,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv,cv
,Data_file,Fold 1,Fold 2,Fold 3,Fold 4,Method,RMSEC,RMSECV,alpha,alphas,copy_X,fit_intercept,l1_ratio,max_iter,n_components,normalize,positive,precompute,scale,selection,tol,ycol,ymax,ymin
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6529407612393698,0.856345194010753,1.2161253063372501,1.5307694319846854,Elastic Net,1.1045924359382393,1.1059087178845644,,1e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6529407612393698,0.856345194010753,1.2161253063372501,1.5307694319846854,Elastic Net,1.1045924359382393,1.1059087178845644,,1.5922827933410873e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6529407612393698,0.856345194010753,1.2161253063372501,1.5307694319846854,Elastic Net,1.1045924359382393,1.1059087178845644,,2.5353644939701167e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6529407612393698,0.856345194010753,1.2161253063372501,1.5307694319846854,Elastic Net,1.1045924359382393,1.1059087178845644,,4.03701725859655e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6529407612393698,0.856345194010753,1.2161253063372501,1.5307694319846854,Elastic Net,1.1045924359382393,1.1059087178845644,,6.428073117284345e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6529161201164284,0.856297460495838,1.2161094930327108,1.5307694319846854,Elastic Net,1.1045924359382393,1.1058914268655275,,1.0235310218990268e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6521436268703749,0.8558286814988805,1.215719874610188,1.530519681053594,Elastic Net,1.1041348907267436,1.105490544135792,,1.6297508346206402e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6510446837909655,0.8551905777869079,1.2151857811567528,1.5298382109122919,Elastic Net,1.1034793894683754,1.1048270305500554,,2.5950242113997427e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6485546147333829,0.8533505469634971,1.2138601301893257,1.5287381716261899,Elastic Net,1.101688265776078,1.1033599820569793,,4.1320124001153346e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6448087662946251,0.8499848934806975,1.2106375558233617,1.5256593063779245,Elastic Net,1.097990964254517,1.1002283715522228,,6.579332246575655e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6397499358685185,0.8444133868123661,1.2050602452359336,1.520067228977716,Elastic Net,1.091967908262545,1.094993233648211,,1.0476157527896661e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6333916867171405,0.8360486315362083,1.1964743897604133,1.5112127397570891,Elastic Net,1.0829093601514035,1.0871176286595363,,1.6681005372000558e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6262960062607605,0.8246261232054497,1.1842664055556038,1.4981981962798672,Elastic Net,1.0703111020480036,1.0761721633316215,,2.6560877829466947e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6191960751636281,0.8106017485902905,1.1686305779568484,1.4808386846159887,Elastic Net,1.0544633007533055,1.0623508843598377,,4.229242874389499e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6120814758795445,0.7941102561174986,1.1495123550722095,1.4593168009551016,Elastic Net,1.0352979035292906,1.04572167131315,,6.734150657750801e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6040226683300967,0.7747846634121943,1.1263820908887885,1.4335849668084464,Elastic Net,1.0123257964122592,1.025908290703176,,1.0722672220103254e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.592817796914867,0.7516565427233861,1.097625012762008,1.402883955561032,Elastic Net,0.9841102608502104,1.0016819421957297,,1.7073526474706886e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.5752783803966994,0.7221804917340495,1.0611736930283375,1.3655095650278894,Elastic Net,0.9482365445217362,0.9709410290058916,,2.718588242732929e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.5491374086593868,0.6848253181968134,1.0138751780848716,1.3196951911673063,Elastic Net,0.9025386183645563,0.9315922251937161,,4.328761281083062e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.5149170699210166,0.6397494493535333,0.954615733742344,1.2645773141424799,Elastic Net,0.8466280243832983,0.8831940524262638,,6.892612104349681e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4766858211900398,0.5896160964192643,0.8843323141463588,1.201703549227992,Elastic Net,0.7825210043276635,0.8276935885569648,,1.097498765493059e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4407696112587188,0.5395436437765697,0.8062307623479067,1.1367275449552583,Elastic Net,0.7148854453664985,0.7698251582708748,,1.7475284000076829e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.414155182049668,0.49484375110065154,0.7254539510022452,1.0764611153861725,Elastic Net,0.6493744157631807,0.7154325418947723,,2.782559402207126e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3994465297162091,0.45829062810187504,0.6473246891546507,1.0258639801535487,Elastic Net,0.5900415516764478,0.6687709441174307,,4.4306214575838864e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3942354319620398,0.42903038507196406,0.5755963935022803,0.986013255888345,Elastic Net,0.5383394908733611,0.6309567921292815,,7.054802310718631e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.39334169246289535,0.4063361938650716,0.5120329914698791,0.9539466275188647,Elastic Net,0.4926444810903556,0.6005268646904144,,1.1233240329780266e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3918642107788856,0.38998571950505084,0.4562456426199636,0.924747392144814,Elastic Net,0.450726927629561,0.5746061508148178,,1.788649529057435e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3873386321701631,0.38071998475092744,0.4080631743762459,0.8949254597431989,Elastic Net,0.41125166982915706,0.5512837328110612,,2.8480358684357933e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3801028158277438,0.37839808772372624,0.36847812490851956,0.8624529508000565,Elastic