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),8462.98349033711,33.138286938542635,2912.1242917208747,4.391016265244401,0.381932874173557,0.3938004850803849,0.0,0.05822662138626224,0.038656168015376684,43301.56973340033,539.3969074295995,8.411764705882353,0.2055,7367.614226023356,3.9490213659074573,1408.7828331379249,3.337414261487274,0.32575782629688715,0.34354944358388295,0.0,0.022224886416280176,0.016643068102528722,33121.993698706065,185.27028732280235,5.0,8,6,2,35,1589.7,23.3,27.4,0.8315508021390374,0.32434985005444883
REALMLP (tuned + ensemble),82918.85938235045,50.75538799222518,8669.653795437369,17.385570695148495,0.4634803896199485,0.48980490794993603,0.0,0.0662652507057572,0.04428998923773407,179788.549283492,846.8926595159473,9.147058823529411,0.20859,30826.14291326205,23.329282654656303,6564.713231881598,10.263652729721208,0.4233707478718706,0.4394625063276673,0.0,0.03156540515236528,0.021508501844188344,136595.8709190495,808.3809230744637,7.0,0,5,4,42,1564.6,27.5,23.0,0.8148395721925134,0.17688848740169394
TABM_GPU (tuned + ensemble),36462.58337058756,8.791583087761158,5017.258422060137,3.1802055454964386,0.49791774396870153,0.5234045251267629,0.0,0.06977046437303486,0.06341802359213981,80230.4785975727,130.9039885664859,9.872549019607844,0.20535,8420.993191123009,2.7141049438052707,3285.8688373170553,1.4723486146222118,0.4651893659350262,0.5081840173827434,0.0,0.03250086419089859,0.027567784172117953,47614.825535817596,111.53030159160512,8.0,3,2,3,43,1543.9,26.8,21.9,0.7983511586452763,0.20599586481497986
GBM (tuned + ensemble),3088.2834950947295,22.058380506500956,771.2925090199282,4.080656504886727,0.5482943614672702,0.5697587102764388,0.0,0.08557614755706973,0.059109015015710746,11617.562781863631,427.3461655076801,10.627450980392156,0.2112,1667.667911251386,3.7860276963975696,416.9832926671224,2.6387318875879693,0.5661942244497019,0.5831585230842022,0.0,0.04023364809387353,0.02358455413295459,9501.568897853978,118.5632719261967,10.0,1,1,2,47,1526.2,23.7,23.4,0.7811942959001783,0.1520008705225847
CAT (tuned + ensemble),20021.3498029566,3.148214934334516,4130.291158755297,0.9792413821552454,0.5665168479793786,0.5762538702782276,0.0,0.07932910031410541,0.05277138538144033,58497.64726501732,62.60491239485109,12.372549019607844,0.21079,7127.110804247856,1.3727677133348253,1658.412974283854,0.65278892715772,0.5695869531891277,0.5907800269434179,0.0,0.04606752490069621,0.02774139238223889,22349.13952253535,41.43902270876451,11.0,0,1,4,46,1484.5,18.5,25.4,0.7415329768270945,0.12146805837673025
CAT (tuned),20021.3498029566,0.45918073721700764,4130.291158755297,0.13269281663977184,0.5837954660770609,0.5897551898062613,0.0,0.08123455741105615,0.05345084183416724,58497.64726501732,8.058537488270943,12.96078431372549,0.21123,7127.110804247856,0.16668947537740073,1658.412974283854,0.08101450844552308,0.5845247966032667,0.6225038615712537,0.0,0.05045951030687079,0.030933776248240515,22349.13952253535,5.582269457200397,12.5,1,3,2,45,1470.5,17.3,22.3,0.7281639928698752,0.1437603439953039
