| model,CSI,MCC,Accuracy,region,data_sample |
| deepgbm+ft_transformer,0.6992424754332419,0.8049778134563997,0.9617050719032529,seoul,best |
| deepgbm+resnet_like,0.7090721222546449,0.8134996041947694,0.9639575067994112,seoul,best |
| deepgbm+XGBoost,0.6692268948642789,0.7828377071996622,0.9579950262411524,seoul,best |
| deepgbm+LightGBM,0.6935149238495999,0.801572479004747,0.9620935948299524,seoul,best |
| ft_transformer+resnet_like,0.6252731559795573,0.7509360530096033,0.9488043848924154,seoul,best |
| ft_transformer+XGBoost,0.6142839547044981,0.7403116223696319,0.9470938235563208,seoul,best |
| ft_transformer+LightGBM,0.6085686211212852,0.7359331482423171,0.9466367866856302,seoul,best |
| resnet_like+XGBoost,0.6194270544060083,0.7446567256109252,0.9478222130731675,seoul,best |
| resnet_like+LightGBM,0.6136847718241535,0.741095701007121,0.9457727208457053,seoul,best |
| XGBoost+LightGBM,0.5861106806341969,0.7149062718037028,0.9421973118413721,seoul,best |
| deepgbm+ft_transformer+resnet_like,0.6821685259093041,0.7946632359980877,0.9596256373148356,seoul,best |
| deepgbm+ft_transformer+XGBoost,0.6730333196442752,0.7867573605932577,0.9584481123836616,seoul,best |
| deepgbm+ft_transformer+LightGBM,0.6764764169794865,0.7902017631994056,0.9590548610591277,seoul,best |
| deepgbm+resnet_like+XGBoost,0.6784375221650579,0.7915054245115618,0.9591382422170655,seoul,best |
| deepgbm+resnet_like+LightGBM,0.6775625748710835,0.7913206958685782,0.9590235671332685,seoul,best |
| deepgbm+XGBoost+LightGBM,0.6325378315490732,0.7547274504003308,0.9511999817018905,seoul,best |
| ft_transformer+resnet_like+XGBoost,0.6332314687362993,0.7561343704178952,0.9500612362868145,seoul,best |
| ft_transformer+resnet_like+LightGBM,0.6306548804840734,0.7545886604473321,0.9496810306826026,seoul,best |
| ft_transformer+XGBoost+LightGBM,0.6052879958628536,0.7319675532436248,0.9455772637672482,seoul,best |
| resnet_like+XGBoost+LightGBM,0.6103490502864374,0.7369455626993492,0.9460374196338716,seoul,best |
| deepgbm+ft_transformer+resnet_like+XGBoost,0.6729967545904317,0.7875845379790564,0.9581108449567916,seoul,best |
| deepgbm+ft_transformer+resnet_like+LightGBM,0.6719561859986568,0.7873723840805852,0.9580337017907196,seoul,best |
| deepgbm+ft_transformer+XGBoost+LightGBM,0.6531335492225346,0.7716405213564462,0.9549966314843926,seoul,best |
| deepgbm+resnet_like+XGBoost+LightGBM,0.6495283344540792,0.769203226760809,0.9539740166845488,seoul,best |
| ft_transformer+resnet_like+XGBoost+LightGBM,0.6233313312481723,0.7475113353931637,0.9482768587136429,seoul,best |
| deepgbm+ft_transformer+resnet_like+XGBoost+LightGBM,0.6569118107203898,0.7752226196801869,0.955377564854322,seoul,best |
| deepgbm+ft_transformer,0.6231286091598959,0.762319461740938,0.9692817368232819,busan,best |
| deepgbm+resnet_like,0.693965736363066,0.8126142282014271,0.9774987316083207,busan,best |
| deepgbm+XGBoost,0.5949465703841524,0.7372757652859034,0.9695935324500337,busan,best |
| deepgbm+LightGBM,0.6134672160989406,0.7540785415035627,0.969397659505452,busan,best |
| ft_transformer+resnet_like,0.5993289393140034,0.7415869283802814,0.9687921584283586,busan,best |
| ft_transformer+XGBoost,0.5275703861594696,0.6836131837976293,0.9627103242924039,busan,best |
