data/lite/full-imputed/tabarena_leaderboard.csv

method,time_train_s,time_infer_s,time_train_s_per_1K,time_infer_s_per_1K,normalized-error,normalized-error-task,imputed,champ_delta,loss_rescaled,time_train_s_rescaled,time_infer_s_rescaled,rank,median_metric_error,median_time_train_s,median_time_infer_s,median_time_train_s_per_1K,median_time_infer_s_per_1K,median_normalized-error,median_normalized-error-task,median_imputed,median_champ_delta,median_loss_rescaled,median_time_train_s_rescaled,median_time_infer_s_rescaled,median_rank,rank=1_count,rank=2_count,rank=3_count,rank>3_count,elo,elo+,elo-,winrate,mrr
AutoGluon 1.3 (4h),8355.364120885437,32.82596967734543,2898.240203433117,4.500812758268476,0.3819328741735569,0.3770688966591946,0.0,0.06390622359293244,0.041217519495144274,41965.2048341603,616.5290381859439,7.598039215686274,0.20731,7964.962425470352,4.336968660354614,1453.2679445956664,3.1473262800156863,0.32575782629688715,0.3195055666666006,0.0,0.036220438279793044,0.016044582675404963,27194.492186888157,175.7696866507318,6.0,7,7,3,34,1542.2,32.0,33.0,0.8500445632798574,0.31160926120777893
REALMLP (tuned + ensemble),82067.04150357434,46.620822546528835,8632.9301863134,17.370629146496764,0.4634803896199485,0.45924468792998446,0.0,0.08266241385217407,0.05360332482663363,176783.27502952865,866.0711810995012,10.029411764705882,0.20693,31275.486653327942,20.346505880355835,6559.124623720848,8.595013673531266,0.4233707478718706,0.4266057238194146,0.0,0.041676367869615816,0.02894053041859053,137543.59089717592,754.0990720578875,8.0,3,3,4,41,1468.6,28.5,19.5,0.7947860962566845,0.2059245232356837
GBM (tuned + ensemble),3051.8140357896395,23.19597311113395,765.6312795719994,3.893554958066526,0.5482943614672702,0.5802324566147745,0.0,0.10195425970004891,0.07582209751094779,11175.64311228686,518.7842315699711,11.92156862745098,0.2094,1670.2684843540192,3.933397054672241,416.5640684155986,2.2357814013957977,0.5661942244497019,0.5969263542300586,0.0,0.056825533415868046,0.03541199658807983,9062.280137688022,129.84563236620332,12.0,0,0,5,46,1425.1,26.5,24.7,0.7517825311942959,0.12037470444670732
TABM_GPU (tuned + ensemble),36745.76943855192,8.411393100140142,5149.522818881001,3.299204733305397,0.49791774396870153,0.5366251533007463,0.0,0.08910568804791694,0.08145841683955529,79103.63593427226,131.94770411319155,12.176470588235293,0.20702,8818.62617468834,3.054008960723877,3133.9115732644937,1.2727714166408632,0.4651893659350262,0.5236377793041334,0.0,0.048678737735947,0.03776447060427699,49987.707956643724,112.26280083003438,10.0,2,0,4,45,1417.3,31.4,25.3,0.7459893048128342,0.16063806759656885
CAT (tuned + ensemble),19506.186602929058,3.204344211840162,4009.454268521621,1.0312463789689519,0.5665168479793786,0.5765483867503225,0.0,0.0952275764012927,0.06667748555681205,53079.26276755286,76.04544084479011,13.068627450980392,0.20994,7158.277770042419,1.5355591773986816,1665.5315644683697,0.5594151152585728,0.5695869531891277,0.5656478386606927,0.0,0.04848406576376174,0.03278210845362601,22918.764355268395,47.71552750484114,11.0,0,0,5,46,1398.0,28.5,22.7,0.7257130124777184,0.11706898907023527
