,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,0.6452933582757601,0.8582418492035312,0.4863042039004593,0.6856600899953523,Elastic Net,0.6761534105321725,0.6768661104202244,,1e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6452933582757601,0.8582418492035312,0.4863042039004593,0.6856600899953523,Elastic Net,0.6761534105321725,0.6768661104202244,,1.5922827933410873e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6452933582757601,0.8582418492035312,0.4863042039004593,0.6856600899953523,Elastic Net,0.6761534105321725,0.6768661104202244,,2.5353644939701167e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6452933582757601,0.8582418492035312,0.4863042039004593,0.6856600899953523,Elastic Net,0.6761534105321725,0.6768661104202244,,4.03701725859655e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6452933582757601,0.8582418492035312,0.4863042039004593,0.6856600899953523,Elastic Net,0.6761534105321725,0.6768661104202244,,6.428073117284345e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6452933582757601,0.8582418492035312,0.4863042039004593,0.6856600899953523,Elastic Net,0.6761534105321725,0.6768661104202244,,1.0235310218990268e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6452933582757601,0.8582418492035312,0.48619956525821917,0.6856600899953523,Elastic Net,0.676108479679005,0.6768462451061925,,1.6297508346206402e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6446888844234974,0.8577705158540564,0.4860252055945952,0.6851344942041796,Elastic Net,0.6755832376454963,0.6763941248265826,,2.5950242113997427e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6438986877444635,0.8571476800469384,0.4859575992575718,0.6841921253958617,Elastic Net,0.6749215668751277,0.675772038854133,,4.1320124001153346e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6423510648710739,0.8559792025399755,0.4854271624426875,0.6825741408061738,Elastic Net,0.6735003975450525,0.6745469632595106,,6.579332246575655e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6397448350506324,0.8535345585790073,0.48318844579410686,0.679604491272148,Elastic Net,0.670712758245785,0.6720259420875851,,1.0476157527896661e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6362736870984514,0.8495345760384329,0.479086505235429,0.6754291758569486,Elastic Net,0.6662745968369375,0.6681778884812478,,1.6681005372000558e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6319816405370637,0.8434346552715386,0.47179321505300154,0.6695227735873386,Elastic Net,0.6598600302580756,0.6624765612617821,,2.6560877829466947e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6271173217446648,0.8352126802803224,0.46162333413245876,0.6622294562024078,Elastic Net,0.6515255077892108,0.6551259391504295,,4.229242874389499e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6220328760964793,0.8252688349818297,0.449548579414702,0.6543017817930872,Elastic Net,0.6418328509320476,0.6467055648085399,,6.734150657750801e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6164431732652084,0.8138446853718886,0.4366856145123367,0.6457947266805685,Elastic Net,0.6308948247210766,0.6374435406332721,,1.0722672220103254e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.6092179486541417,0.8004225954084728,0.42360509130028456,0.6359679716093314,Elastic Net,0.6181042596841155,0.6268223486847312,,1.7073526474706886e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.5987737853098819,0.7838516716577701,0.40985056273143816,0.6230891007796585,Elastic Net,0.6020652143649781,0.6135876794926658,,2.718588242732929e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.5831532762949636,0.7625117661732004,0.3939992243732623,0.6050177834590144,Elastic Net,0.5810369222759878,0.5959763318818379,,4.328761281083062e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.5602348329370367,0.7351738066346698,0.37497188392883435,0.5798547564773605,Elastic Net,0.5538955879805971,0.5724241397450686,,6.892612104349681e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.5296327255697648,0.7009452854795051,0.3525886162544718,0.5477471408546367,Elastic Net,0.5202875207070897,0.5425623576602591,,1.097498765493059e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.49183290557561865,0.6601808170227288,0.32796945103991415,0.5111208716499543,Elastic Net,0.48142700652961373,0.5073906413256942,,1.7475284000076829e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4499593207657744,0.6148302611376096,0.3028449815185178,0.47492597930795666,Elastic Net,0.4400565416872439,0.4697741433878935,,2.782559402207126e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.40816125105400564,0.5676983998817866,0.27985540484495586,0.44531780998692133,Elastic Net,0.3998312006842888,0.4335555527467319,,4.4306214575838864e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3708864181457719,0.5216587156082664,0.26097852316714015,0.42557167168078275,Elastic Net,0.3636001499564975,0.4019469409272829,,7.054802310718631e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3412675960425437,0.47862900718621215,0.2470397525138826,0.4148409178173705,Elastic Net,0.3324411614117262,0.3764014437186179,,1.1233240329780266e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3195954183498198,0.43960322386872935,0.23770570366127322,0.40932042213949926,Elastic Net,0.305340041445537,0.35640803291317424,,1.788649529057435e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3042432311759985,0.4046599824372154,0.23344215591477133,0.4049532819927054,Elastic Net,0.2808752981772206,0.3406599667842705,,2.8480358684357933e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.29336826513958775,0.3742007220893467,0.2357957841524898,0.3990399884526303,Elastic Net,0.25821440768208814,0.32836442142037925,,4.534878508128591e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.2857494496123386,0.349005634283714,0.24660994476384943,0.3907638390851224,Elastic