| ft_transformer+LightGBM,0.5340117437566735,0.690570910687501,0.9611092397135513,busan,best |
| resnet_like+XGBoost,0.5476348496496576,0.6975679320922632,0.9653371426670326,busan,best |
| resnet_like+LightGBM,0.5541563454462936,0.7052881357398278,0.9637749415708096,busan,best |
| XGBoost+LightGBM,0.4789290487253062,0.6395338303931094,0.9572717310843294,busan,best |
| deepgbm+ft_transformer+resnet_like,0.6446887106206897,0.777619884223958,0.9728593291247681,busan,best |
| deepgbm+ft_transformer+XGBoost,0.6102029002552042,0.7511249566662123,0.9699326712744633,busan,best |
| deepgbm+ft_transformer+LightGBM,0.6162985577163776,0.7570233197218496,0.9692066729878318,busan,best |
| deepgbm+resnet_like+XGBoost,0.6261344637257955,0.7612451856135231,0.9726364248821019,busan,best |
| deepgbm+resnet_like+LightGBM,0.6357139958459742,0.770523881133966,0.9720613859986192,busan,best |
| deepgbm+XGBoost+LightGBM,0.550954042564896,0.7024853673988001,0.9645722608977718,busan,best |
| ft_transformer+resnet_like+XGBoost,0.5708235070191732,0.7183051671189992,0.9673502466086118,busan,best |
| ft_transformer+resnet_like+LightGBM,0.5747801644059322,0.723481589964096,0.9662444585838926,busan,best |
| ft_transformer+XGBoost+LightGBM,0.5188547215134367,0.6758426217880089,0.9612265139606259,busan,best |
| resnet_like+XGBoost+LightGBM,0.5283032797443571,0.6828500944597963,0.9625962730077933,busan,best |
| deepgbm+ft_transformer+resnet_like+XGBoost,0.62252465197324,0.7595480882291313,0.9716073641573305,busan,best |
| deepgbm+ft_transformer+resnet_like+LightGBM,0.6273921955959187,0.7650978772099609,0.9711861957398673,busan,best |
| deepgbm+ft_transformer+XGBoost+LightGBM,0.5803171388664561,0.7273427892946641,0.9671579085260872,busan,best |
| deepgbm+resnet_like+XGBoost+LightGBM,0.5883015315947713,0.7322310098800981,0.9685279794728481,busan,best |
| ft_transformer+resnet_like+XGBoost+LightGBM,0.5527408442450511,0.7040063830266932,0.9648394548826841,busan,best |
| deepgbm+ft_transformer+resnet_like+XGBoost+LightGBM,0.5949050119452819,0.7385090163673939,0.9689076652444045,busan,best |
| deepgbm+ft_transformer,0.5873884001633557,0.7086005084355499,0.9163964576523526,incheon,best |
| deepgbm+resnet_like,0.5938343436639008,0.7129218344958757,0.9139223661119011,incheon,best |
| deepgbm+XGBoost,0.5919031180535835,0.7111840783628853,0.9141871688665986,incheon,best |
| deepgbm+LightGBM,0.5936054700869063,0.71280494431202,0.9151763064434298,incheon,best |
| ft_transformer+resnet_like,0.5967079690105518,0.7167701525416347,0.9161293676339713,incheon,best |
| ft_transformer+XGBoost,0.5958609493419124,0.7170391565071776,0.9169653625105005,incheon,best |
| ft_transformer+LightGBM,0.5970916463252486,0.7186247751024871,0.9177277490830152,incheon,best |
| resnet_like+XGBoost,0.6048691059122082,0.7230658352305586,0.9150990593108267,incheon,best |
| resnet_like+LightGBM,0.6006642978391444,0.7204725929547785,0.913995974415916,incheon,best |
| XGBoost+LightGBM,0.5923037998052801,0.7130252479770401,0.9127417221847942,incheon,best |
| deepgbm+ft_transformer+resnet_like,0.5991788818331828,0.7177110572369007,0.9171559331619964,incheon,best |
| deepgbm+ft_transformer+XGBoost,0.5957796816002722,0.7161817507572641,0.9171555172958721,incheon,best |