MNCA_GPU (tuned + ensemble),50606.46933756155,274.8289722134085,6200.95174646742,33.492227920869496,0.5559334685448146,0.5359099538014397,0.0,0.09840471071491197,0.08190173524814136,106030.16699977385,1982.0660894780217,13.72549019607843,0.2069,14787.927460432053,13.568246603012085,4618.502341732761,7.737494511886756,0.5384753932635177,0.49725904468662846,0.0,0.05042203805715495,0.026551744085150493,92410.46095689958,607.7040280210158,12.0,5,3,2,41,1382.0,25.1,20.9,0.7107843137254902,0.2206650694868955
CAT (tuned),19506.186602929058,0.4801775754666796,4009.454268521621,0.12298834764615349,0.5837954660770609,0.6105658884215094,0.0,0.09997676304978957,0.07166766279017629,53079.26276755286,9.224590724231657,14.107843137254902,0.2099,7158.277770042419,0.14083647727966309,1665.5315644683697,0.06528969211261772,0.5845247966032667,0.6121904865449591,0.0,0.052825231831448494,0.039234174928719376,22918.764355268395,4.080719588963731,14.0,0,3,0,48,1375.8,21.9,25.2,0.7020944741532977,0.11684766359499667
XGB (tuned + ensemble),5938.998393348619,7.841493718764362,1213.0777679819278,3.1002279660820715,0.6385613101625683,0.6367323927592745,0.0,0.10771210097547056,0.08419601774905479,13936.971832341356,215.6442792684636,14.186274509803921,0.20933,2063.2708826065063,2.946662425994873,700.9607998746845,1.4386570273653,0.671301017368657,0.6269820382919887,0.0,0.06457358707058436,0.04050001929889269,11430.712273277264,98.30128646762262,13.0,1,2,1,47,1372.9,21.9,22.3,0.7003119429590018,0.12270752448323713
GBM (tuned),3051.8140357896395,3.3178744736839745,765.6312795719994,0.6787985114862476,0.6366067117608026,0.6570773231970207,0.0,0.11117221268454557,0.09077971360559027,11175.64311228686,83.45556234970765,14.941176470588236,0.20979,1670.2684843540192,0.7316880226135254,416.5640684155986,0.3811195826851199,0.6296869528283883,0.6894469650860278,0.0,0.05983857821112848,0.04176567096628159,9062.280137688022,21.854692683376335,13.0,0,1,0,50,1355.3,28.8,20.5,0.6831550802139037,0.09660409682118858
TABM_GPU (tuned),36745.76943855192,0.9327322455013499,5149.522818881001,0.3522030333025916,0.5874385027995309,0.6143195596137613,0.0,0.09841965478146567,0.09572048915752591,79103.63593427226,14.22083187601248,15.068627450980392,0.20774,8818.62617468834,0.25295114517211914,3133.9115732644937,0.13006170213303378,0.559085035183601,0.6325459317585411,0.0,0.04950878682353699,0.05438833715883013,49987.707956643724,9.039602142310635,14.0,0,2,4,45,1353.7,27.0,26.1,0.6802584670231729,0.12038975799158216
CAT (default),186.54889291408014,0.4368261870215921,85.73305725415607,0.1697456044717195,0.6279909747535407,0.661300443911613,0.0,0.10765800375861413,0.07724638069569476,425.6698111187737,11.747370317227338,15.176470588235293,0.20726,25.447056531906128,0.4332277774810791,6.700347814449044,0.08827101352602937,0.6534673037587888,0.6999391357273155,0.0,0.06252446837171821,0.03385856499128612,120.27803545982526,7.036160265837067,15.0,1,1,0,49,1354.2,23.8,25.1,0.6778074866310161,0.10725471626676596
XGB (tuned),5938.998393348619,1.6265712625840132,1213.0777679819278,0.6984321316309747,0.6869435084156271,0.6676202920248872,0.0,0.10974734030407483,0.08824361033497355,13936.971832341356,46.56690686937765,15.362745098039216,0.20927,2063.2708826065063,0.5078930854797363,700.9607998746845,0.21305428930075773,0.7193303230280006,0.7184922523909244,0.0,0.06599393337115189,0.04761154585613394,11430.712273277264,15.141274536165636,14.0,1,2,0,48,1348.1,24.2,23.5,0.6735739750445633,0.11261030495027546