Net,0.2375371219884274,0.31960761058337855,,7.220809018385457e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.2810903689093289,0.32970384406592806,0.26625333018600156,0.3806006696185249,Elastic Net,0.21948702768427547,0.31489467303474805,,1.1497569953977357e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.27939939656240054,0.31641929294445265,0.29449735849682696,0.3700548649012205,Elastic Net,0.20456598869775855,0.31497296473657166,,1.8307382802953698e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.28051856309841605,0.3087443618608997,0.33058796102626553,0.36058098798691984,Elastic Net,0.19262340264770506,0.3202960847116688,,2.9150530628251696e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.28412066999584046,0.3060088653317004,0.37444784826175015,0.35326598150507027,Elastic Net,0.1830011695783011,0.3312018640200288,,4.6415888336127915e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.289891279415267,0.3068045506317644,0.4259986354743478,0.34845172916573586,Elastic Net,0.17494216351818923,0.34758770772451,,7.390722033525775e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.2988793472316565,0.30998464612085136,0.4877384149475756,0.3459842311400798,Elastic Net,0.1679107453195658,0.370413112059405,,1.176811952434999e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3132742281442953,0.3138755879942236,0.5599121939281445,0.34515376606730414,Elastic Net,0.16163814924104367,0.3999702023705141,,1.8738174228603867e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.33488553406797195,0.31748812291095596,0.6429561658743097,0.3452721542017185,Elastic Net,0.15601961308463835,0.4366420316791697,,2.9836472402833345e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3635169670199694,0.32040058016271117,0.7381652900915479,0.3456739168200664,Elastic Net,0.15096955542373736,0.4808537604499819,,4.750810162102794e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.39533228894783445,0.3225562833731916,0.8455959715092466,0.34609753487008765,Elastic Net,0.14643356478718453,0.531966370037901,,7.564633275546291e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4266500037746412,0.3240511832470365,0.9608944905301358,0.34605658885644885,Elastic Net,0.14230123629030914,0.5874393530106468,,1.2045035402587836e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.452606156569186,0.32548782986129765,1.077898223441579,0.34556224632654736,Elastic Net,0.13850124970835284,0.6436797734939894,,1.917910261672485e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4712177966867909,0.3272550598875869,1.189213392294663,0.34452982337262217,Elastic Net,0.13496000741821515,0.6969135170394377,,3.0538555088334124e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.48058710508446967,0.32935171372362604,1.2845208783076296,0.34320069064393266,Elastic Net,0.1316272310609279,0.7419424992678676,,4.8626015800653536e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.48161364210270174,0.33384062494098504,1.3617813582851428,0.34169329345317945,Elastic Net,0.12847720366259388,0.7779770111894571,,7.742636826811278e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.47681646806767014,0.3401289098593953,1.4144073826371548,0.3408121279765455,Elastic Net,0.12550664774331827,0.8021952751663091,,1.2328467394420634e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4677710976264471,0.3482494379724361,1.446930513076687,0.3403830999387375,Elastic Net,0.12275946158151027,0.8167734052522527,,1.9630406500402685e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4565535556812889,0.35628044817234217,1.4640654826395694,0.34069634566205453,Elastic Net,0.12024545808018201,0.8239892155259877,,3.125715849688235e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4437676825012443,0.3658772652416241,1.4673261721256634,0.341740465130965,Elastic Net,0.11800523035578966,0.824778516437287,,4.977023564332114e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4291754269415867,0.37711061483267055,1.469912931180224,0.34303353460385416,Elastic Net,0.11603291385811028,0.8252862662201124,,7.924828983539185e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.4150769464676683,0.38623878997044087,1.471284954534277,0.34503831600864976,Elastic Net,0.11432354471022643,0.8252260556782797,,1.2618568830660183e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.40210946926065666,0.39612216883144497,1.4792591286913144,0.34741426972002226,Elastic Net,0.11286347601710686,0.8286381157619334,,2.0092330025650458e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3884071961855446,0.40596913978508115,1.4916232314516957,0.3495364612406856,Elastic Net,0.11162699443574381,0.8340940131130445,,3.1992671377973845e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.37661585446814666,0.41647410644585103,1.511137057707772,0.35170288240626274,Elastic Net,0.1105803774597435,0.8433445246243089,,5.094138014816385e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3650104805798316,0.42349116871134973,1.5324396006662284,0.35374751834539736,Elastic Net,0.10969553712570894,0.8531288207907709,,8.111308307896856e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3562971394119616,0.4301049782090259,1.560663648411644,0.3557480256032533,Elastic Net,0.10895123453113877,0.8665534571945119,,1.2915496650148826e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.3484992471511994,0.43613985442048087,1.5845414081237421,0.3571099170864101,Elastic Net,0.10833072455528005,0.8779423648125984,,2.0565123083486515e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,0.342933083857022,0.4402712069399299,1.6090473514261368,0.3585117516613017,Elastic Net,0.10780168091560306,0.8896878835741069,,3.2745491628777316e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,10.0,0.0
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