Net,0.37468623932833567,0.529766175215573,,4.534878508128591e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3717771769548216,0.38119016320847726,0.3403366501575998,0.8274874575391635,Elastic Net,0.34251352492871867,0.5104200159142311,,7.220809018385457e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3645330307358341,0.3862831619182517,0.32488380131251443,0.791451363623947,Elastic Net,0.3157983957663243,0.49377772434588524,,1.1497569953977357e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3596439861209856,0.39226279940165754,0.3186186029208802,0.7566591910149577,Elastic Net,0.2944434320768638,0.4800537212150128,,1.8307382802953698e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3571250342389268,0.39912957788019204,0.3150316151640315,0.7251062613331706,Elastic Net,0.2772745891609736,0.46887497476434553,,2.9150530628251696e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3557702431448177,0.4068862450050479,0.3074743164818509,0.6980430491096196,Elastic Net,0.26282776257804635,0.4592553925103529,,4.6415888336127915e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3541327203806147,0.41513660632762617,0.2944162129400901,0.6760336891731461,Elastic Net,0.2500328585464486,0.45071085267536565,,7.390722033525775e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3524235188741658,0.4224225415842077,0.27905704417080923,0.6590013686314752,Elastic Net,0.23839034866887415,0.44348231976812935,,1.176811952434999e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.35397648320949465,0.42811491990897804,0.27080130386964235,0.6463935463472553,Elastic Net,0.2277791861100327,0.43943967898789627,,1.8738174228603867e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3623948561217133,0.43270291784091336,0.2811712664112821,0.6377055885663575,Elastic Net,0.2182216127259966,0.44111104129100803,,2.9836472402833345e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3769220128235691,0.43729578381292844,0.3147576444809281,0.6322374287437054,Elastic Net,0.2097037996022059,0.449525962297764,,4.750810162102794e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.39360764851740554,0.4438092159014979,0.36679797322029567,0.6290155203302954,Elastic Net,0.20220997562671889,0.46401785659348443,,7.564633275546291e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.40521892691148687,0.45206078371352537,0.4268472273495999,0.6277515851452936,Elastic Net,0.19562155409831672,0.48146672298711085,,1.2045035402587836e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4077904876632094,0.46161452598542185,0.4859497396151825,0.6276532903524393,Elastic Net,0.1898039921698089,0.4987385049942789,,1.917910261672485e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.401888961136356,0.4719616292529883,0.5458531580060656,0.628153600584437,Elastic Net,0.18458732528838726,0.5160812330039211,,3.0538555088334124e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3877174814694154,0.48399076196009577,0.6014644135707521,0.62906192578501,Elastic Net,0.17987384532651554,0.5322927505766705,,4.8626015800653536e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.37060432807263693,0.4982792428816197,0.6548207091922171,0.6304878613362886,Elastic Net,0.17558537614570868,0.54906624532377,,7.742636826811278e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.35654321283849344,0.5148020028093323,0.7019679147944398,0.6322979063408823,Elastic Net,0.17169822574662133,0.5659376686080531,,1.2328467394420634e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.34835856586902264,0.5322204678079279,0.7408019784064861,0.6346856210929169,Elastic Net,0.1682071525764544,0.5819750111517855,,1.9630406500402685e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.34719625128239673,0.5496840862454174,0.7841840207531537,0.6374700378987669,Elastic Net,0.16509799968407807,0.6011479821998926,,3.125715849688235e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.35223334419244773,0.5638626531566969,0.8207543881580169,0.640727876968958,Elastic Net,0.16240354129886586,0.6185682390534346,,4.977023564332114e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3609173628276486,0.5751863022500628,0.8611790755360971,0.6445768744955254,Elastic Net,0.16008210582271784,0.6376031023078786,,7.924828983539185e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.37168130936197497,0.5838814623710666,0.8994273101730159,0.6484065164206091,Elastic Net,0.1580972650942881,0.6557816318124474,,1.2618568830660183e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.38254564620014964,0.5926137665532721,0.9338334493106605,0.6523169966193955,Elastic Net,0.15642179562230543,0.6727471242323697,,2.0092330025650458e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3924802224897744,0.6013110271235172,0.9668485316377627,0.6563711757174092,Elastic Net,0.15500382325323753,0.689193992030568,,3.1992671377973845e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4022112865511688,0.6108456216567667,1.0041761221598315,0.6600544387400892,Elastic Net,0.15381287162624313,0.7074208858604775,,5.094138014816385e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4105650992543286,0.622294237993511,1.0409266356384084,0.6635846196825962,Elastic Net,0.152817503412171,0.7257018844214821,,8.111308307896856e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.41731880080455724,0.6346796393783497,1.0749436266467112,0.6669969577471996,Elastic Net,0.15198016917796764,0.7429649875189941,,1.2915496650148826e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4229395649931393,0.6473551816799199,1.1103249159644388,0.6701257926943089,Elastic Net,0.15127986350333558,0.760670759975919,,2.0565123083486515e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.42604929482124976,0.6604472257418731,1.146030423924936,0.6727069130160521,Elastic Net,0.15068859862316952,0.7782012598526078,,3.2745491628777316e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,15.0,0.0
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