TABM_GPU (tuned),36462.58337058756,0.9691277276976176,5017.258422060137,0.3543499279245272,0.5874385027995309,0.5895097011198668,0.0,0.08005397326560945,0.07918093169544495,80230.4785975727,13.69951936973594,13.696078431372548,0.21042,8420.993191123009,0.2791590425703261,3285.8688373170553,0.1728818165133111,0.559085035183601,0.6013449948327668,0.0,0.041022605221466724,0.035365730806074164,47614.825535817596,11.564361688735561,14.0,1,3,2,45,1452.9,20.0,26.7,0.7114527629233511,0.1390380052974814
GBM (tuned),3088.2834950947295,3.280151636356362,771.2925090199282,0.7008989122586311,0.6366067117608026,0.6336828329141213,0.0,0.09282220252278703,0.0695723239257395,11617.562781863631,67.66975356224859,13.950980392156863,0.21181,1667.667911251386,0.5984517203436958,416.9832926671224,0.33384935590955944,0.6296869528283883,0.6590584882044693,0.0,0.05048061255226499,0.03622173132751954,9501.568897853978,17.561755180687065,12.0,0,0,0,51,1447.5,22.7,26.1,0.7056595365418895,0.08527400346153444
XGB (tuned + ensemble),6066.175009788823,8.000445660682546,1229.0991373608288,3.120951906510457,0.6385613101625683,0.6434959772946812,0.0,0.09352817276204972,0.06895162562612145,14800.692905333448,192.56405868832437,14.27450980392157,0.21458,2256.9276883072325,3.0598979949951173,693.4907982506384,1.6904262577061315,0.671301017368657,0.6581535714975986,0.0,0.05552089944600691,0.03200108485206017,11769.825378159274,82.2877578838671,13.0,0,1,1,49,1438.7,20.3,19.4,0.698306595365419,0.1010413685016667
MNCA_GPU (tuned + ensemble),50831.51192726024,408.7024568246081,6035.4844365627405,41.810485127597225,0.5559334685448146,0.5505192494459418,0.0,0.08712344899479532,0.06897276604102788,107380.48324313454,2632.7754273052897,14.549019607843137,0.21294,14486.050127214856,13.240725604693095,4621.665633563503,8.148513113458952,0.5384753932635177,0.5315179526728905,0.0,0.035276378418488075,0.031199094919591976,89084.88026764008,537.8274695033359,11.0,3,3,5,40,1433.8,23.6,26.7,0.6920677361853832,0.1903874062097513
CAT (default),190.03885268302784,0.2709793741147243,87.82759080296049,0.13562630112555335,0.6279909747535407,0.646125708691512,0.0,0.0925312918791838,0.06081652619205146,428.26912869207973,7.186903437353133,14.794117647058824,0.21142,28.268621895048355,0.1854714552561442,6.827020885706225,0.08026752106160412,0.6534673037587888,0.6439696146756235,0.0,0.04582469430261593,0.029179417473348953,113.47556087857672,6.139565341592893,16.0,1,3,1,46,1428.5,26.2,19.6,0.6864973262032086,0.12705337781476866
TABPFNV2_GPU (tuned + ensemble),9338.42554130284,95.46951768190513,2848.5135701006398,47.682041415407696,0.5239705071709494,0.5769312699511674,0.35294117647058826,0.08515142798212334,0.08426448408310144,62904.17752069347,3721.414760799794,15.372549019607844,0.22709,2098.550690642993,13.798940539360046,3030.145221648074,21.443889733771147,0.5915448073500406,0.6069332103645363,0.0,0.03866296841083827,0.03250100481138207,29840.56658077224,861.272449686595,11.0,11,4,3,33,1414.7,26.3,25.1,0.6733511586452763,0.3218844858197347
