,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,32.06539057819262,23.43287727282657,24.321376780990555,28.25223663532762,Elastic Net,27.318546941114185,27.422446497985778,,1e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,31.93230723929474,23.287233560241404,24.20348834880115,28.125620941825844,Elastic Net,27.18383531393117,27.292910415739286,,1.5922827933410873e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,31.719694332841502,23.056622256193155,24.0158783391771,27.923859356811445,Elastic Net,26.969491553757813,27.08670002013963,,2.5353644939701167e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,31.38964448229553,22.701653715550588,23.7263458012363,27.61193247480617,Elastic Net,26.637539287952503,26.767970657006657,,4.03701725859655e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,30.8902415947477,22.169892123292076,23.29427128567692,27.14410334201936,Elastic Net,26.138262869367832,26.289337211552176,,6.428073117284345e-20,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,30.159186199705854,21.40131732551389,22.674721629935508,26.468266359196743,Elastic Net,25.413937909077596,25.596203617404782,,1.0235310218990268e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,29.134432641174733,20.345610418238326,21.83302301569545,25.540043921707145,Elastic Net,24.41190365487674,24.640495513890908,,1.6297508346206402e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,27.776559671320403,18.99340563131007,20.76657424380418,24.34517041115326,Elastic Net,23.109732395795525,23.404434045854543,,2.5950242113997427e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,26.09695220804307,17.410164019185654,19.517114100243266,22.92105338512702,Elastic Net,21.538485929718632,21.92406165720192,,4.1320124001153346e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,24.167519346720336,15.738459178289569,18.15735923245153,21.34207268833458,Elastic Net,19.779328891889282,20.284839464008684,,6.579332246575655e-19,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,22.095743279915617,14.15080890314946,16.734167849069713,19.66224584837338,Elastic Net,17.91884297186984,18.57580562953799,,1.0476157527896661e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,19.986900082524333,12.763263930910831,15.232742078093716,17.867399215021905,Elastic Net,16.004253870029743,16.840793945119582,,1.6681005372000558e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,17.925209619125134,11.615825541473708,13.61412986212231,15.908968921300865,Elastic Net,14.057616040346948,15.089159826602977,,2.6560877829466947e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,15.992876733934983,10.702276377265614,11.897319341177386,13.804501107531467,Elastic Net,12.133370832137015,13.357694570994038,,4.229242874389499e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,14.286709159049256,9.999893516298588,10.19195746666515,11.713098409894195,Elastic Net,10.347803114231143,11.750754269263263,,6.734150657750801e-18,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,12.88861084769112,9.455954132624356,8.651486793315907,9.913244955084314,Elastic Net,8.823591583321974,10.402821618473864,,1.0722672220103254e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.833160421754924,8.98419180638816,7.392404685417561,8.652302130146806,Elastic Net,7.6188146352705415,9.394478266864851,,1.7073526474706886e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.089673365746808,8.509523324323908,6.445103648422653,7.990721392945519,Elastic Net,6.705226088709284,8.708584918433463,,2.718588242732929e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.585952075846183,8.009132394509827,5.761053917102681,7.7864929354198225,Elastic Net,6.00503563477841,8.264182066069818,,4.328761281083062e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.245927069733327,7.509333354859716,5.257455112905192,7.83622671147047,Elastic Net,5.437006270112934,7.976792380013365,,6.892612104349681e-17,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.01997665163978,7.048562334174872,4.857222627358848,7.993351616340829,Elastic Net,4.942798261152712,7.789380139512414,,1.097498765493059e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.893458894890545,6.646000164459495,4.51265063473808,8.181191298966713,Elastic Net,4.495205772653968,7.67255531307704,,1.7475284000076829e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.872851352319575,6.285639916952607,4.202379373756227,8.36208981500831,Elastic Net,4.09011415399601,7.609753018610722,,2.782559402207126e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.95727911360711,5.936434310391066,3.916375617008076,8.515630951142523,Elastic Net,3.7329447866971344,7.586024602593731,,4.4306214575838864e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.118547737494708,5.574072290281315,3.645225078706341,8.629414412435901,Elastic Net,3.42416891794021,7.582378926509972,,7.054802310718631e-16,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.302042333144913,5.201156481667458,3.3837755229033157,8.697695820486706,Elastic Net,3.15597254747847,7.578626305752739,,1.1233240329780266e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.441775652983441,4.8439345725442235,3.139355205617025,8.728976662614294,Elastic Net,2.9173642046656667,7.558872247428095,,1.788649529057435e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.486632356646007,4.544522560896579,2.9352837595187116,8.74059693422706,Elastic Net,2.700808954787539,7.5166313867485695,,2.8480358684357933e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.412332276392931,4.343789977353703,2.8086170749274215,8.758696610589281,Elastic Net,2.503734196686198,7.457298326675344,,4.534878508128591e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.227853646663418,4.265679887977818,2.809865186467753,8.798074438452101,Elastic Net,2.3264910172260316,7.394348950556155,,7.220809018385457e-15,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.961060988026732,4.308425719432951,2.991701260994108,8.848267539773447,Elastic