0.3064531433455022,0.8206076261709989,160000,1.0,auc,1,0.2396508154363308,48,2 348 | gbdt,balanced,0.6200944509111418,0.015392518187545615,145,45,0.1418164989616198,0.7727189254874338,260000,0.7172792055192726,auc,1,0.2396562108610241,464,1 349 | goss,balanced,0.6945854117097253,0.014973766778588539,255,71,0.4358928017506217,0.7999051544289666,120000,1.0,auc,1,0.2396634699864013,243,2 350 | gbdt,balanced,0.6317946754370798,0.029724434573869783,450,40,0.3030709261040937,0.8439748269592715,20000,0.7907454342270934,auc,1,0.2396898948399601,59,1 351 | gbdt,,0.7684928266360722,0.029206395472541852,325,65,0.06806816669594379,0.7902998208003981,40000,0.9244523629014143,auc,1,0.239719686016896,170,1 352 | dart,,0.6826115664358082,0.17232942613953312,485,117,0.010598426894564361,0.7063665010867298,120000,0.905149067692514,auc,1,0.23972214487951596,16,3 353 | gbdt,,0.815394988554244,0.010555070534316046,340,104,0.02977239186859909,0.9969167100657939,60000,0.8936798768896926,auc,1,0.2397491570454895,133,1 354 | gbdt,balanced,0.6892161069607834,0.06780315570753784,320,69,0.17216491578629192,0.6055563835452562,160000,0.7077530616746353,auc,1,0.23976111831460456,496,1 355 | gbdt,,0.8212540873894313,0.021587448146018987,160,99,0.5183935589924614,0.521481547591794,40000,0.6973207669172912,auc,1,0.2397861106304836,37,1 356 | gbdt,balanced,0.9146279392010155,0.016085302964105288,315,44,0.15960648878386427,0.561671882940073,200000,0.9716843646553649,auc,1,0.2397927224506745,478,1 357 | gbdt,,0.6614306026716015,0.04351469535817044,340,49,0.06980131658485278,0.2017212139604635,20000,0.6231100246284997,auc,1,0.2398294186834985,241,1 358 | goss,balanced,0.6823705091293717,0.01123646495890844,200,96,0.892857576911751,0.6053840184852097,60000,1.0,auc,1,0.23983532208437094,172,2 359 | gbdt,,0.7491867376154401,0.022952934227453918,315,54,0.47235659595261,0.42890805455383,80000,0.7195893118482088,auc,1,0.239842714371274,293,1 360 | gbdt,balanced,0.7536841069839543,0.01923704842034902,330,37,0.8299643397864099,0.9050166064309716,180000,0.6858470695049764,auc,1,0.23984340737188936,481,1 361 | gbdt,balanced,0.8859603703573934,0.02413031017010911,195,83,0.368840641554781,0.9264773565399156,80000,0.6696829228570444,auc,1,0.2398874880420949,246,1 362 | goss,,0.7066820677269767,0.01611739945233358,275,76,0.9763148669158764,0.7700731910075231,40000,1.0,auc,1,0.2398906889648399,251,2 363 | goss,balanced,0.6566343270572235,0.024508821916614184,290,40,0.5394807274983118,0.7718631151934686,20000,1.0,auc,1,0.2398974824453861,381,2 364 | gbdt,balanced,0.6735315360377074,0.09271721349368396,230,44,0.653797304704034,0.8080450386919504,140000,0.7177933176812251,auc,1,0.23994525547445256,364,1 365 | gbdt,balanced,0.7408276393992985,0.03591862410251504,140,54,0.9704100587494809,0.5647412734835708,200000,0.8232076715891892,auc,1,0.23996021806419354,388,1 366 | gbdt,,0.6206211949887683,0.04089904257744088,135,32,0.8393103446511563,0.8380785056592269,60000,0.5580575193408872,auc,1,0.23999190966636064,249,1 367 | goss,balanced,0.6479021099978077,0.02799742652309359,295,61,0.02004107609355954,0.4415321282316355,20000,1.0,auc,1,0.24004945282667445,340,2 368 | dart,,0.8011873203300507,0.01741354038360369,255,42,0.2318851973854382,0.7512311302047834,40000,0.8448589779488644,auc,1,0.2400740319213128,370,3 369 | dart,,0.7804676649324211,0.014171833317918003,235,36,0.4111744437602912,0.8161200680940447,300000,0.8657435326250766,auc,1,0.24009178669799905,204,3 370 | gbdt,balanced,0.8578854032638763,0.021196198973198445,380,111,0.003504140897575836,0.8250039608817262,20000,0.8346619391620878,auc,1,0.2401054852344332,367,1 371 | gbdt,balanced,0.6004405568778187,0.015378654233745325,485,41,0.3726182515348621,0.7056472218183987,120000,0.9030124033965827,auc,1,0.2401114598416797,114,1 372 | dart,,0.6825041253375379,0.02963770043248539,325,107,0.16263597284525105,0.4967205738670222,120000,0.6319648180966154,auc,1,0.24011821659767865,45,3 373 | dart,balanced,0.6077910448089742,0.08783831758750019,230,44,0.16571225625681618,0.43702345115978314,120000,0.9699110051642057,auc,1,0.24023272625881376,6,3 374 | gbdt,balanced,0.6615834482490833,0.037196459403166335,320,60,0.7736845880150808,0.4975741237693268,20000,0.8288356247121924,auc,1,0.2402582223457712,312,1 375 | dart,balanced,0.6509724439572836,0.01766124885334595,305,109,0.10075463400462376,0.44319506520162766,260000,0.5155226373543608,auc,1,0.24026385045270995,491,3 376 | gbdt,,0.7005536050146036,0.023146251766341767,335,32,0.2514660324977973,0.767867740716329,60000,0.8848351003108225,auc,1,0.2402640682769325,270,1 377 | dart,,0.7072751946094992,0.015863080294406896,410,47,0.737776572883522,0.6664047152552928,40000,0.5472944925395198,auc,1,0.24030704104324185,401,3 378 | goss,balanced,0.735052597111114,0.02336506317596204,155,59,0.25275471036740843,0.4158700753048915,200000,1.0,auc,1,0.24039580960021145,432,2 379 | gbdt,,0.7410296239040193,0.016875742895051504,165,33,0.11662648383035862,0.8281362713915131,20000,0.9289517683832642,auc,1,0.2404029364050829,287,1 380 | gbdt,balanced,0.6946929317795408,0.022114856492803512,415,99,0.6542532487987378,0.12369386477778699,20000,0.6274160533526636,auc,1,0.2404141791626377,221,1 381 | dart,,0.6890762069327482,0.07005604946871122,380,80,0.1687376044641555,0.6431880369457955,20000,0.9202264236240717,auc,1,0.24042743111736475,184,3 382 | goss,,0.7326290759962371,0.01769464974351378,210,52,0.27190003415743325,0.575601061782278,60000,1.0,auc,1,0.2404318041418786,358,2 383 | gbdt,,0.6065178314294609,0.012504417859204494,455,47,0.23691178420596365,0.7209893729820798,60000,0.9508434314100541,auc,1,0.2404652478693875,308,1 384 | gbdt,balanced,0.7038311080908106,0.020517222009051393,335,80,0.5876548734018487,0.9994615652696826,20000,0.6188712403982484,auc,1,0.24047618870070356,385,1 385 | gbdt,,0.8807911876385006,0.13751327938099778,305,82,0.3618758362346713,0.9331335788738726,40000,0.6015611297935164,auc,1,0.2404816886922372,141,1 386 | gbdt,balanced,0.6207753157837346,0.01864745040816523,495,119,0.5978620189224699,0.6509631822347235,20000,0.849010219258457,auc,1,0.2405014490216748,322,1 387 | dart,,0.7021161022544885,0.09009405755957113,230,54,0.04534985954494247,0.9177758628531113,40000,0.8199064495105828,auc,1,0.2405292980027116,60,3 388 | gbdt,balanced,0.6704476010591478,0.037525770572029056,340,62,0.364586995300035,0.8588079901269013,220000,0.8110104711052497,auc,1,0.2405453334538422,461,1 389 | gbdt,,0.7844528261244754,0.021810631341602087,160,43,0.2552598319977325,0.7108802500847691,40000,0.9995733269570579,auc,1,0.2405756345693377,165,1 390 | gbdt,,0.6139081119878557,0.014661677856161836,440,87,0.21200052367281697,0.7840531046658215,40000,0.5052532580463532,auc,1,0.24059535761354825,256,1 391 | gbdt,balanced,0.7087457597379045,0.030329538089756813,175,50,0.026666707923700433,0.7901974091257229,180000,0.9787411083525264,auc,1,0.2406275908327007,498,1 392 | goss,balanced,0.6608750920075585,0.028867658839564832,270,72,0.7251373918007078,0.6740736764783919,40000,1.0,auc,1,0.24066110856998435,324,2 393 | gbdt,balanced,0.6122934026529966,0.030501238185952316,350,44,0.5627791301338494,0.35336562695003265,60000,0.8149257495333845,auc,1,0.24066772039017506,311,1 394 | goss,balanced,0.8428481284548557,0.015362437340326631,290,124,0.9547240277161778,0.8306830463417858,60000,1.0,auc,1,0.24067636075100185,222,2 395 | goss,,0.6398809852867132,0.01594839543079527,180,61,0.001237130255017066,0.48932129379450406,60000,1.0,auc,1,0.24070293390444966,284,2 396 | gbdt,,0.7999573157403578,0.03684032900689226,135,80,0.5439558579436046,0.8105039204881694,80000,0.7894274975549116,auc,1,0.24078206184727716,110,1 397 | goss,balanced,0.7489687608029858,0.010033801530378264,205,95,0.08143792882509002,0.4539985542286827,180000,1.0,auc,1,0.24085408176801715,257,2 398 | gbdt,,0.7046828797449133,0.08493850564943707,445,48,0.1364253862353056,0.7729600895874813,20000,0.9484856880074981,auc,1,0.240858536651827,109,1 399 | goss,,0.7459687815306324,0.012055950274597637,220,45,0.2105727908122531,0.9173459323933864,60000,1.0,auc,1,0.24088577645392484,127,2 400 | gbdt,balanced,0.6291406451806932,0.011954836655879307,125,78,0.20721557326635298,0.6757110093472316,60000,0.704441602469553,auc,1,0.24104036465064416,232,1 401 | goss,,0.7204323424965424,0.02258059632128827,435,57,0.4303037394438489,0.6992042557653778,120000,1.0,auc,1,0.24106269766076416,186,2 402 | gbdt,,0.8709923034821603,0.01673583518117622,180,57,0.26019580534485853,0.47814466263803723,120000,0.7765910903326058,auc,1,0.24107915530401705,81,1 403 | gbdt,,0.6821687480149033,0.0486154721285168,375,130,0.4105147173113299,0.614201959111687,40000,0.9688122627182348,auc,1,0.24110046226953666,111,1 404 | goss,balanced,0.6786191461077926,0.015889818072529642,240,128,0.9242292464835167,0.8590592435465879,80000,1.0,auc,1,0.24111880267659716,236,2 405 | gbdt,balanced,0.7232917390333177,0.14336155956155833,350,84,0.17066102079886863,0.703759620223324,20000,0.7278421618588214,auc,1,0.24112310729813746,54,1 406 | gbdt,balanced,0.7097265062781604,0.022773890744110865,140,54,0.38809092321846783,0.6305545880873702,120000,0.8108542297391826,auc,1,0.2411517768345146,326,1 407 | goss,balanced,0.7308125412640738,0.012920880649106608,190,80,0.0749163756862812,0.9594828617245904,40000,1.0,auc,1,0.24117206224087465,292,2 408 | gbdt,,0.7835905273071272,0.019743903176509134,140,48,0.10233023328619029,0.6858886842829913,280000,0.9539859420770809,auc,1,0.2411792532436185,76,1 409 | dart,,0.622888515988773,0.01671486195425476,330,114,0.08718746951663447,0.9350888197599216,20000,0.9986388099723598,auc,1,0.2411888745142969,211,3 410 | goss,balanced,0.6954178625532365,0.013368979631979059,395,52,0.3180210539756264,0.7195615254689819,100000,1.0,auc,1,0.24128043413685166,85,2 411 | gbdt,balanced,0.6312907069349418,0.01823528442366589,130,78,0.23933636985105894,0.6762525572409637,160000,0.7277844072839833,auc,1,0.24128655816534705,457,1 412 | goss,balanced,0.6937015955324347,0.010449708850644245,305,143,0.2704592398012491,0.3921616829905504,60000,1.0,auc,1,0.24130686403653126,201,2 413 | goss,balanced,0.6931890192286967,0.02042945775827627,180,39,0.6204023399529792,0.6079337618651567,180000,1.0,auc,1,0.2413382175485923,468,2 414 | goss,balanced,0.6811775877576841,0.016901115686716775,225,35,0.8092256035083407,0.7981874265227682,60000,1.0,auc,1,0.2413404740056927,299,2 415 | dart,,0.8206327928642101,0.016749683817305024,370,61,0.47252745713899685,0.773295445607013,80000,0.5213230637479787,auc,1,0.241344153749251,42,3 416 | gbdt,balanced,0.7868978779707146,0.014177336145377237,120,37,0.9083056224184118,0.7492117539734411,80000,0.9215331119139554,auc,1,0.2414061823504405,119,1 417 | gbdt,,0.6997189966702505,0.026460704144503903,330,44,0.6196138797146379,0.9471285966539749,20000,0.8838789091057048,auc,1,0.24142396263807164,151,1 418 | dart,,0.8336202608906309,0.02391244059802125,185,35,0.0012396728648083333,0.4952032983077526,80000,0.6024317693309934,auc,1,0.2414523983708431,55,3 419 | gbdt,,0.8921769257168615,0.01268745116711787,385,141,0.02158093136483752,0.27498262411141783,100000,0.8165905064697755,auc,1,0.24153024207588006,95,1 420 | goss,,0.7496158635015109,0.010069221227826752,235,92,0.1461729859737303,0.7863797091928176,20000,1.0,auc,1,0.2415382410186615,145,2 421 | gbdt,,0.9341272550692183,0.012724126612598589,415,135,0.2859814182674148,0.64599896481546,60000,0.7751497282167539,auc,1,0.2415627716144705,120,1 422 | dart,,0.8536451895837122,0.019312347539552403,175,112,0.7926928706035059,0.37338116932867904,200000,0.8951244781172872,auc,1,0.2416328661597148,7,3 423 | gbdt,,0.616195236537187,0.011325427576585355,425,63,0.5173327492851766,0.6759798105414656,40000,0.8451105250452996,auc,1,0.2416408393112113,356,1 424 | goss,balanced,0.7234118535528714,0.010635612438462144,315,73,0.19688633704653904,0.6879776241659509,60000,1.0,auc,1,0.2417729122767751,166,2 425 | goss,,0.8260623434407808,0.02553463683552001,205,43,0.4932058608349047,0.518322555163824,60000,1.0,auc,1,0.2417804380055443,389,2 426 | gbdt,balanced,0.6424273043946565,0.06451760059643673,165,53,0.1258503572007224,0.29758773959364226,40000,0.596901137798509,auc,1,0.2417936551981045,344,1 427 | 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balanced,goss,52,0.006546926286978412,160000,495,0.9795918367346939,0.9183673469387754,0.6444444444444444,1.0,auc,1,0.2340177433948799,160 11 | balanced,gbdt,50,0.012632507993991704,180000,245,0.0,1.0,0.8222222222222222,0.6565656565656566,auc,1,0.23402340654432552,38 12 | ,dart,104,0.00929791343190622,200000,290,0.6530612244897959,0.7346938775510203,0.6,0.8484848484848485,auc,1,0.23413300576906193,406 13 | ,gbdt,53,0.09451185205828212,160000,265,0.6122448979591836,0.42857142857142855,0.7333333333333333,0.893939393939394,auc,1,0.23416379187285208,181 14 | balanced,gbdt,67,0.07828876232228349,220000,210,0.4693877551020408,0.9183673469387754,0.9555555555555555,0.5202020202020202,auc,1,0.23436319999650135,465 15 | ,gbdt,82,0.05891383931113318,80000,185,0.9795918367346939,0.3469387755102041,0.7777777777777778,0.6767676767676768,auc,1,0.23441767679729653,271 16 | balanced,gbdt,133,0.007673526341891829,120000,260,0.9183673469387754,0.32653061224489793,0.9555555555555555,0.8484848484848485,auc,1,0.23451301091834797,19 17 | ,dart,73,0.11159664496056187,40000,480,0.4693877551020408,1.0,0.8222222222222222,0.5353535353535354,auc,1,0.23459125971476413,45 18 | ,gbdt,133,0.005226536265540098,80000,295,0.3061224489795918,0.7551020408163265,0.6,0.6666666666666667,auc,1,0.2347686975883242,378 19 | ,dart,37,0.10755101209788154,280000,290,0.3469387755102041,1.0,0.7777777777777778,0.8484848484848485,auc,1,0.23491315429546566,264 20 | balanced,gbdt,145,0.1455844269527345,240000,270,0.673469387755102,0.5102040816326531,0.7333333333333333,0.6818181818181819,auc,1,0.23505994875832337,54 21 | balanced,dart,93,0.005838803744176648,280000,260,0.26530612244897955,0.5714285714285714,0.6,0.9595959595959596,auc,1,0.23557772618648598,343 22 | balanced,gbdt,51,0.07685658953929919,100000,485,0.3877551020408163,0.6326530612244897,0.8666666666666667,0.6313131313131313,auc,1,0.23562182031301426,164 23 | balanced,dart,101,0.018962368575084928,160000,215,0.836734693877551,0.16326530612244897,0.6444444444444444,0.6565656565656566,auc,1,0.23565578743540538,141 24 | balanced,dart,134,0.07434437865632709,60000,275,0.44897959183673464,0.4081632653061224,0.8222222222222222,0.5303030303030303,auc,1,0.23565710699604303,455 25 | ,gbdt,110,0.043845419886860144,260000,215,0.5918367346938775,0.836734693877551,0.8222222222222222,0.5202020202020202,auc,1,0.23597245647748688,37 26 | balanced,gbdt,141,0.12421023520674607,40000,230,0.04081632653061224,0.44897959183673464,0.6444444444444444,0.9595959595959596,auc,1,0.23622781290687844,403 27 | ,gbdt,78,0.030196332879124828,200000,220,0.5510204081632653,1.0,0.6444444444444444,0.8383838383838385,auc,1,0.23624833099548426,30 28 | ,dart,109,0.07191428439547362,160000,295,0.9795918367346939,0.7142857142857142,0.6,0.8333333333333334,auc,1,0.23624849527475633,58 29 | balanced,dart,47,0.01709975946676697,140000,240,0.3877551020408163,0.9183673469387754,0.6444444444444444,0.7272727272727273,auc,1,0.23631683545193782,222 30 | balanced,dart,133,0.02149894496984163,240000,480,0.5918367346938775,0.8979591836734693,0.8222222222222222,0.9090909090909092,auc,1,0.23631758143682347,328 31 | balanced,dart,57,0.11451879873398406,200000,270,0.6326530612244897,0.6938775510204082,0.9555555555555555,0.994949494949495,auc,1,0.23632208846388347,421 32 | ,goss,73,0.10100717376671212,40000,485,0.36734693877551017,0.8571428571428571,0.8666666666666667,1.0,auc,1,0.23638726948898825,60 33 | balanced,goss,46,0.011349672651536741,240000,250,0.6122448979591836,0.6122448979591836,0.6888888888888889,1.0,auc,1,0.23639946456170913,466 34 | ,gbdt,67,0.08460116899778225,120000,225,0.22448979591836732,0.673469387755102,0.7777777777777778,0.6212121212121212,auc,1,0.2364804668581426,261 35 | ,gbdt,110,0.10026396895331954,160000,200,0.6530612244897959,0.9387755102040816,0.6444444444444444,0.9545454545454546,auc,1,0.23660271502614838,323 36 | ,dart,117,0.11494244934547872,140000,445,0.4897959183673469,0.8571428571428571,0.8666666666666667,0.595959595959596,auc,1,0.23660284818767452,229 37 | balanced,goss,53,0.005055696505862444,40000,470,0.6122448979591836,0.5510204081632653,0.7777777777777778,1.0,auc,1,0.23661730167987605,166 38 | ,gbdt,104,0.01177660130394154,80000,290,0.1020408163265306,0.6122448979591836,0.8666666666666667,0.9696969696969697,auc,1,0.23665798210555788,376 39 | ,goss,117,0.02206189400106402,220000,255,0.14285714285714285,0.3061224489795918,0.6888888888888889,1.0,auc,1,0.23666511844199112,346 40 | balanced,gbdt,142,0.005226536265540098,260000,195,0.3469387755102041,0.36734693877551017,0.6,0.5202020202020202,auc,1,0.2366905792061017,210 41 | balanced,dart,97,0.007422701832211806,160000,470,0.14285714285714285,0.8775510204081632,0.7333333333333333,0.6060606060606061,auc,1,0.23669494241871336,61 42 | balanced,gbdt,70,0.009541378930619003,240000,490,0.32653061224489793,0.16326530612244897,0.7777777777777778,0.696969696969697,auc,1,0.23671041634871437,169 43 | balanced,dart,105,0.010122079930054748,240000,310,0.3877551020408163,0.7959183673469387,0.6,0.6212121212121212,auc,1,0.23673891515799794,163 44 | balanced,gbdt,123,0.022143509726932693,180000,485,0.5918367346938775,0.6530612244897959,0.6888888888888889,0.8787878787878789,auc,1,0.2368514105758398,217 45 | balanced,gbdt,87,0.008200889007454273,100000,355,0.3877551020408163,0.9591836734693877,0.8222222222222222,0.994949494949495,auc,1,0.23687017177332237,189 46 | ,gbdt,100,0.07407036290619914,260000,285,0.4693877551020408,0.6326530612244897,0.8222222222222222,0.7828282828282829,auc,1,0.23689730812994003,63 47 | balanced,gbdt,85,0.02126210003400329,200000,240,0.673469387755102,0.5714285714285714,0.9555555555555555,0.5050505050505051,auc,1,0.23690183337910364,400 48 | balanced,gbdt,109,0.02867496609994534,260000,465,0.8775510204081632,0.3469387755102041,0.8666666666666667,0.8686868686868687,auc,1,0.23691447559421164,51 49 | balanced,gbdt,92,0.021899563889224465,260000,365,0.061224489795918366,0.673469387755102,0.7777777777777778,0.8181818181818182,auc,1,0.23697546525515822,24 50 | ,goss,105,0.02473753188230597,160000,480,0.4897959183673469,0.22448979591836732,0.8666666666666667,1.0,auc,1,0.23701441766474263,59 51 | balanced,gbdt,67,0.005245871303187837,140000,495,0.9591836734693877,0.26530612244897955,0.6888888888888889,0.5909090909090909,auc,1,0.2370354583072103,339 52 | balanced,gbdt,144,0.10636616732547971,100000,225,0.08163265306122448,0.22448979591836732,0.7333333333333333,0.8484848484848485,auc,1,0.23704043770726235,252 53 | balanced,gbdt,85,0.014481886418058792,260000,485,0.44897959183673464,0.44897959183673464,0.9555555555555555,0.6212121212121212,auc,1,0.23708334767739947,186 54 | balanced,gbdt,62,0.008960842867215223,260000,180,0.4897959183673469,0.7755102040816326,0.6888888888888889,0.601010101010101,auc,1,0.23709322826262835,434 55 | balanced,dart,43,0.008635991879143561,40000,195,0.9795918367346939,0.04081632653061224,0.6888888888888889,0.5404040404040404,auc,1,0.23709753652858956,270 56 | ,dart,43,0.0271298853416841,60000,230,0.4693877551020408,0.32653061224489793,0.7777777777777778,0.9040404040404041,auc,1,0.2371237001052171,282 57 | balanced,gbdt,135,0.052155057104807535,80000,470,0.7959183673469387,0.24489795918367346,0.8666666666666667,0.5050505050505051,auc,1,0.2371550519352379,228 58 | balanced,goss,66,0.008894909515131234,160000,160,0.9183673469387754,0.673469387755102,0.6888888888888889,1.0,auc,1,0.23717646486929822,290 59 | ,gbdt,78,0.021899563889224465,20000,475,0.1020408163265306,0.7142857142857142,0.8222222222222222,0.6565656565656566,auc,1,0.23718400629711045,259 60 | ,gbdt,36,0.008572448761425775,20000,215,0.8775510204081632,0.9591836734693877,0.8222222222222222,0.51010101010101,auc,1,0.2371900498680103,15 61 | balanced,dart,38,0.02975360202281891,160000,475,0.9183673469387754,0.4693877551020408,0.9111111111111111,0.5454545454545454,auc,1,0.23721906898843548,251 62 | balanced,gbdt,140,0.020116443522038775,100000,300,0.42857142857142855,0.36734693877551017,0.8666666666666667,0.696969696969697,auc,1,0.2372889384206157,234 63 | balanced,dart,74,0.11622282790624151,80000,360,0.12244897959183673,0.5510204081632653,0.9111111111111111,0.9545454545454546,auc,1,0.23730357133045232,136 64 | ,goss,106,0.009683353769868812,180000,480,0.8571428571428571,0.7959183673469387,0.6888888888888889,1.0,auc,1,0.23731232242560074,152 65 | ,dart,139,0.1362225405289103,240000,230,1.0,0.6938775510204082,0.6,0.5252525252525253,auc,1,0.23732725782235653,312 66 | ,dart,134,0.02634017457899043,40000,180,0.9387755102040816,0.6326530612244897,0.7333333333333333,0.6060606060606061,auc,1,0.2373380461486827,28 67 | balanced,gbdt,135,0.005112013431877946,180000,225,0.9183673469387754,0.7959183673469387,0.8222222222222222,0.9696969696969697,auc,1,0.23735471965377786,57 68 | balanced,dart,128,0.014269556728872437,240000,350,0.04081632653061224,0.9183673469387754,0.6,0.5303030303030303,auc,1,0.23737591952939652,83 69 | ,dart,136,0.185077258978149,200000,395,0.12244897959183673,0.26530612244897955,0.9555555555555555,0.6818181818181819,auc,1,0.23737640732109178,351 70 | ,dart,34,0.17317576433031381,40000,290,0.16326530612244897,0.2857142857142857,0.8666666666666667,0.6868686868686869,auc,1,0.23738851436703523,239 71 | ,gbdt,35,0.09698664119932507,260000,265,0.5306122448979591,0.9183673469387754,1.0,0.8282828282828283,auc,1,0.23742288349706508,499 