XGB (tuned),6066.175009788823,1.6190793797341305,1229.0991373608288,0.7004875821871327,0.6869435084156271,0.6795624628612148,0.0,0.09696298272522294,0.07331091441041244,14800.692905333448,40.17091923504828,15.892156862745098,0.21499,2256.9276883072325,0.41774741808573407,693.4907982506384,0.3083513292273418,0.7193303230280006,0.7149553857561783,0.0,0.06100086263844462,0.03462012868860662,11769.825378159274,12.136706817415504,15.0,0,0,0,51,1404.9,21.4,22.2,0.6615418894830659,0.07556633120131231
MNCA_GPU (tuned),50831.51192726024,15.584971993005873,6035.4844365627405,1.7226505575752833,0.692913423977365,0.6430754651403978,0.0,0.09326988355673647,0.07237812189150603,107380.48324313454,104.77227719302421,16.03921568627451,0.21328,14486.050127214856,0.585451708899604,4621.665633563503,0.4747242314576746,0.7553848478357736,0.6366009339265687,0.0,0.06113391902932641,0.0493534926522164,89084.88026764008,26.6476237825924,16.0,1,1,2,47,1402.5,17.6,20.6,0.6581996434937611,0.1120344583371438
TABICL_GPU (default),82.80334805787777,14.446106202929627,7.4655941033985815,1.6847655412525513,0.6187626573361198,0.6590285685589051,0.29411764705882354,0.09205009921867735,0.09066558702327601,132.83095048510535,173.47404322746496,16.607843137254903,0.21659,20.0619904200236,1.316457470258077,6.625686376434735,1.479660415649414,0.6419318555001297,0.737430199336512,0.0,0.05183434289459943,0.0307061823959099,110.37274820175764,91.25701004379168,14.0,6,4,1,40,1389.8,23.7,23.2,0.6452762923351159,0.22043663312484155
REALMLP (tuned),82918.85938235045,2.265432894048088,8669.653795437369,0.9268647174900084,0.770575243056979,0.7198426366318216,0.0,0.10098849134105925,0.08466680664165582,179788.549283492,40.77005886388886,18.61764705882353,0.21508,30826.14291326205,1.0006839964124892,6564.713231881598,0.487512478277248,0.866614722551564,0.7557285234401128,0.0,0.06823335132903552,0.05320262249246514,136595.8709190495,36.173930978956705,18.0,0,0,0,51,1347.8,19.9,20.3,0.5995989304812834,0.06290892887580088
TABPFNV2_GPU (tuned),9338.42554130284,3.508518432739773,2848.5135701006398,1.6633483351042642,0.6402449044416614,0.6630497140643348,0.35294117647058826,0.10613854546664524,0.10151316508024909,62904.17752069347,134.3876978041907,18.61764705882353,0.22751,2098.550690642993,0.5097733656565349,3030.145221648074,0.46198440414964803,0.7603547647708915,0.7104310097848833,0.0,0.07667977096051137,0.04654872982993791,29840.56658077224,22.48627830890164,15.5,1,9,2,39,1348.2,23.9,23.8,0.5995989304812834,0.1748060544077359
TABM_GPU (default),139.62633961878052,1.0737770921524312,22.4928837749369,0.40818286049864,0.7149663388553331,0.7265875725216725,0.0,0.10904673882873887,0.10206768551470595,289.28104127940037,12.833742622244758,18.61764705882353,0.21188,40.332407061258955,0.18133597903781468,10.492230631952996,0.13221126395693922,0.8197432069948619,0.7908796299405498,0.0,0.05780353607735633,0.03944837820705307,186.77830789084513,10.724711035853641,17.0,0,0,1,50,1346.8,19.5,18.3,0.5995989304812834,0.07920722957248505
NN_TORCH (tuned + ensemble),29590.123960411,13.183612702147375,3729.842332819238,3.5618312259496654,0.7804812465107793,0.7650139226387963,0.0,0.1061112883342963,0.09038128962619164,97942.50427646744,194.194370742189,19.392156862745097,0.21479,10848.660208092795,3.946354971991645,2874.6743506773596,1.9516254299583915,0.910350140134773,0.8406524459297455,0.0,0.06624137678637454,0.057854463852261596,61441.834728019065,144.9992483814283,20.0,0,0,0,51,1332.3,24.5,20.5,0.5819964349376114,0.06762812359455618