MNCA_GPU (tuned),50606.46933756155,14.969161491768032,6200.95174646742,1.6696617082037302,0.692913423977365,0.6230114933852047,0.0,0.10481212169907277,0.09343196398343544,106030.16699977385,104.17477306753874,15.53921568627451,0.20447,14787.927460432053,0.6251811981201172,4618.502341732761,0.46952933073043823,0.7553848478357736,0.6315515001589479,0.0,0.06144927536231881,0.05466681384890431,92410.46095689958,31.933384765725453,13.0,2,2,1,46,1344.5,24.7,21.0,0.6695632798573975,0.14651187196898943
TABPFNV2_GPU (tuned + ensemble),9280.937638614692,101.0832102392234,2836.0220285499013,48.21038294992157,0.5239705071709494,0.5730376960557855,0.35294117647058826,0.10366348703715766,0.0977540660157534,61984.06966966662,4163.892043743008,16.558823529411764,0.21666,1926.0209152698517,7.814479351043701,2942.0790635597914,17.37173979844504,0.5915448073500406,0.6153846153846155,0.0,0.08318481827952429,0.03857004834586989,26428.31699976118,914.2037538981667,15.0,11,1,2,37,1324.0,26.0,25.5,0.6463903743315508,0.2928543983886399
TABM_GPU (default),142.54126416468154,1.0708042359819598,23.88140219729834,0.4005178443372889,0.7149663388553331,0.7152499495938582,0.0,0.1268778920544805,0.12106183448201867,305.2739016434669,13.641685471262758,18.54901960784314,0.2124,38.16493201255798,0.17726969718933105,11.555005609392405,0.12732556548192603,0.8197432069948619,0.7811252019030427,0.0,0.07455117151840984,0.05717855281816143,191.5780246731349,9.78619298588067,17.0,0,1,1,49,1284.0,23.0,18.3,0.6011586452762924,0.08586090377844187
REALMLP (tuned),82067.04150357434,2.0937890398736094,8632.9301863134,0.8676478578817012,0.770575243056979,0.738222159537682,0.0,0.12250815024892807,0.10245511989368125,176783.27502952865,34.039924606828805,18.666666666666668,0.21531,31275.486653327942,0.5825295448303223,6559.124623720848,0.349657589934167,0.866614722551564,0.7710071255853564,0.0,0.0698656429942418,0.05347283246893191,137543.59089717592,25.842995839112344,17.0,0,1,0,50,1282.5,23.5,25.8,0.5984848484848485,0.07744336875028272
TABICL_GPU (default),89.99167278701184,15.994201370314055,7.671787946091385,1.7323065455173496,0.6187626573361198,0.6945869568436454,0.29411764705882354,0.11541084719646724,0.10728998455140165,134.32668884285462,203.85595038983618,18.784313725490197,0.20899,19.30116367340088,1.4308764934539795,6.856698312130071,1.5204305848178132,0.6419318555001297,0.8203500230278312,0.0,0.06412908564335906,0.048797809240279176,96.03934388429276,99.16403825333815,18.0,4,2,2,43,1278.8,26.8,21.6,0.5958110516934046,0.16207391452431377
TABPFNV2_GPU (tuned),9280.937638614692,4.082395156224568,2836.0220285499013,1.9953713679087344,0.6402449044416614,0.6909552209814358,0.35294117647058826,0.12100773771158657,0.11491559646058619,61984.06966966662,159.46255672145648,19.264705882352942,0.22795,1926.0209152698517,0.3721911907196045,2942.0790635597914,0.2619314172957417,0.7603547647708915,0.9374660731733828,0.0,0.09148856392950888,0.05918640451838397,26428.31699976118,18.72396576888414,21.0,1,6,4,40,1269.0,25.7,17.4,0.5848930481283422,0.1557082671662397