| deepgbm+ft_transformer+LightGBM,0.5956266359998414,0.7160886468480842,0.9173455681147126,incheon,best |
| deepgbm+resnet_like+XGBoost,0.606730149793507,0.7239728449518917,0.9167729204614451,incheon,best |
| deepgbm+resnet_like+LightGBM,0.6063493089884,0.7235778913430906,0.9167717768296031,incheon,best |
| deepgbm+XGBoost+LightGBM,0.6018765631426876,0.7202419676609231,0.9160501451372774,incheon,best |
| ft_transformer+resnet_like+XGBoost,0.6044191487414033,0.7234603140558615,0.9175339554690555,incheon,best |
| ft_transformer+resnet_like+LightGBM,0.6061367487233379,0.7248883683993704,0.9179906804401528,incheon,best |
| ft_transformer+XGBoost+LightGBM,0.6013258447351273,0.721556226775587,0.9174587876670742,incheon,best |
| resnet_like+XGBoost+LightGBM,0.6028836532105156,0.7216380012607432,0.915023475642721,incheon,best |
| deepgbm+ft_transformer+resnet_like+XGBoost,0.6058688939038325,0.7235044499077539,0.9180666799743826,incheon,best |
| deepgbm+ft_transformer+resnet_like+LightGBM,0.6053266964324343,0.7232391120300768,0.9180279004582844,incheon,best |
| deepgbm+ft_transformer+XGBoost+LightGBM,0.6030917448851759,0.7220222485555309,0.9181051475908876,incheon,best |
| deepgbm+resnet_like+XGBoost+LightGBM,0.6054312862809185,0.7231150429381622,0.9164303507414893,incheon,best |
| ft_transformer+resnet_like+XGBoost+LightGBM,0.6046920079336132,0.7233826726564859,0.9171152822483387,incheon,best |
| deepgbm+ft_transformer+resnet_like+XGBoost+LightGBM,0.6109420059115421,0.72786127635734,0.9189396869359815,incheon,best |
| deepgbm+ft_transformer,0.6446005403603131,0.7684243711794304,0.9801833553742378,daegu,best |
| deepgbm+resnet_like,0.6137498386585009,0.7496378336201855,0.9772962048057489,daegu,best |
| deepgbm+XGBoost,0.5974990513708366,0.7398559419115336,0.9765007568763463,daegu,best |
| deepgbm+LightGBM,0.6115123902876293,0.7497436182930696,0.9776771381756785,daegu,best |
| ft_transformer+resnet_like,0.5469112144188149,0.6944690161411611,0.9743305595062838,daegu,best |
| ft_transformer+XGBoost,0.5161941376039343,0.6722802482596641,0.9719755096439354,daegu,best |
| ft_transformer+LightGBM,0.5073005220098658,0.6635248688295593,0.9720125217290049,daegu,best |
| resnet_like+XGBoost,0.5029516970497304,0.6645749569024574,0.9683687027472115,daegu,best |
| resnet_like+LightGBM,0.4951131290074195,0.6589965524803283,0.968139976378804,daegu,best |
| XGBoost+LightGBM,0.4549973810817563,0.6238297325596118,0.9647562816578087,daegu,best |
| deepgbm+ft_transformer+resnet_like,0.6183060943020874,0.7512947555661068,0.978549833237684,daegu,best |
| deepgbm+ft_transformer+XGBoost,0.6017176745611856,0.7392748101693137,0.9775999950096065,daegu,best |
| deepgbm+ft_transformer+LightGBM,0.6004996462619208,0.7388281525299276,0.9778661493292079,daegu,best |
| deepgbm+resnet_like+XGBoost,0.5739664154870325,0.7226992953385828,0.9747144039390839,daegu,best |
| deepgbm+resnet_like+LightGBM,0.5760590538958189,0.7240729842389874,0.975132349394083,daegu,best |
| deepgbm+XGBoost+LightGBM,0.5273980786589871,0.6866104535247874,0.9714085801498781,daegu,best |
| ft_transformer+resnet_like+XGBoost,0.5287822236272242,0.6819314770838893,0.9723570668130517,daegu,best |