TABPFNV2_GPU (default),12.045264010803372,0.825882379421741,4.478694030451919,0.4530850283232118,0.6758133693268394,0.7167075967625335,0.35294117647058826,0.11639838128335792,0.11295068368765535,69.53545044274777,29.75030650326298,20.04901960784314,0.22887,9.117408725950453,0.42119165261586505,3.3572004182270923,0.3130195506083406,0.956340758739766,0.8514943913344442,0.0,0.07592598037026033,0.052795487060598015,52.331266670190345,18.512009051191257,21.0,4,1,4,42,1320.6,20.6,22.2,0.5670677361853832,0.1788864671189465
TABDPT_GPU (default),166.18249968905855,63.11337411850366,27.980557312145997,23.24231264879125,0.6999265055194402,0.699617586999111,0.0,0.12276620509418873,0.09536847721359762,577.6877537613715,1486.1376930964866,20.96078431372549,0.22562,99.10453534126282,28.39870807859633,22.52690614988171,8.550738306685618,0.9903591350487536,0.8691048403402053,0.0,0.05029899916003,0.0433680924463882,528.528670151851,1255.434427440434,22.0,7,0,3,41,1300.5,24.7,27.1,0.5463458110516934,0.2050929674182998
MNCA_GPU (default),252.05720278889527,8.333707038145958,17.796029105655933,1.1526772129094414,0.840779547661087,0.7959093866791253,0.0,0.12833371899167995,0.09667612599337075,329.3551130182264,62.49957238602975,21.03921568627451,0.21885,36.0034454398685,0.5316168732113309,14.869495839530392,0.30768591310277943,1.0,0.8857694762766525,0.0,0.07424254289688792,0.06351531911154724,236.99495784925895,20.43419277465042,23.0,1,0,0,50,1299.1,24.9,22.8,0.5445632798573975,0.07840885625256006
EBM (tuned + ensemble),34026.536489860475,1.2927426090946903,5478.959788432886,0.48902813323980865,0.8160130792555895,0.8175846459536137,0.0,0.1459291690476727,0.13123283756498888,45019.152540237825,18.109773959357398,21.431372549019606,0.21615,2925.6548613442314,0.400875727335612,1331.6775166450918,0.19908260374566636,0.958308811651104,0.8761716756909942,0.0,0.08565806627599937,0.05590445639895017,17751.99098903195,11.13922354039944,21.0,0,1,1,49,1292.5,23.9,24.9,0.535650623885918,0.07406174849391879
FASTAI (tuned + ensemble),6629.648996400055,16.16286987151975,1343.5604508466745,7.704229376998794,0.8424987698640145,0.8369589067092069,0.0,0.13971168994404898,0.11512340310437526,22455.399300542234,425.24771894393024,23.46078431372549,0.21679,3182.895098288854,10.795994228786892,593.237788402893,4.466873745216533,1.0,0.9552259937574975,0.0,0.0932055660765102,0.07243348401502496,19851.125229101002,409.94392325616803,25.0,0,1,0,50,1249.7,24.0,19.0,0.48952762923351156,0.06883106383498735
REALMLP (default),273.729912211121,2.9575047363123343,25.2860618687397,2.9321723489284044,0.8959152468625471,0.8483293899440195,0.0,0.1265509832451891,0.10892646502099379,570.5207778272487,128.70805989538366,23.745098039215687,0.21516,107.08700556225247,2.6188460985819497,21.860990319181454,0.8382976743420607,1.0,0.8905283644114734,0.0,0.09824845633171009,0.07444845646092337,497.27886689729087,54.5386788723178,24.0,0,0,0,51,1244.4,20.7,24.5,0.483065953654189,0.049206352618688116