72 | ,gbdt,118,0.009195482186405599,160000,240,0.04081632653061224,0.22448979591836732,1.0,0.8787878787878789,auc,1,0.23747652320245682,342 73 | ,gbdt,118,0.048981732603349946,280000,230,0.8979591836734693,0.836734693877551,0.8666666666666667,0.5,auc,1,0.23747912195476406,3 74 | balanced,dart,134,0.029534676778061552,280000,220,0.3469387755102041,0.9183673469387754,0.7333333333333333,0.6212121212121212,auc,1,0.23752193941268307,436 75 | balanced,gbdt,104,0.04148291614861856,20000,480,0.18367346938775508,0.5510204081632653,0.9555555555555555,0.7777777777777778,auc,1,0.23752857478143852,81 76 | balanced,dart,59,0.005544630207207856,60000,475,0.9795918367346939,0.2857142857142857,0.7777777777777778,0.6666666666666667,auc,1,0.23752895772595317,49 77 | balanced,dart,56,0.01475174699473203,220000,210,0.5510204081632653,0.5306122448979591,0.8222222222222222,0.8838383838383839,auc,1,0.23754534892861323,138 78 | balanced,goss,102,0.10213232309588141,40000,255,0.2040816326530612,0.8979591836734693,0.6,1.0,auc,1,0.2375891153376175,301 79 | balanced,gbdt,112,0.032034121820294637,180000,470,0.18367346938775508,0.5510204081632653,0.7333333333333333,0.5707070707070707,auc,1,0.23761090000259033,432 80 | ,goss,48,0.005544630207207856,60000,480,0.4693877551020408,0.18367346938775508,0.9555555555555555,1.0,auc,1,0.23761344296722675,358 81 | ,dart,61,0.028887518755219454,180000,470,0.7959183673469387,0.12244897959183673,0.9555555555555555,0.7373737373737375,auc,1,0.23763580008659146,75 82 | ,dart,50,0.014112354956756064,220000,205,0.9387755102040816,0.836734693877551,0.7777777777777778,0.6060606060606061,auc,1,0.23766592374683237,135 83 | balanced,gbdt,33,0.08975010855334152,180000,280,0.4897959183673469,0.061224489795918366,0.9111111111111111,0.7878787878787878,auc,1,0.23767550352718247,302 84 | balanced,gbdt,31,0.02614636513157514,40000,390,0.36734693877551017,0.5102040816326531,0.6444444444444444,0.9242424242424243,auc,1,0.2378072762485477,46 85 | ,dart,112,0.10715460457131845,20000,295,0.4693877551020408,0.4693877551020408,0.8222222222222222,0.8535353535353536,auc,1,0.2378413546659407,368 86 | ,gbdt,82,0.008667939849965027,240000,220,0.0,0.04081632653061224,0.8666666666666667,0.5252525252525253,auc,1,0.2378974529536123,213 87 | balanced,dart,41,0.008604161660966584,120000,270,0.2857142857142857,0.673469387755102,0.8666666666666667,0.5404040404040404,auc,1,0.23790017141112307,305 88 | balanced,gbdt,71,0.005037062407420691,60000,305,0.9387755102040816,0.36734693877551017,0.6888888888888889,0.7525252525252526,auc,1,0.23794741459748603,472 89 | balanced,gbdt,91,0.014060340162908316,180000,150,0.3061224489795918,0.8979591836734693,0.6444444444444444,0.9595959595959596,auc,1,0.23798079440746256,99 90 | ,gbdt,97,0.036996079612148326,120000,475,0.4081632653061224,0.7551020408163265,0.7333333333333333,0.5454545454545454,auc,1,0.23800977596232042,288 91 | ,dart,81,0.07974762271777591,220000,290,0.42857142857142855,0.673469387755102,1.0,0.7171717171717171,auc,1,0.23810089068520823,39 92 | balanced,gbdt,136,0.00726005705102873,180000,230,0.673469387755102,0.4693877551020408,0.8666666666666667,0.8131313131313131,auc,1,0.23816522003722684,94 93 | balanced,dart,138,0.021980579091407017,260000,310,0.9795918367346939,0.8979591836734693,0.8222222222222222,0.6767676767676768,auc,1,0.23817188231862763,41 94 | ,goss,81,0.04336239313022275,220000,490,0.8775510204081632,0.7959183673469387,0.8666666666666667,1.0,auc,1,0.23819478077463785,310 95 | ,gbdt,40,0.05719894474413977,140000,485,0.6326530612244897,0.5714285714285714,0.6444444444444444,0.5555555555555556,auc,1,0.23821542950170904,454 96 | balanced,dart,43,0.009263643527850038,100000,220,0.673469387755102,0.6938775510204082,0.7333333333333333,0.8636363636363636,auc,1,0.23827492747322443,348 97 | balanced,gbdt,102,0.033983761038311154,160000,410,0.836734693877551,0.8775510204081632,0.7777777777777778,0.9848484848484849,auc,1,0.23838136614418393,211 98 | balanced,gbdt,68,0.009127822372082045,140000,145,0.14285714285714285,0.8571428571428571,0.6444444444444444,0.5050505050505051,auc,1,0.23839105637851543,14 99 | balanced,goss,116,0.020796209084091227,140000,455,0.04081632653061224,0.3469387755102041,1.0,1.0,auc,1,0.23840161454565678,336 100 | ,dart,96,0.03810526748634296,160000,395,0.061224489795918366,0.836734693877551,0.7333333333333333,0.7626262626262627,auc,1,0.2384034123664278,457 101 | ,gbdt,148,0.033983761038311154,20000,355,0.673469387755102,0.4693877551020408,0.7333333333333333,0.9191919191919192,auc,1,0.23841403753484203,476 102 | balanced,goss,114,0.005668844818808548,280000,215,0.061224489795918366,0.7551020408163265,0.6444444444444444,1.0,auc,1,0.23851795707006962,446 103 | ,goss,64,0.10213232309588141,140000,465,0.12244897959183673,0.24489795918367346,0.9111111111111111,1.0,auc,1,0.2385339591607336,4 104 | ,dart,39,0.005018496989847007,40000,280,0.02040816326530612,0.836734693877551,0.6444444444444444,0.5404040404040404,auc,1,0.23857209914483946,381 105 | ,dart,57,0.022143509726932693,140000,195,0.42857142857142855,0.8775510204081632,0.8222222222222222,0.7171717171717171,auc,1,0.23866991259333503,34 106 | ,gbdt,69,0.020415774347916988,20000,220,0.8163265306122448,0.6326530612244897,0.7777777777777778,0.6262626262626263,auc,1,0.23870313036675994,220 107 | ,gbdt,149,0.030645651529774956,60000,350,0.673469387755102,0.9387755102040816,0.7777777777777778,0.8131313131313131,auc,1,0.23871253409355575,198 108 | ,goss,32,0.013253702234594397,100000,150,1.0,0.16326530612244897,0.8222222222222222,1.0,auc,1,0.23873297172456565,248 109 | balanced,gbdt,148,0.026049995829899114,20000,365,0.3877551020408163,0.6122448979591836,0.7777777777777778,0.9090909090909092,auc,1,0.23875357755960847,249 110 | balanced,dart,78,0.09008212992267725,20000,485,0.36734693877551017,0.7142857142857142,0.6444444444444444,0.601010101010101,auc,1,0.23876432804002723,23 111 | balanced,dart,148,0.005668844818808548,280000,250,0.7551020408163265,0.4081632653061224,0.6888888888888889,0.5454545454545454,auc,1,0.2387704487044422,318 112 | ,gbdt,136,0.020415774347916988,60000,415,0.1020408163265306,0.3061224489795918,0.6,0.5707070707070707,auc,1,0.23879321287756627,212 113 | balanced,gbdt,69,0.02173842819275145,20000,330,0.5714285714285714,0.4897959183673469,0.7777777777777778,0.7171717171717171,auc,1,0.23883883401637251,202 114 | balanced,gbdt,107,0.02733098511444611,20000,400,1.0,0.9795918367346939,0.8222222222222222,0.5858585858585859,auc,1,0.23885800563169524,62 115 | balanced,gbdt,98,0.03323911555708387,140000,150,0.4081632653061224,0.3877551020408163,0.8222222222222222,0.9696969696969697,auc,1,0.2388626892729897,149 116 | ,dart,96,0.13176983516071486,60000,380,0.1020408163265306,0.4897959183673469,0.7777777777777778,0.8383838383838385,auc,1,0.23888467438110172,364 117 | ,goss,143,0.005443199705065208,220000,175,0.04081632653061224,0.6530612244897959,0.6888888888888889,1.0,auc,1,0.23892871552335948,232 118 | balanced,gbdt,64,0.023232400445675372,160000,185,0.24489795918367346,0.02040816326530612,0.7777777777777778,0.893939393939394,auc,1,0.23894902616032476,44 119 | ,goss,128,0.014481886418058792,60000,155,0.9795918367346939,0.673469387755102,0.8222222222222222,1.0,auc,1,0.23897780699170335,275 120 | ,goss,113,0.05120096036007925,240000,420,0.9183673469387754,0.18367346938775508,0.6,1.0,auc,1,0.23898939568888578,347 121 | balanced,dart,86,0.02206189400106402,120000,325,0.8571428571428571,0.3877551020408163,0.8222222222222222,0.9848484848484849,auc,1,0.23899833741527132,209 122 | balanced,dart,97,0.019530883658574666,80000,410,0.7959183673469387,0.6530612244897959,0.7777777777777778,0.5555555555555556,auc,1,0.23902656569640235,197 123 | ,gbdt,91,0.009863796797595439,260000,150,0.1020408163265306,0.3061224489795918,0.7777777777777778,0.7121212121212122,auc,1,0.23903709835259845,474 124 | balanced,gbdt,52,0.006693595023309685,60000,290,0.4081632653061224,0.7959183673469387,0.9111111111111111,0.6717171717171717,auc,1,0.2390642487262189,92 125 | ,goss,63,0.007759004062869183,180000,400,0.36734693877551017,0.8163265306122448,0.7777777777777778,1.0,auc,1,0.23910347390667652,162 126 | ,dart,135,0.034235665037768974,260000,355,0.04081632653061224,0.836734693877551,0.6444444444444444,0.5555555555555556,auc,1,0.23911127520971953,296 127 | balanced,dart,101,0.18783119153687952,200000,260,0.673469387755102,0.18367346938775508,1.0,0.5858585858585859,auc,1,0.23918465506006514,33 128 | balanced,dart,39,0.02576301385940817,20000,385,0.32653061224489793,0.9591836734693877,0.6,0.595959595959596,auc,1,0.2392281408486745,335 129 | ,gbdt,77,0.008572448761425775,40000,350,0.2040816326530612,0.061224489795918366,0.8666666666666667,0.6262626262626263,auc,1,0.23925869202749883,380 130 | ,gbdt,51,0.007932826597476558,100000,380,0.9387755102040816,0.24489795918367346,0.6,0.8585858585858586,auc,1,0.23926275079081116,399 131 | ,dart,129,0.05371872972971951,40000,205,0.3061224489795918,0.42857142857142855,0.6444444444444444,0.994949494949495,auc,1,0.23926419678481348,151 132 | ,goss,62,0.010817719303025709,240000,450,0.36734693877551017,0.14285714285714285,0.7333333333333333,1.0,auc,1,0.23927227618519087,437 133 | ,goss,63,0.0653310906134197,60000,445,0.7959183673469387,0.16326530612244897,0.9111111111111111,1.0,auc,1,0.23933682111871157,372 134 | ,goss,139,0.07138514334220704,40000,270,0.4081632653061224,0.8571428571428571,0.8666666666666667,1.0,auc,1,0.2393439709114673,363 135 | balanced,dart,75,0.0255734511264479,240000,340,0.5102040816326531,0.1020408163265306,0.8222222222222222,0.898989898989899,auc,1,0.2393607865489702,187 136 | balanced,dart,81,0.00540314896341784,180000,145,0.8571428571428571,0.5510204081632653,0.8666666666666667,0.6060606060606061,auc,1,0.23937106465639668,349 137 | balanced,dart,123,0.022225427381851903,200000,405,0.4693877551020408,0.5102040816326531,0.8666666666666667,0.7878787878787878,auc,1,0.23938090599401796,431 138 | ,dart,36,0.012401415643146391,200000,470,0.3877551020408163,0.8979591836734693,1.0,0.5151515151515151,auc,1,0.23939682706640608,16 139 | balanced,goss,41,0.022891772973308803,40000,250,0.061224489795918366,1.0,0.6,1.0,auc,1,0.23940229846325445,12 140 | ,goss,75,0.03215262878550817,220000,440,0.3469387755102041,0.16326530612244897,0.6888888888888889,1.0,auc,1,0.23940857135231886,158 141 | ,gbdt,47,0.039979065841380605,20000,450,0.6326530612244897,1.0,0.8222222222222222,0.9595959595959596,auc,1,0.2394190064501761,375 142 | balanced,gbdt,44,0.015941177296637712,120000,370,0.8571428571428571,0.5918367346938775,0.7333333333333333,0.6515151515151515,auc,1,0.23942146699483646,350 143 | balanced,dart,43,0.07325436052214492,80000,275,0.04081632653061224,0.6938775510204082,0.9555555555555555,0.6616161616161617,auc,1,0.2394507207598876,263 