NN_TORCH (tuned + ensemble),29357.971773493522,13.246924213334626,3694.4132392234865,3.45030206949641,0.7804812465107793,0.7942281910602976,0.0,0.12369156459717033,0.10097362308285791,94556.98181855923,212.38450473432735,19.823529411764707,0.21375,10620.000384569168,3.6842262744903564,2832.7960851387297,1.800873875617981,0.9103501401347731,0.9282133174880375,0.0,0.07922111196515602,0.06654974418641565,57294.450258986595,164.18272158737435,21.0,0,0,1,50,1258.4,24.8,21.8,0.5721925133689839,0.0711803947184648
EBM (tuned + ensemble),33815.09879914452,1.2886618586147534,6555.968895975794,0.4924074534971456,0.8160130792555895,0.7922116536748646,0.0,0.15830919949651442,0.14484597408084915,41186.37921180388,19.776872049406894,21.401960784313726,0.21048,2774.86767077446,0.33999180793762207,1323.3940540554784,0.18426990509033203,0.958308811651104,0.966938614382516,0.0,0.11314432082836512,0.06365614798694313,17200.38772644666,11.089686715499157,21.0,0,2,1,48,1230.3,22.2,22.9,0.536319073083779,0.08663578954059327
TABPFNV2_GPU (default),12.262318129632988,0.840339740117391,4.40142189361026,0.44785573341984464,0.6758133693268394,0.7298195241925087,0.35294117647058826,0.1312587810821333,0.12700343736871175,68.41353371526327,34.453290769213694,21.41176470588235,0.22782,9.203422546386719,0.3870081901550293,3.265341403173851,0.3151157987035174,0.956340758739766,1.0,0.0,0.08973027820339718,0.08167997085223988,43.42507231078893,20.360866660523406,24.5,3,2,6,40,1227.9,23.6,20.7,0.536096256684492,0.15413057435361202
MNCA_GPU (default),245.15467273020278,8.083605813045128,18.524091854412294,1.1280259623754931,0.840779547661087,0.8081572743289607,0.0,0.15404946603042724,0.11095777674889704,315.39790519179047,62.504831773745536,21.705882352941178,0.21297,40.294944524765015,0.5322227478027344,13.739717303881024,0.31576028319217697,1.0,0.9641203703703644,0.0,0.07931711197987557,0.08713555135923144,220.32243700895648,24.025524470708156,21.0,1,1,0,49,1224.1,23.8,23.1,0.5294117647058824,0.08712998268466692
TABDPT_GPU (default),165.2279131459255,62.46656582402248,26.956914471170485,21.63883475001047,0.6999265055194402,0.7216180431261457,0.0,0.14742503114565889,0.11679298135501644,555.3035574597842,1632.683869591928,22.068627450980394,0.21757,99.63741898536682,27.656949520111084,20.559618245438234,8.61670085798515,0.9903591350487535,1.0,0.0,0.09511484956324834,0.05489681185866076,445.8805538455051,1247.4102886322382,25.0,4,3,0,44,1214.7,26.4,26.9,0.5211675579322638,0.15809881346420043
REALMLP (default),265.33954032262164,3.8989146456998935,24.880994813527074,3.185210885583871,0.8959152468625471,0.852274326929426,0.0,0.14042432469169164,0.11551037868997248,556.4275782424967,165.1494501601144,22.392156862745097,0.21633,100.95172715187073,3.2151546478271484,21.58663305185609,1.4943033874536162,1.0,0.9992770772609277,0.0,0.09708065314200909,0.08128250140770318,474.8079401992076,108.65711984315752,22.0,0,1,0,50,1207.3,25.5,20.9,0.5138146167557932,0.06168773598671817