XT (tuned + ensemble),1289.1519403179227,3.0578905248434194,464.9314949446578,1.2901947647379284,0.8763124357874087,0.8533692619097849,0.0,0.14328509610809964,0.11780722719308848,5501.829777288316,78.94715148525705,23.823529411764707,0.21814,763.5855970117781,1.8364481396145291,183.01944048073585,0.761281055543471,1.0,0.9521925032545069,0.0,0.08603990026311015,0.07137952858629182,3537.1622158448404,68.20231667792302,27.0,0,0,1,50,1243.2,21.4,20.4,0.48128342245989303,0.06310725111805937
EBM (tuned),34026.536489860475,0.16189759790507796,5478.959788432886,0.07139558038617727,0.8649702054759879,0.8501629933938847,0.0,0.15261119112333235,0.14046524715764735,45019.152540237825,2.1906554232861546,24.11764705882353,0.21772,2925.6548613442314,0.0440410852432251,1331.6775166450918,0.022730636596679687,1.0,0.9362089365721089,0.0,0.09714090003058773,0.06554952824985644,17751.99098903195,1.2223545537568268,24.0,0,0,1,50,1236.3,17.4,20.5,0.47459893048128343,0.056429653896796474
XGB (default),12.860019501050314,0.6666093941607507,3.1825529067488505,0.3000924886961127,0.8848348696110224,0.853007192078055,0.0,0.12712004260212578,0.11901448944644484,40.716829559380564,17.42803351650834,24.441176470588236,0.21667,5.82192047437032,0.3283502260843913,1.9409389396340444,0.12262328807300621,1.0,0.9508124068469325,0.0,0.09769803191981652,0.0669685923578734,34.48133232859512,10.22021081972956,24.0,0,0,0,51,1232.4,18.8,23.5,0.4672459893048128,0.05049212098034601
NN_TORCH (tuned),29590.123960411,0.7234875786018787,3729.842332819238,0.20874333848987678,0.8872281679035978,0.8461065690351314,0.0,0.1266933814263632,0.11368972667898117,97942.50427646744,10.830632864633353,24.754901960784313,0.21784,10848.660208092795,0.2631075382232666,2874.6743506773596,0.131112832826372,1.0,0.9115838155711167,0.0,0.1030878662833985,0.06896829387646289,61441.834728019065,8.236695976463633,25.0,0,0,0,51,1223.2,25.0,20.4,0.46011586452762926,0.04694203272118342
EBM (default),104.78526760316363,0.17165232525412033,11.079598604500092,0.09398863718788793,0.8658153943709024,0.8643480238945523,0.0,0.1621049398152807,0.1485076759316338,148.0901517975655,3.2508346897376326,25.745098039215687,0.21677,11.465454594294231,0.05977429548899333,4.6738599788414605,0.03961948198354664,1.0,0.9628721496233147,0.0,0.10271933543623024,0.06419214710978799,75.98904610132907,2.400460311914132,26.0,1,0,2,48,1202.5,21.1,28.4,0.4376114081996435,0.07434503258700696
GBM (default),8.619418829147072,1.0011564760166576,3.0462908189340183,0.25265600996978405,0.9115791356403461,0.8832381096058513,0.0,0.13512306737563554,0.11629352319961023,44.26353412937288,22.939896191571705,25.745098039215687,0.21706,5.971681065029568,0.2858244842953152,1.9600326879612946,0.14173548842042513,1.0,0.9463131041198098,0.0,0.09851412306889507,0.07460814115278391,32.72231234173676,8.612355874421967,26.0,0,0,0,51,1202.3,22.3,22.7,0.4376114081996435,0.04352354270813194
RF (tuned + ensemble),2245.014868743487,2.632504310950734,530.9489806737863,1.2198476221584795,0.9024507372146047,0.8782930186177115,0.0,0.15120883991739936,0.12864400480448673,6771.2411119904955,73.51636782881279,25.84313725490196,0.21966,886.9249708387587,1.8479143513573542,373.17861356387994,0.7709478321252661,1.0,0.9768978814786328,0.0,0.0916564450840821,0.08516072052322858,5833.628398157948,63.708677480395814,28.0,0,1,1,49,1200.7,20.1,23.2,0.4353832442067736,0.06295017478288799