Net,2.1696412934694744,7.339833122911775,,1.1497569953977357e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.654772652624075,4.450907098803726,3.3818700700134485,8.884617804472718,Elastic Net,2.031606381910454,7.305908552179152,,1.8307382802953698e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.346502124553602,4.688706875579412,3.9498232661153447,8.881840049722333,Elastic Net,1.909101454518454,7.302255733303664,,2.9150530628251696e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.06287701599578,5.025200709617755,4.625657270648185,8.82125896631615,Elastic Net,1.7983618004563426,7.333034198234476,,4.6415888336127915e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.82088996762131,5.450852933339368,5.3398727140294096,8.705294162561538,Elastic Net,1.6958319992498072,7.400136786606877,,7.390722033525775e-14,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.632666399233326,5.921199221759061,6.038337303660744,8.55012924459059,Elastic Net,1.598859587469846,7.498854889067937,,1.176811952434999e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.47894098291061,6.395714234147981,6.704504963156776,8.380672019158354,Elastic Net,1.5054304678104562,7.61950369645177,,1.8738174228603867e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.365786253530947,6.851769034064226,7.343701111808772,8.200492567657642,Elastic Net,1.414479132512835,7.758341784424023,,2.9836472402833345e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.286823339356046,7.292085681564044,7.965803382539587,8.037219280594659,Elastic Net,1.325446360802863,7.92098329177392,,4.750810162102794e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.242029502577815,7.761951618722467,8.594058179985437,7.917038627770803,Elastic Net,1.2375136737296635,8.126778417714632,,7.564633275546291e-13,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.237954489296863,8.301752616075003,9.23203955272103,7.844645966207346,Elastic Net,1.1491465028030243,8.386357928019478,,1.2045035402587836e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.25370330257714,8.964940482353995,9.87176861339902,7.841922757858353,Elastic Net,1.0600873766993837,8.70909813207425,,1.917910261672485e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.266644787735176,9.756812984813756,10.478463062407187,7.877286127262678,Elastic Net,0.9701470453973297,9.073608467788306,,3.0538555088334124e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.278411246523389,10.634127145278011,11.019942658864837,7.947032622719724,Elastic Net,0.8804190147784215,9.460774209872564,,4.8626015800653536e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.268495451041701,11.564462287911013,11.473302416352004,8.048181380721399,Elastic Net,0.7926043724158033,9.850871022605231,,7.742636826811278e-12,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.247900520943592,12.484396521798079,11.855490960490426,8.188623844113053,Elastic Net,0.709440619061523,10.235162114567641,,1.2328467394420634e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.21423271590867,13.383151439483902,12.126691791565365,8.370364037750024,Elastic Net,0.6333157430109997,10.598642502357169,,1.9630406500402685e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.177906148174257,14.17766626382906,12.309619489611539,8.568560482599883,Elastic Net,0.5654739400342428,10.918345629208066,,3.125715849688235e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.142384885439474,14.890235274565528,12.420956508230049,8.778162732149022,Elastic Net,0.5062039582165958,11.202787279890574,,4.977023564332114e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.113970610275272,15.494567013673983,12.49357311518583,8.95888621781101,Elastic Net,0.45506171849797666,11.443038462231408,,7.924828983539185e-11,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.094811884447239,15.995567399381736,12.520551753250196,9.048534112909799,Elastic Net,0.41097249023693283,11.62391102555321,,1.2618568830660183e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.08934219684039,16.381502426340294,12.538563248830567,9.14574659731175,Elastic Net,0.3726917394658746,11.771966669693395,,2.0092330025650458e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.092216128693632,16.713200776651508,12.52508739874854,9.19720949948192,Elastic Net,0.3390695502930206,11.887501471334746,,3.1992671377973845e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.104656010937239,16.975076368392166,12.517920074932592,9.229287320347463,Elastic Net,0.30949799025979474,11.980213972072837,,5.094138014816385e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.12040106234836,17.18699175801533,12.50844974113178,9.241807584202432,Elastic Net,0.28311431283014055,12.05289221737222,,8.111308307896856e-10,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.13416996871733,17.316765033335606,12.50577458529927,9.262484380615568,Elastic Net,0.26490585253243665,12.101874976042833,,1.2915496650148826e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.149778287308411,17.432944339424036,12.50314866798438,9.277301274246224,Elastic Net,0.2429642747757219,12.1455561612572,,2.0565123083486515e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.166622008495672,17.53389908904843,12.500059298224443,9.28737545157038,Elastic Net,0.23123934746278652,12.183372252604459,,3.2745491628777316e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.173187425169628,17.548170560835626,12.491860636591442,9.293126352034529,Elastic Net,0.21681675849955842,12.188538066748993,,5.214008287999674e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.182947199080797,17.622869532802934,12.482862361114945,9.29594657562405,Elastic Net,0.2147875423780314,12.213541820670551,,8.302175681319736e-09,True,True,0.1,1000.0,,,False,True,,random,0.0001,MnO,115.88,1.0
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