,cv,cv,cv,cv,cv,cv,cv,cv,cv,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,alpha_1,alpha_2,alphas,compute_score,copy_X,fit_intercept,l1_ratio,lambda_1,lambda_2,max_iter,n_components,n_iter,n_nonzero_coefs,normalize,positive,precompute,scale,selection,threshold_lambda,tol,verbose,ycol,ymax,ymin
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,5.375849801689726,4.565283432202221,4.458690905968508,2.916580306378129,ARD,0.9174753606856045,4.456424180143492,,1e-16,1e-16,,False,True,True,,1e-06,1e-06,,,300.0,,False,,,,,10000.0,0.001,True,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,3.431280636950604,3.345431375839753,3.5470935223197926,2.8817740854023484,BRR,0.8841478661542174,3.3230777344114864,,1e-16,1e-16,,False,True,True,,1e-06,1e-06,,,300.0,,False,,,,,,0.001,True,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.78380578702375,10.81558044460392,11.236810692203436,13.152211713567075,Elastic Net,12.316629574668518,12.319346548694686,,,,1e-20,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.777872514534414,10.808569217685676,11.229818597206396,13.146275938306223,Elastic Net,12.310006561091368,12.312962386268728,,,,1.5922827933410873e-20,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.764278163885049,10.792826524519102,11.215007920949393,13.132990095686335,Elastic Net,12.295402778238929,12.298771848122248,,,,2.5353644939701167e-20,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.737587765016292,10.763654916821624,11.186317257861822,13.107204457346702,Elastic Net,12.267437093730715,12.271443923261721,,,,4.03701725859655e-20,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.691694931616222,10.714442826908565,11.136881684760992,13.062813319330413,Elastic Net,12.219626019441213,12.224618342725257,,,,6.428073117284345e-20,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.616565346749429,10.634843182699896,11.056368180454063,12.989930120612472,Elastic Net,12.141728296518416,12.148219082672323,,,,1.0235310218990268e-19,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.497666326512645,10.510579306004976,10.929788859792259,12.874963723737496,Elastic Net,12.019148183241665,12.027983010353326,,,,1.6297508346206402e-19,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.315404429934205,10.321727745843447,10.736448743659778,12.699268674557088,Elastic Net,11.832002302389869,11.844357589957966,,,,2.5950242113997427e-19,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.043932130263357,10.043129280282358,10.449458550093363,12.438671173666002,Elastic Net,11.554379047603828,11.572021664301946,,,,4.1320124001153346e-19,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,12.653197513817839,9.647615770906546,10.038576467163164,12.066297669121585,Elastic Net,11.157190854315624,11.182592206908227,,,,6.579332246575655e-19,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,12.115120747126719,9.11375364033756,9.477747378366523,11.55942067332685,Elastic Net,10.615145322984022,10.651632723070941,,,,1.0476157527896661e-18,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.414212491439478,8.437659870243014,8.757819690180986,10.910725821778145,Elastic Net,9.918203862868618,9.970140776200866,,,,1.6681005372000558e-18,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.557516054100198,7.643398496483721,7.8988987571068705,10.136744331076125,Elastic Net,9.081708910350411,9.154623013292404,,,,2.6560877829466947e-18,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.579458036909964,6.784093329618598,6.950491985220503,9.275810734231687,Elastic Net,8.147918616423894,8.248038491732494,,,,4.229242874389499e-18,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,8.535959040788914,5.931631508969637,5.979863739725673,8.3719458027385,Elastic Net,7.174264681037208,7.308672716812129,,,,6.734150657750801e-18,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,7.494643374719271,5.162572199318545,5.058190667213789,7.4619365413390755,Elastic Net,6.221851496180513,6.397331254553633,,,,1.0722672220103254e-17,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,6.526782632090649,4.54707676071073,4.255882247663375,6.578950979222987,Elastic Net,5.34963601336762,5.572491533237903,,,,1.7073526474706886e-17,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,5.690481541648381,4.126200761622663,3.632021555523958,5.757561152892425,Elastic Net,4.605274337019175,4.880882173484246,,,,2.718588242732929e-17,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,5.012187593388664,3.8878521679742355,3.209763386397317,5.030090313292248,Elastic Net,4.009842057957574,4.342764990041057,,,,4.328761281083062e-17,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,4.481079237300188,3.7686493587416496,2.962605594705872,4.416293791904466,Elastic Net,3.5503595016933285,3.94431483925204,,,,6.892612104349681e-17,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,4.0631507981799935,3.696348545153537,2.832327655445421,3.9180112289525826,Elastic