XT (tuned + ensemble),1293.0170739772273,3.137296905704573,465.97356682221573,1.4220614441065493,0.8763124357874087,0.8301977318774126,0.0,0.15758629775903474,0.13448385543428582,5360.97691412289,92.16814260531523,22.705882352941178,0.21292,775.4602122306824,2.0695900917053223,191.43562446750065,0.7604422990939085,1.0,1.0,0.0,0.10874752469158522,0.0792857142857151,3382.254534218774,83.98689534392173,26.0,0,1,0,50,1204.3,22.1,23.2,0.5066844919786097,0.07296872869442048
EBM (tuned),33815.09879914452,0.15010464892667882,6555.968895975794,0.06527171144492658,0.8649702054759879,0.8288322534431326,0.0,0.1645737449972851,0.15598296035475784,41186.37921180388,2.297509957092046,23.480392156862745,0.21528,2774.86767077446,0.03941011428833008,1323.3940540554784,0.01867789003336745,1.0,1.0,0.0,0.11378284728865762,0.0787717680247385,17200.38772644666,1.1641602772099668,24.0,1,1,1,48,1186.8,22.2,26.4,0.4890819964349376,0.08578632571936438
NN_TORCH (tuned),29357.971773493522,0.60710202478895,3694.4132392234865,0.18506171262100615,0.8872281679035978,0.8398169698453672,0.0,0.14294716948269776,0.12285127642924888,94556.98181855923,10.572861046995973,23.647058823529413,0.21109,10620.000384569168,0.22349023818969727,2832.7960851387297,0.11152923107147217,1.0,1.0,0.0,0.09826070825346578,0.07345521618835778,57294.450258986595,8.23840338809871,23.0,0,0,0,51,1185.5,24.3,18.9,0.4852941176470588,0.05642920128249442
XGB (default),13.003299437317194,0.6573358236574659,3.2763217873435058,0.3062962827156932,0.8848348696110224,0.8451108258000312,0.0,0.1428411707448398,0.1398063099437038,39.750102662431935,19.332008402042312,23.745098039215687,0.21746,6.575343370437622,0.39388179779052734,2.0589472404367264,0.12183857766160212,1.0,1.0,0.0,0.09723220704529156,0.0632886818093575,32.87694416794321,9.490148793740056,24.0,1,0,0,50,1184.7,20.7,23.7,0.483065953654189,0.07091975928291895
XT (tuned),1293.0170739772273,0.34508594344643984,465.97356682221573,0.17473237760756105,0.9058524786574399,0.8395888691154477,0.0,0.16724894940491772,0.14049436138011492,5360.97691412289,10.510664591668581,24.441176470588236,0.21281,775.4602122306824,0.17961668968200684,191.43562446750065,0.10098353169828128,1.0,1.0,0.0,0.12289592760181012,0.08661653630785078,3382.254534218774,9.053845119655822,29.0,0,2,0,49,1168.6,24.3,24.1,0.4672459893048128,0.07797298351915956
FASTAI (tuned + ensemble),6591.795950641819,16.245619264303468,1342.3410902155488,7.489539632560419,0.8424987698640145,0.8625844225885649,0.0,0.1645508356317889,0.13121098785431634,21804.052352671944,459.2322661590378,24.58823529411765,0.22665,3142.961499929428,10.290910243988037,594.9528585230638,4.650812904660155,1.0,1.0,0.0,0.10209375579025382,0.0868129401727155,17514.935036133815,369.5983579935041,27.0,0,0,0,51,1164.2,26.2,21.9,0.46390374331550804,0.062026986093925165
RF (tuned + ensemble),2227.1437476008546,2.46178646181144,528.9202336737816,1.2212931064922863,0.9024507372146047,0.8804069247412386,0.0,0.1641730645746029,0.14796534274167691,6570.203557563642,82.81791093485884,24.96078431372549,0.21651,876.37784075737,1.7210140228271484,377.08301133934634,0.7469802601991967,1.0,1.0,0.0,0.08806938150372812,0.0845151199165799,5196.472002023166,66.34473572972412,27.0,0,2,0,49,1158.1,22.7,20.9,0.4554367201426025,0.06636587025579366