| ft_transformer+resnet_like+LightGBM,0.520853018041326,0.675931210971238,0.972014705026158,daegu,best |
| ft_transformer+XGBoost+LightGBM,0.48437190164347993,0.6467498445011408,0.9690512430238457,daegu,best |
| resnet_like+XGBoost+LightGBM,0.4803327637605557,0.6466009408894583,0.9668476723973018,daegu,best |
| deepgbm+ft_transformer+resnet_like+XGBoost,0.5787636584539054,0.7225361676622583,0.9760432001730003,daegu,best |
| deepgbm+ft_transformer+resnet_like+LightGBM,0.5827514275296815,0.7252407488954487,0.9763842103949898,daegu,best |
| deepgbm+ft_transformer+XGBoost+LightGBM,0.5563231124331217,0.7066219754268251,0.9745609493391888,daegu,best |
| deepgbm+resnet_like+XGBoost+LightGBM,0.5497033929377105,0.7036672133164642,0.9729662067187331,daegu,best |
| ft_transformer+resnet_like+XGBoost+LightGBM,0.5057939271151667,0.6644447331953721,0.9703813908226664,daegu,best |
| deepgbm+ft_transformer+resnet_like+XGBoost+LightGBM,0.5538086053234044,0.7036101925279703,0.9742201470502616,daegu,best |
| deepgbm+ft_transformer,0.6798477338109503,0.7890627213525137,0.9581849730934616,daejeon,best |
| deepgbm+resnet_like,0.665680366173557,0.7799054500657331,0.9548432808510284,daejeon,best |
| deepgbm+XGBoost,0.6574065703012586,0.7732790182043394,0.9541580374445858,daejeon,best |
| deepgbm+LightGBM,0.6615432493953055,0.7763462848232718,0.9551088113714433,daejeon,best |
| ft_transformer+resnet_like,0.5874777029243061,0.7124933721407519,0.9448812078415716,daejeon,best |
| ft_transformer+XGBoost,0.5819133878684225,0.7079795420327318,0.9433591378263508,daejeon,best |
| ft_transformer+LightGBM,0.5805334443959108,0.7070987268766625,0.9437394473970939,daejeon,best |
| resnet_like+XGBoost,0.5621088257073251,0.6925993749297947,0.9389891126248638,daejeon,best |
| resnet_like+LightGBM,0.5552708987061287,0.6862528661139199,0.9386090109871829,daejeon,best |
| XGBoost+LightGBM,0.5288440675809284,0.6634738950206458,0.9327136928080112,daejeon,best |
| deepgbm+ft_transformer+resnet_like,0.6605998838783642,0.7743701608802702,0.9553335870116691,daejeon,best |
| deepgbm+ft_transformer+XGBoost,0.6495239084733958,0.7651993867637442,0.9536631567565769,daejeon,best |
| deepgbm+ft_transformer+LightGBM,0.6556854096497969,0.7699591127202252,0.9550316682053713,daejeon,best |
| deepgbm+resnet_like+XGBoost,0.646377396487214,0.7644362437422076,0.9526370070946761,daejeon,best |
| deepgbm+resnet_like+LightGBM,0.6441717942778256,0.7623630196443353,0.9527517861450042,daejeon,best |
| deepgbm+XGBoost+LightGBM,0.6104936580055047,0.7355161749128437,0.9470099225657277,daejeon,best |
| ft_transformer+resnet_like+XGBoost,0.5926724219238438,0.7169506517948077,0.9453380367792,daejeon,best |
| ft_transformer+resnet_like+LightGBM,0.5868504053718506,0.7120674745305696,0.9448050003742795,daejeon,best |
| ft_transformer+XGBoost+LightGBM,0.5697749480416849,0.6978540261423789,0.9408133093794446,daejeon,best |
| resnet_like+XGBoost+LightGBM,0.5568421888456356,0.6879639430352676,0.9383421289018639,daejeon,best |
| deepgbm+ft_transformer+resnet_like+XGBoost,0.6464484806055241,0.7628617034260374,0.953282847185834,daejeon,best |
| deepgbm+ft_transformer+resnet_like+LightGBM,0.6432761028976647,0.7603027833589299,0.9530166928662326,daejeon,best |