144 | ,gbdt,40,0.09591817970764478,280000,375,0.061224489795918366,0.2040816326530612,0.6,0.7676767676767677,auc,1,0.23948604697086406,324 145 | ,dart,103,0.07244734769700005,80000,355,0.5510204081632653,0.02040816326530612,0.6,0.5757575757575758,auc,1,0.23948666736340507,134 146 | balanced,dart,110,0.036859720835735944,220000,195,0.3061224489795918,0.6122448979591836,0.7777777777777778,0.7575757575757576,auc,1,0.2394963547943364,199 147 | ,gbdt,90,0.04549470675187697,140000,195,0.14285714285714285,0.02040816326530612,0.7777777777777778,0.9292929292929293,auc,1,0.23950362597433583,308 148 | ,gbdt,139,0.04880119755222093,260000,430,0.5306122448979591,0.24489795918367346,0.6888888888888889,0.7070707070707071,auc,1,0.23952322426722195,128 149 | balanced,dart,88,0.03658850918884146,280000,265,0.6938775510204082,0.6122448979591836,0.9555555555555555,0.5202020202020202,auc,1,0.23955050303658743,495 150 | balanced,gbdt,68,0.06930722759417562,200000,180,0.7346938775510203,0.04081632653061224,0.8222222222222222,0.8383838383838385,auc,1,0.23955335129154354,341 151 | ,gbdt,72,0.006868866546589226,280000,320,0.7551020408163265,0.18367346938775508,0.9111111111111111,0.7121212121212122,auc,1,0.23957492962623617,182 152 | ,gbdt,138,0.014806319577609457,140000,410,0.8163265306122448,0.16326530612244897,0.7777777777777778,0.7676767676767677,auc,1,0.23958216576372882,316 153 | balanced,gbdt,53,0.17190154729390325,20000,490,0.6122448979591836,0.2040816326530612,0.6444444444444444,0.5757575757575758,auc,1,0.23960463614047545,377 154 | ,dart,97,0.14292118324159045,160000,225,0.22448979591836732,0.3061224489795918,0.6888888888888889,0.6313131313131313,auc,1,0.23960967160853852,114 155 | balanced,dart,87,0.008384610951889282,280000,445,0.8979591836734693,0.7755102040816326,0.6888888888888889,0.9545454545454546,auc,1,0.23962341219598104,423 156 | balanced,dart,68,0.03824623403550541,180000,160,0.04081632653061224,0.061224489795918366,0.6,0.6818181818181819,auc,1,0.23968533931407066,416 157 | ,gbdt,67,0.12375242573427632,40000,480,0.6938775510204082,0.061224489795918366,0.9555555555555555,0.7373737373737375,auc,1,0.23968942499002832,470 158 | balanced,dart,58,0.1392742913816653,80000,430,0.2040816326530612,0.0,0.8222222222222222,0.9090909090909092,auc,1,0.23971041180720554,462 159 | ,dart,86,0.009506211670468586,200000,390,0.5102040816326531,0.5918367346938775,0.8666666666666667,0.5303030303030303,auc,1,0.23971458747232066,95 160 | ,gbdt,112,0.008829461296754142,180000,485,0.6530612244897959,0.24489795918367346,1.0,0.8636363636363636,auc,1,0.23974026942473436,274 161 | ,gbdt,49,0.15790486901843698,260000,340,0.2040816326530612,0.3877551020408163,0.8666666666666667,0.6464646464646464,auc,1,0.23975945701944024,188 162 | balanced,goss,119,0.031798416645683614,160000,415,0.8979591836734693,0.14285714285714285,0.8222222222222222,1.0,auc,1,0.2397651633412543,393 163 | balanced,gbdt,90,0.006217075765108202,200000,405,0.7346938775510203,0.7755102040816326,0.7777777777777778,0.9545454545454546,auc,1,0.23977883468470318,362 164 | ,dart,88,0.061583063540367876,40000,355,0.4897959183673469,0.8979591836734693,0.6444444444444444,0.9848484848484849,auc,1,0.23977893728916322,140 165 | ,gbdt,139,0.19926284742685216,100000,260,0.673469387755102,0.0,0.6444444444444444,0.8787878787878789,auc,1,0.23978050803448991,374 166 | balanced,gbdt,56,0.036185428799389435,240000,425,0.08163265306122448,0.3469387755102041,0.6,0.7121212121212122,auc,1,0.23979953723706493,154 167 | balanced,goss,64,0.1466635688219004,180000,490,0.7959183673469387,0.2040816326530612,0.7777777777777778,1.0,auc,1,0.2398034149007019,112 168 | balanced,gbdt,70,0.015941177296637712,160000,410,0.7346938775510203,0.4693877551020408,0.6888888888888889,0.9696969696969697,auc,1,0.23984340933426973,387 169 | balanced,dart,137,0.01827493947281459,60000,445,0.26530612244897955,0.7755102040816326,0.8222222222222222,0.8282828282828283,auc,1,0.2398446481569716,353 170 | balanced,goss,76,0.055533968216953146,80000,460,0.6122448979591836,1.0,0.8222222222222222,1.0,auc,1,0.23988324173128606,0 171 | balanced,dart,140,0.018410402123280545,180000,320,0.26530612244897955,0.44897959183673464,0.8222222222222222,0.8333333333333334,auc,1,0.2398844990564315,352 172 | balanced,gbdt,98,0.013752252757425896,200000,410,0.5714285714285714,0.8571428571428571,0.6888888888888889,0.7575757575757576,auc,1,0.23989104780010995,365 173 | ,gbdt,42,0.11409670959818123,200000,425,0.7755102040816326,0.5918367346938775,0.8666666666666667,0.9595959595959596,auc,1,0.23991437741912436,490 174 | ,dart,122,0.017940627495625486,180000,405,0.7551020408163265,0.5306122448979591,0.8222222222222222,0.7828282828282829,auc,1,0.23991559661802242,388 175 | balanced,gbdt,89,0.04862132791047936,160000,410,0.3877551020408163,0.9795918367346939,0.6888888888888889,0.7222222222222222,auc,1,0.23993833612122173,191 176 | ,goss,138,0.053126932824615544,140000,450,0.673469387755102,0.673469387755102,0.6444444444444444,1.0,auc,1,0.2399586770349127,130 177 | ,dart,43,0.02206189400106402,240000,385,0.7551020408163265,0.22448979591836732,0.6,0.6111111111111112,auc,1,0.23998057019148678,67 178 | balanced,goss,88,0.0648503883108266,100000,435,0.22448979591836732,0.6326530612244897,0.6444444444444444,1.0,auc,1,0.24000674890647755,157 179 | balanced,dart,81,0.11970733093385101,180000,425,0.9591836734693877,0.8775510204081632,0.6444444444444444,0.8787878787878789,auc,1,0.24000879006241616,185 180 | ,dart,77,0.00847800965849652,20000,150,0.9183673469387754,0.7959183673469387,0.8666666666666667,0.51010101010101,auc,1,0.2400285969283027,451 181 | balanced,gbdt,119,0.014643204512415313,280000,350,0.7755102040816326,0.673469387755102,0.8222222222222222,0.696969696969697,auc,1,0.2400509829226931,116 182 | balanced,dart,134,0.04651391039898864,20000,310,0.6122448979591836,0.02040816326530612,1.0,0.9797979797979799,auc,1,0.2400672188169628,361 183 | ,gbdt,54,0.030085036356717453,220000,385,0.2857142857142857,0.5918367346938775,0.7777777777777778,0.6363636363636364,auc,1,0.24008913832550183,327 184 | 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balanced,goss,49,0.005544630207207856,240000,295,0.4081632653061224,0.3877551020408163,0.7777777777777778,1.0,auc,1,0.24160693582601245,438 251 | balanced,dart,72,0.15330849225623966,140000,225,0.04081632653061224,0.18367346938775508,0.9555555555555555,0.8080808080808082,auc,1,0.24161282380818183,18 252 | balanced,dart,87,0.12329630363895973,260000,365,0.2040816326530612,0.5918367346938775,0.6,0.8131313131313131,auc,1,0.24162966523696983,458 253 | ,goss,93,0.08876136893232202,140000,210,0.26530612244897955,0.9183673469387754,0.7777777777777778,1.0,auc,1,0.24164699557881297,492 254 | ,goss,81,0.0255734511264479,120000,365,0.18367346938775508,0.2857142857142857,0.6,1.0,auc,1,0.24168106194158356,17 255 | ,goss,98,0.029863672437724486,20000,255,0.5714285714285714,0.8163265306122448,0.6444444444444444,1.0,auc,1,0.24169772086899588,255 256 | ,goss,130,0.007874457328332661,120000,335,0.2040816326530612,0.2040816326530612,0.6,1.0,auc,1,0.2417686875521503,55 257 | 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balanced,dart,132,0.00581728329815602,220000,20,0.5714285714285714,0.26530612244897955,0.6888888888888889,0.5656565656565656,auc,1,0.2724658655145962,484 479 | ,gbdt,66,0.10213232309588141,220000,55,0.6938775510204082,0.6530612244897959,0.7777777777777778,0.9393939393939394,auc,1,0.2727362868578489,452 480 | ,gbdt,115,0.008993992591122319,180000,25,0.6122448979591836,0.36734693877551017,0.7777777777777778,0.8383838383838385,auc,1,0.2742148375917175,32 481 | balanced,goss,125,0.012401415643146391,220000,60,0.04081632653061224,0.836734693877551,1.0,1.0,auc,1,0.27422660822959544,272 482 | ,goss,87,0.020415774347916988,220000,40,0.4693877551020408,0.2857142857142857,0.8666666666666667,1.0,auc,1,0.2745243030157525,417 483 | balanced,dart,117,0.025858321500565308,140000,35,0.14285714285714285,0.16326530612244897,0.7333333333333333,0.6212121212121212,auc,1,0.2748537165970619,429 484 | balanced,dart,144,0.014916071147326697,60000,25,0.04081632653061224,0.3877551020408163,0.7333333333333333,0.8282828282828283,auc,1,0.2758721348265216,295 485 | balanced,goss,103,0.014112354956756064,240000,40,0.18367346938775508,0.3469387755102041,0.8666666666666667,1.0,auc,1,0.2761155608242043,123 486 | balanced,dart,92,0.027432093305280215,80000,45,0.36734693877551017,0.7755102040816326,0.9111111111111111,0.7272727272727273,auc,1,0.2763577129566782,246 487 | ,dart,122,0.025858321500565308,160000,20,0.7959183673469387,0.8775510204081632,0.8666666666666667,0.51010101010101,auc,1,0.27891504137651,340 488 | ,goss,117,0.02846397739454339,260000,30,0.44897959183673464,0.2857142857142857,0.8666666666666667,1.0,auc,1,0.2809387391380843,98 489 | balanced,gbdt,53,0.15387564138118423,120000,55,0.16326530612244897,0.7551020408163265,0.7777777777777778,0.5151515151515151,auc,1,0.2813046342117359,410 490 | ,goss,143,0.19706765150537875,60000,45,0.8571428571428571,0.061224489795918366,0.9555555555555555,1.0,auc,1,0.2814312722246587,392 491 | ,gbdt,52,0.08681644729140979,60000,30,0.08163265306122448,0.6122448979591836,0.7777777777777778,0.7121212121212122,auc,1,0.283401636131841,159 492 | balanced,dart,90,0.09989441973977974,20000,35,0.24489795918367346,0.04081632653061224,0.6888888888888889,0.5151515151515151,auc,1,0.2840452582105716,322 493 | balanced,goss,147,0.043845419886860144,120000,20,0.7346938775510203,0.7755102040816326,0.7777777777777778,1.0,auc,1,0.2851586374284698,226 494 | ,goss,118,0.009900286907439045,60000,20,0.36734693877551017,0.5714285714285714,0.9555555555555555,1.0,auc,1,0.28653348504963316,418 495 | ,goss,96,0.06557277631737372,40000,50,0.0,0.4081632653061224,1.0,1.0,auc,1,0.2871985394058877,108 496 | ,goss,115,0.055945612728102,200000,25,0.3877551020408163,0.4081632653061224,0.8222222222222222,1.0,auc,1,0.28895478266300845,13 497 | balanced,gbdt,116,0.19489663914444297,140000,30,0.3061224489795918,0.7551020408163265,0.6,0.9343434343434344,auc,1,0.2906212313185592,489 498 | balanced,dart,63,0.1899234997489961,200000,25,0.12244897959183673,0.5102040816326531,0.8666666666666667,0.9393939393939394,auc,1,0.2937419748454233,439 499 | balanced,dart,71,0.09041537957119246,200000,30,0.1020408163265306,0.26530612244897955,1.0,0.6616161616161617,auc,1,0.2953436655090118,453 500 | balanced,gbdt,70,0.11200948536232092,60000,30,0.24489795918367346,0.08163265306122448,0.7333333333333333,0.9646464646464648,auc,1,0.2975674798135536,241 501 | balanced,gbdt,144,0.07600989245515277,140000,20,0.3877551020408163,0.5918367346938775,0.8666666666666667,0.9141414141414141,auc,1,0.302571123393245,299 502 | --------------------------------------------------------------------------------