XT (tuned),1289.1519403179227,0.3436224609158917,464.9314949446578,0.1744826726067124,0.9058524786574399,0.8823009390085037,0.0,0.15403365971080407,0.127422275587505,5501.829777288316,9.97674146406182,25.92156862745098,0.21915,763.5855970117781,0.19129647148980033,183.01944048073585,0.09120693679998855,1.0,0.970701256454361,0.0,0.10343347628405763,0.07994728986866971,3537.1622158448404,8.867381424714122,29.0,0,1,0,50,1199.9,17.5,28.0,0.4336007130124777,0.05853966620405146
FASTAI (tuned),6629.648996400055,1.0291698354002177,1343.5604508466745,0.6091231343301344,0.9268828889794378,0.8920727938696232,0.0,0.1558685523503756,0.1360312984711962,22455.399300542234,33.54113778341792,27.65686274509804,0.2173,3182.895098288854,0.8112125396728516,593.237788402893,0.306391541190021,1.0,0.9746050760858544,0.0,0.0988046136347035,0.08330206169020851,19851.125229101002,31.29559841059079,28.0,0,0,0,51,1160.6,23.5,18.9,0.39416221033868093,0.04418776652877106
RF (tuned),2245.014868743487,0.2778017885544721,530.9489806737863,0.15585979099514927,0.9281198477241044,0.9030193429154391,0.0,0.1615360365144191,0.13978570251749914,6771.2411119904955,8.469005968793565,28.137254901960784,0.22016,886.9249708387587,0.17402595943874782,373.17861356387994,0.08526202343425164,1.0,0.9971929103870871,0.0,0.10456209496862212,0.09283342230804408,5833.628398157948,7.94881742200239,31.0,0,1,1,49,1151.9,18.9,24.1,0.38324420677361853,0.055631086241924914
NN_TORCH (default),74.85835825680128,0.5412627521423472,14.695998951842784,0.19921856017345402,0.978335352631338,0.9550533922310487,0.0,0.17458090781576796,0.15954937461607677,327.51821759182326,9.71084645377221,31.637254901960784,0.22759,34.192402362823486,0.22645958264668783,9.990997226772679,0.1258046787872722,1.0,1.0,0.0,0.14050249681884142,0.10372091439545034,204.15320945265722,7.844934898940183,33.0,0,0,0,51,1065.7,23.7,20.8,0.303698752228164,0.03443490177911753
FASTAI (default),27.993367113578813,1.070063710732138,4.951242935164595,0.5056871108143457,0.9771222767390375,0.9555114040073619,0.0,0.2080437804427664,0.19756225211381712,87.08936574190912,29.523324076097715,33.745098039215684,0.24127,12.973222759034899,0.8480017715030246,2.8561126039251374,0.37317813888351864,1.0,1.0,0.0,0.15801035292114685,0.14150143443329027,77.36570184770021,28.70383139894662,36.0,0,0,0,51,1010.9,22.5,22.1,0.2557932263814617,0.03221137350683143
RF (default),5.289521401640116,0.18747803105248345,0.8914167974682212,0.07557012377860906,0.9905963640075596,0.9728548321405758,0.0,0.2127887009205986,0.22057611136662575,11.63160057311077,4.814878723410724,34.049019607843135,0.2484,1.2628253036075168,0.08775801128811306,0.43425701731008426,0.05354175385774865,1.0,1.0,0.0,0.15453679020731148,0.13517433236964935,7.010079512208331,3.9076874559468244,35.5,0,0,0,51,1000.0,0.0,0.0,0.24888591800356505,0.03085450482928122