| deepgbm+ft_transformer+XGBoost+LightGBM,0.6268590959555621,0.7470252829879999,0.9501275669336527,daejeon,best |
| deepgbm+resnet_like+XGBoost+LightGBM,0.617990326312608,0.7412687534166494,0.9484927971987257,daejeon,best |
| ft_transformer+resnet_like+XGBoost+LightGBM,0.5778772266115083,0.7046854387067157,0.9426776372150277,daejeon,best |
| deepgbm+ft_transformer+resnet_like+XGBoost+LightGBM,0.6251709503819354,0.7454103687111592,0.9500901389824588,daejeon,best |
| deepgbm+ft_transformer,0.6798477338109503,0.7672365450318365,0.9541375560379602,gwangju,best |
| deepgbm+resnet_like,0.665680366173557,0.7714595133764687,0.9543727976423164,gwangju,best |
| deepgbm+XGBoost,0.6574065703012586,0.7719143895834364,0.9543191075928837,gwangju,best |
| deepgbm+LightGBM,0.6615432493953055,0.7728007686314036,0.9544770483485955,gwangju,best |
| ft_transformer+resnet_like,0.5874777029243061,0.7627495358829616,0.9528777415974249,gwangju,best |
| ft_transformer+XGBoost,0.5819133878684225,0.7549252510472145,0.9515179410587,gwangju,best |
| ft_transformer+LightGBM,0.5805334443959108,0.7489469355258954,0.9505456293509993,gwangju,best |
| resnet_like+XGBoost,0.5621088257073251,0.742686095459662,0.9492615719369842,gwangju,best |
| resnet_like+LightGBM,0.5552708987061287,0.7370427725250878,0.9481963158420041,gwangju,best |
| XGBoost+LightGBM,0.5288440675809284,0.7303546927519567,0.9467888046570956,gwangju,best |
| deepgbm+ft_transformer+resnet_like,0.6605998838783642,0.7743701608802702,0.9553335870116691,gwangju,best |
| deepgbm+ft_transformer+XGBoost,0.6495239084733958,0.7651993867637442,0.9536631567565769,gwangju,best |
| deepgbm+ft_transformer+LightGBM,0.6556854096497969,0.7699591127202252,0.9550316682053713,gwangju,best |
| deepgbm+resnet_like+XGBoost,0.646377396487214,0.7644362437422076,0.9526370070946761,gwangju,best |
| deepgbm+resnet_like+LightGBM,0.6441717942778256,0.7623630196443353,0.9527517861450042,gwangju,best |
| deepgbm+XGBoost+LightGBM,0.6104936580055047,0.7355161749128437,0.9470099225657277,gwangju,best |
| ft_transformer+resnet_like+XGBoost,0.5926724219238438,0.7169506517948077,0.9453380367792,gwangju,best |
| ft_transformer+resnet_like+LightGBM,0.5868504053718506,0.7120674745305696,0.9448050003742795,gwangju,best |
| ft_transformer+XGBoost+LightGBM,0.5697749480416849,0.6978540261423789,0.9408133093794446,gwangju,best |
| resnet_like+XGBoost+LightGBM,0.5568421888456356,0.6879639430352676,0.9383421289018639,gwangju,best |
| deepgbm+ft_transformer+resnet_like+XGBoost,0.6464484806055241,0.7628617034260374,0.953282847185834,gwangju,best |
| deepgbm+ft_transformer+resnet_like+LightGBM,0.6432761028976647,0.7603027833589299,0.9530166928662326,gwangju,best |
| deepgbm+ft_transformer+XGBoost+LightGBM,0.6268590959555621,0.7470252829879999,0.9501275669336527,gwangju,best |
| deepgbm+resnet_like+XGBoost+LightGBM,0.617990326312608,0.7412687534166494,0.9484927971987257,gwangju,best |
| ft_transformer+resnet_like+XGBoost+LightGBM,0.5778772266115083,0.7046854387067157,0.9426776372150277,gwangju,best |
| deepgbm+ft_transformer+resnet_like+XGBoost+LightGBM,0.6251709503819354,0.7454103687111592,0.9500901389824588,gwangju,best |
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