EBM (default),83.37771165604686,0.18329166431053012,10.41915882393762,0.09845206874115144,0.8658153943709024,0.850811039552388,0.0,0.17382418641801253,0.16315261858436833,128.33936987969741,3.956299459273312,25.34313725490196,0.21098,11.009112119674683,0.06519913673400879,5.48102419993599,0.05915899401478989,1.0,1.0,0.0,0.1212644465105922,0.07181719260065285,66.69318849626488,3.0422808378588053,25.0,1,0,0,50,1150.4,26.4,25.5,0.44674688057041,0.07488201637851248
GBM (default),9.322186521455354,1.1440442029167623,3.199181885596564,0.3147197775938453,0.9115791356403461,0.8847842293676881,0.0,0.15247368372829376,0.14137233583288317,46.93362314737936,31.99287107427668,25.38235294117647,0.21883,6.97411584854126,0.6232860088348389,2.2021467310523017,0.17114277689525664,1.0,1.0,0.0,0.10076080905548301,0.07712613158180785,26.977037743860404,12.72044936701149,26.0,0,0,0,51,1147.7,27.2,20.0,0.44585561497326204,0.046209500110957015
RF (tuned),2227.1437476008546,0.2597549288880591,528.9202336737816,0.14418858473403337,0.9281198477241044,0.9248817449766008,0.0,0.1727900363849873,0.15908060362975035,6570.203557563642,8.720931698010416,27.137254901960784,0.21762,876.37784075737,0.15849757194519043,377.08301133934634,0.09141294871228287,1.0,1.0,0.0,0.11332046274795926,0.10944640481286505,5196.472002023166,7.735832448019426,28.0,0,0,0,51,1114.6,21.9,15.8,0.40597147950089124,0.046476658714260786
FASTAI (tuned),6591.795950641819,1.031626776152966,1342.3410902155488,0.6256477184380718,0.9268828889794378,0.9090286238924099,0.0,0.18088316750549646,0.15962504324274882,21804.052352671944,39.15043952663921,27.823529411764707,0.23007,3142.961499929428,0.8062961101531982,594.9528585230638,0.33651872811068495,1.0,1.0,0.0,0.13059040884116846,0.09939086593924433,17514.935036133815,29.379474918801876,29.0,0,0,1,50,1098.5,22.5,19.5,0.39037433155080214,0.051224691983945664
NN_TORCH (default),73.82550601865731,0.5703827493331012,14.544520367121898,0.24243997995483998,0.978335352631338,0.9586040127970135,0.0,0.19812515552294435,0.1801377474036213,302.60238317827014,12.920116170611008,31.0,0.21872,30.76021695137024,0.2736239433288574,8.95763915486452,0.12885630130767822,1.0,1.0,0.0,0.12796036111893505,0.12220480897522226,159.50005812712556,8.385666110468058,33.0,0,0,0,51,1027.2,19.6,28.9,0.3181818181818182,0.03632288625440765
RF (default),5.493931228039312,0.18195290658988206,0.9395711378622816,0.07441601332167096,0.9905963640075596,0.9798381459527805,0.0,0.225775704832811,0.2287570644353416,12.413845548911803,5.3715309875205834,32.166666666666664,0.23701,1.763962745666504,0.09250092506408691,0.4316611380184793,0.05251745318464858,1.0,1.0,0.0,0.16975626521036435,0.15585831773749825,7.440479734614894,4.454035040702154,34.0,0,0,0,51,1000.0,0.0,0.0,0.2916666666666667,0.036570885765985314
FASTAI (default),27.62558492492227,1.0500701642503925,4.982714620465621,0.48138517234406897,0.9771222767390375,0.958723139710105,0.0,0.22174105570586602,0.2081137632674128,85.33850461343444,31.816885619382305,33.15686274509804,0.23658,14.524733304977417,0.6894059181213379,3.1153293528650394,0.31195542895805195,1.0,1.0,0.0,0.15646970534797477,0.132224835215793,80.02261780548187,26.24796931235529,35.0,0,0,0,51,973.6,23.4,22.8,0.26916221033868093,0.033449943264817414