Net,3.19392212477079,3.6496153838553003,,,,1.097498765493059e-16,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,3.7231828868334036,3.622468836675744,2.7603337175356915,3.5258087842530594,Elastic Net,2.9086245918940463,3.421320968216329,,,,1.7475284000076829e-16,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,3.4369135553049444,3.529923688356499,2.7041513332944493,3.2298151743716605,Elastic Net,2.6746843918624865,3.2340612137407163,,,,2.782559402207126e-16,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,3.193256781734989,3.4220624793620993,2.6416507128513587,3.020550805081841,Elastic Net,2.482726815349988,3.0757464641309364,,,,4.4306214575838864e-16,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.9892873019797643,3.3094839100313447,2.5705816693180528,2.884725957979426,Elastic Net,2.3256843160483536,2.942970468122141,,,,7.054802310718631e-16,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.823068816589172,3.1993851962868436,2.4986744785469472,2.803602053939374,Elastic Net,2.1940620368271953,2.83381685687276,,,,1.1233240329780266e-15,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.691923853653203,3.095053260466753,2.4351833895111885,2.756745086840231,Elastic Net,2.0775072406642967,2.745682153518099,,,,1.788649529057435e-15,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.59405633766674,2.996188453169886,2.386629365697798,2.728941813462814,Elastic Net,1.9679472039440817,2.675922359998342,,,,2.8480358684357933e-15,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.531960520486166,2.902948693045968,2.3591778244115345,2.7126481175386483,Elastic Net,1.8619989019035643,2.6248372120929315,,,,4.534878508128591e-15,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.512187862824968,2.8157166686927497,2.3610220066111873,2.7062936797457375,Elastic Net,1.7606594038309047,2.595839585185701,,,,7.220809018385457e-15,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.538481557329284,2.735115227836156,2.3982795465296363,2.710152962030175,Elastic Net,1.6669598655991502,2.591956750226171,,,,1.1497569953977357e-14,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.603668041695741,2.6624378229132204,2.46878422866554,2.7236951998991605,Elastic Net,1.583123591589553,2.6116825276164097,,,,1.8307382802953698e-14,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.6826115965105557,2.598015957016741,2.5616904272265506,2.744545033868872,Elastic Net,1.509240256184403,2.645792189472544,,,,2.9150530628251696e-14,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.744246565310463,2.54688461980814,2.6585043543800104,2.769141547491364,Elastic Net,1.443613725709921,2.6815639912943716,,,,4.6415888336127915e-14,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.7693578275455755,2.517346356632724,2.7436498120320816,2.794806859515032,Elastic Net,1.3843399765096678,2.710394824681364,,,,7.390722033525775e-14,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.76220907846023,2.5188386719514675,2.799263863498757,2.8185597226163264,Elastic Net,1.329835016064006,2.72944506772412,,,,1.176811952434999e-13,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.7385664604017617,2.557563281056166,2.811020584348343,2.839056287527997,Elastic Net,1.2790536125093264,2.7398438875768845,,,,1.8738174228603867e-13,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.714791552961361,2.6317276845338875,2.773238101501366,2.854485919207559,Elastic Net,1.2311745084760697,2.7439239991798097,,,,2.9836472402833345e-13,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.701533616650746,2.7312880105479684,2.7177662929116195,2.862429673776876,Elastic Net,1.1857725277628126,2.750982599348796,,,,4.750810162102794e-13,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.703131843757778,2.8335292801396195,2.697409520374168,2.86281797135099,Elastic Net,1.1430272605050475,2.770857205155488,,,,7.564633275546291e-13,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.7178815536344945,2.9196073957828403,2.7876265705981864,2.8572917155603683,Elastic Net,1.103175266966239,2.817891624156454,,,,1.2045035402587836e-12,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.7417982711892326,2.965865949631848,3.015687027323145,2.849466586984774,Elastic Net,1.0666165400373187,2.8946796012678933,,,,1.917910261672485e-12,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.7748148232438075,2.984459439472234,3.3408145157630735,2.8413315726880035,Elastic Net,1.0336452432764434,2.9981025954104736,,,,3.0538555088334124e-12,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,2.818928225441345,2.9689579013769216,3.7253060965496196,2.838887320397499,Elastic Net,1.0038506842336834,3.1218269561126593,,,,4.8626015800653536e-12,,True,True,0.1,,,1000.0,,,,,False,True,,random,,0.0001,,MnO,115.88,0.0
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