XT (default),3.067954011524425,0.20851136391458946,0.7599985259503769,0.07668050932017083,0.9748030390364969,0.9607261977937244,0.0,0.22983038868386624,0.2401119926385584,6.922794409042171,5.082769758447109,34.990196078431374,0.24428,1.029017792807685,0.0932659043206109,0.2473449527431567,0.04980480471851431,1.0,1.0,0.0,0.17836788960429084,0.15384123117868195,5.707021421143385,4.456198846093199,38.0,0,0,0,51,972.1,20.7,27.8,0.22749554367201427,0.03187662324031601
LR (tuned + ensemble),298.0772925112502,1.5473658189794337,106.92655310814473,0.5272909274052285,0.968958377581858,0.9646098555228514,0.0,0.3076836862047438,0.36388884495507595,1326.7185005565484,20.631703511708864,36.568627450980394,0.25172,171.24826147821216,0.28876688745286727,47.49214683366935,0.1676693138737952,1.0,1.0,0.0,0.24584842785173022,0.2585604322609332,1064.131515124883,12.175213508812917,40.0,0,0,1,50,917.3,30.7,20.1,0.19162210338680927,0.03539216425693013
LR (tuned),298.0772925112502,0.41952294077488855,106.92655310814473,0.14529639602271893,0.9796785843199748,0.970169924696589,0.0,0.31502751681846614,0.3731108004113419,1326.7185005565484,5.927745129039777,37.549019607843135,0.25255,171.24826147821216,0.10993631680806477,47.49214683366935,0.0665447885938415,1.0,1.0,0.0,0.2610498572359117,0.2575122541077485,1064.131515124883,4.067640041721783,41.0,0,0,0,51,881.6,31.6,29.4,0.16934046345811052,0.03046989425942536
LR (default),6.912347784956555,0.4444732105550163,2.521765696020704,0.1600876370747322,0.9859350644688389,0.9744519582521974,0.0,0.3287432608233925,0.4183743470806094,32.35021650084229,7.018103298699637,38.07843137254902,0.2546,5.298751910527547,0.12218634287516277,1.5162047581506444,0.0887949061495271,1.0,1.0,0.0,0.26947668808304803,0.29385559917332205,22.991652687961256,4.725399415979996,41.5,0,0,1,50,862.4,22.1,29.5,0.1573083778966132,0.03274333914572857
KNN (tuned + ensemble),129.6893764515588,9.265668427242952,9.839359763162042,0.6763553759282402,1.0,0.9960130371949129,0.11764705882352941,0.45319635453542406,0.6115009863532073,72.94693370250576,64.66285269534394,41.431372549019606,0.34658,10.182021194034153,0.27287014325459796,2.7415773839237785,0.17676389939136214,1.0,1.0,0.0,0.41352430110915517,0.6662116649574654,57.25701094840839,13.90517184260326,43.0,0,0,0,51,685.3,26.5,31.2,0.08110516934046345,0.02430200505969366
KNN (tuned),129.6893764515588,1.4108907164571591,9.839359763162042,0.11144693589219826,1.0,0.9979197340731149,0.11764705882352941,0.4687472868734289,0.6540729042725081,72.94693370250576,10.182721712640424,42.431372549019606,0.35012,10.182021194034153,0.08784447775946723,2.7415773839237785,0.03624739765555662,1.0,1.0,0.0,0.4456786012073394,0.740394718900499,57.25701094840839,2.2791618782574123,44.0,0,0,0,51,607.8,31.1,47.9,0.05837789661319073,0.023658093377554222
KNN (default),1.8202055170645122,0.18718713898544476,0.4967972483415847,0.03640307146637206,1.0,0.9999597757876026,0.11764705882352941,0.5414051085605402,0.9163581411737007,1.035103875827835,2.1647566343855695,43.833333333333336,0.40859,0.22567404641045463,0.036888705359564886,0.050692503527237594,0.021942545900661376,1.0,1.0,0.0,0.5109534123207524,1.0,1.0,1.2564234767690339,45.0,0,0,0,51,459.1,41.7,44.9,0.026515151515151516,0.022918450740172708