XT (default),3.237064623365215,0.20349772771199545,0.7705107029297205,0.07802443108906316,0.9748030390364969,0.9594558445418607,0.0,0.24396773959995877,0.2511012609659614,6.714510413684847,5.481544853676871,33.470588235294116,0.24149,0.9253263473510742,0.08609175682067871,0.25976606260770435,0.0542029349444295,1.0,1.0,0.0,0.174332553882657,0.1548442777574803,5.482206453649765,4.486837961877324,37.0,0,0,0,51,966.8,25.3,25.8,0.2620320855614973,0.03383207547893805
LR (tuned + ensemble),297.7768230718725,1.372081803340538,106.57523410916248,0.517828397925699,0.968958377581858,0.9783679131342927,0.0,0.3267575967555976,0.3734069213226812,1284.9569849451952,23.77736863105658,36.65686274509804,0.24535,167.935129404068,0.30171775817871094,47.11049555587997,0.15632276260139144,1.0,1.0,0.0,0.2711660718812774,0.2552683896620274,878.5162567525001,9.250054132082282,40.0,1,0,0,50,869.8,25.6,27.7,0.18961675579322637,0.04682116614524594
LR (tuned),297.7768230718725,0.41669238314909096,106.57523410916248,0.1447260883613805,0.9796785843199748,0.9851104149746683,0.0,0.33297402038592483,0.3859918587868161,1284.9569849451952,6.250094556288328,37.68627450980392,0.25329,167.935129404068,0.11377191543579102,47.11049555587997,0.0626428060263515,1.0,1.0,0.0,0.274940797173291,0.2552683896620274,878.5162567525001,4.008480462038967,40.5,0,0,1,50,830.7,27.6,21.8,0.1662210338680927,0.03268777023075063
LR (default),7.020498261732214,0.4395605956806856,2.5089988631155826,0.17274864462745904,0.9859350644688389,0.9900235669288296,0.0,0.3460595840578667,0.4330522609318273,32.25963024407083,8.287063835475498,38.51960784313726,0.25334,5.345212697982788,0.13631606101989746,1.534023110424607,0.08993275118189932,1.0,1.0,0.0,0.27343206074359794,0.31807101339614474,17.290213667932342,5.167879066497201,41.0,0,0,0,51,797.9,25.8,31.0,0.14728163992869875,0.02745926796466409
KNN (tuned + ensemble),129.77637638765222,6.6349917159361,9.578319752293481,0.5506054195292707,1.0,0.9903128920917535,0.11764705882352941,0.4578660927908407,0.614637528386039,73.00625608345185,45.17733544160728,40.38235294117647,0.34596,10.405000686645508,0.23362517356872559,2.6097757270537225,0.15550157631257452,1.0,1.0,0.0,0.4299249109597012,0.6963553049981372,58.272580217378014,12.85103075181078,43.0,0,0,0,51,715.2,27.7,35.4,0.10494652406417113,0.02754382727615239
KNN (tuned),129.77637638765222,1.469562432345222,9.578319752293481,0.11124081145987941,1.0,0.9881581588022348,0.11764705882352941,0.47519157962572545,0.6600331749536156,73.00625608345185,9.204095260134709,41.509803921568626,0.34503,10.405000686645508,0.07799005508422852,2.6097757270537225,0.030069828033447266,1.0,1.0,0.0,0.456326948689309,0.7494456544265635,58.272580217378014,2.2192320534223704,44.0,0,0,1,50,650.1,34.4,35.7,0.07932263814616755,0.029943152461680767
KNN (default),1.8986088995840036,0.1759517753825468,0.5259164666571766,0.03511341794167653,1.0,1.0,0.11764705882352941,0.5469569269271738,0.9181123518799813,1.049764217774364,2.1650106683540193,43.666666666666664,0.42464,0.2273859977722168,0.03137516975402832,0.0509044812778989,0.01926569938659668,1.0,1.0,0.0,0.5196494204127793,1.0,1.0,1.4495271718572689,45.0,0,0,0,51,465.9,38.6,48.0,0.030303030303030304,0.023129909171668465