,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,alphas,copy_X,fit_intercept,l1_ratio,max_iter,n_components,positive,precompute,scale,selection,tol,ycol,ymax,ymin
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,29.331023334204932,18.80245915128776,21.467501639287388,24.762705154129947,Elastic Net,23.91688127711282,24.084476083552744,1e-20,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,29.227828010777902,18.712340056791383,21.343594870029253,24.663222789371822,Elastic Net,23.807787093962343,23.981116596141028,1.5922827933410873e-20,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,29.062378094155836,18.571326795824316,21.14554995018133,24.504625277191195,Elastic Net,23.634176093482473,23.81642322856358,2.5353644939701167e-20,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,28.80436433309997,18.35535238274586,20.838310192193397,24.257759503008806,Elastic Net,23.364442873299772,23.560852711577542,4.03701725859655e-20,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,28.411294520231234,18.03321852319072,20.37201746747165,23.884050314403655,Elastic Net,22.9551878080372,23.17394937636088,6.428073117284345e-20,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,27.831496452149747,17.57246528288911,19.688726394446178,23.33827886016621,Elastic Net,22.357877319516994,22.608702872356826,1.0235310218990268e-19,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,27.012564465995105,16.952298676732802,18.73433933156967,22.578003024647973,Elastic Net,21.523257369423327,21.821858639614522,1.6297508346206402e-19,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,25.92005983235818,16.185271394328822,17.490751000912343,21.58270600001378,Elastic Net,20.429965124132753,20.796101446124283,2.5950242113997427e-19,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,24.563972423966305,15.341556894236591,16.019699993839236,20.378083562621036,Elastic Net,19.10902644863719,19.56866442517379,4.1320124001153346e-19,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,23.012211388698496,14.546090910247175,14.48680292485337,19.04182048447781,Elastic Net,17.654086716063386,18.24085197412096,6.579332246575655e-19,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,21.367570389097555,13.919460057189442,13.103377049922853,17.670163714635677,Elastic Net,16.184765589630487,16.937851421238555,1.0476157527896661e-18,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,19.715234465694582,13.510429618875333,11.981348500236617,16.327858601542168,Elastic Net,14.777243278199402,15.737529207401748,1.6681005372000558e-18,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,18.08645382266412,13.217999271339059,11.04206008583623,15.018481694845468,Elastic Net,13.430582758833879,14.619247707099772,2.6560877829466947e-18,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,16.47655512495043,12.873846220659447,10.110677151808638,13.708529524166629,Elastic Net,12.09613413120999,13.506926343696588,4.229242874389499e-18,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,14.886601634514214,12.313637245656128,9.079565226420728,12.385573923796999,Elastic Net,10.742241234741947,12.340713938374563,6.734150657750801e-18,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,13.36439866404087,11.452195035992263,7.978052905549925,11.086487869415459,Elastic Net,9.390864229576515,11.127349487256039,1.0722672220103254e-17,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.997629660032048,10.330119316619315,6.948232281025358,9.901999279077117,Elastic Net,8.114576243385539,9.94831581440724,1.7073526474706886e-17,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.879862712850663,9.099284408528145,6.150725533642474,8.929038481187966,Elastic Net,6.997357472836569,8.920006266727176,2.718588242732929e-17,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.069255710328296,7.965272204118086,5.68102355049238,8.226372441146404,Elastic Net,6.091209386375836,8.14232964771582,4.328761281083062e-17,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.562375975727667,7.090921284570755,5.525991231415356,7.790089634085053,Elastic Net,5.392918825675963,7.650501695651266,6.892612104349681e-17,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.305189277217533,6.509168651504404,5.593927627318353,7.569287098274913,Elastic Net,4.857540362083937,7.4047642969634415,1.097498765493059e-16,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.223990088061994,6.140308324284814,5.775226882534549,7.496336263225095,Elastic Net,4.430076033006493,7.324824331932252,1.7475284000076829e-16,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.252295529684174,5.8755399185558685,5.987359791610423,7.520173064147439,Elastic Net,4.072950526348678,7.3363049163933125,2.782559402207126e-16,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.342284902669068,5.642187714073928,6.17317892897204,7.610851793287283,Elastic Net,3.7650364196053325,7.389146508582379,4.4306214575838864e-16,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.455556507543857,5.399150931643041,6.292525106666873,7.75353565667316,Elastic Net,3.4918319163605513,7.450453972121186,7.054802310718631e-16,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.560190893261924,5.102466872233258,6.315553527997232,7.932874900811085,Elastic Net,3.2416972062656897,7.492487107222319,1.1233240329780266e-15,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.629761491943832,4.7257690991264045,6.2214510392311,8.127650149356132,Elastic Net,3.008421676021829,7.494391868933697,1.788649529057435e-15,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.651583743323148,4.321575861678927,6.012078013600969,8.315485765746025,Elastic Net,2.7919087925092723,7.456476895672338,2.8480358684357933e-15,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.62965109355986,4.072902880921794,5.723702479206809,8.476978128283017,Elastic Net,2.5935446789500336,7.406158564318802,4.534878508128591e-15,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.580233198962329,4.239114645345306,5.44426590602057,8.602555818904317,Elastic Net,2.411939254842987,7.393176583834643,7.220809018385457e-15,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.517466746869891,4.9628027363462515,5.301207013147168,8.693929628491512,Elastic Net,2.2439873257773106,7.472572407028244,1.1497569953977357e-14,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.45307603006477,6.182513749847271,5.4011025086774245,8.762043907832407,Elastic Net,2.0881847506036033,7.689537468336733,1.8307382802953698e-14,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.398865820569677,7.737826428077497,5.763444015672056,8.821135029160617,Elastic Net,1.9463268627094807,8.06184995966745,2.9150530628251696e-14,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.37343830249785,9.527257038713428,6.317470433135239,8.906688932429352,Elastic Net,1.820013974711902,8.594395163803853,4.6415888336127915e-14,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.391095578401938,11.438111902506735,6.9848393478559165,9.054542928360435,Elastic Net,1.7081480419943313,9.265108292230563,7.390722033525775e-14,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.46051751717799,13.356836817921064,7.706897841659207,9.306188437418703,Elastic Net,1.606051032425588,10.03503160886507,1.176811952434999e-13,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.575434850350646,15.256117445282523,8.440312881123614,9.689181062377806,Elastic Net,1.5078512742500982,10.876667455603716,1.8738174228603867e-13,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.715589953369259,17.062447794435126,9.175398464841564,10.215436034815227,Elastic Net,1.4089559431340224,11.749409848081322,2.9836472402833345e-13,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,9.867303892228733,18.696509906829736,9.88653617327034,10.883345071842923,Elastic Net,1.3058468150987101,12.608401492208477,4.750810162102794e-13,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.022744132895088,20.248623714945126,10.566432768742509,11.695096861851773,Elastic Net,1.1965374721411612,13.47453279369004,7.564633275546291e-13,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.174988952094557,21.644636667430866,11.186933269620388,12.589637414860718,Elastic Net,1.081267655060384,14.299934865862388,1.2045035402587836e-12,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.325598013336863,22.96908819196784,11.733682154241478,13.56922579811468,Elastic Net,0.9609554641265706,15.10999447772096,1.917910261672485e-12,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.474907628261757,24.12233989842915,12.180937762267488,14.543990486202631,Elastic Net,0.8384221914874346,15.844977998667922,3.0538555088334124e-12,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.615207142876772,25.10652905668833,12.515775476408283,15.463749807896605,Elastic Net,0.7181295750997838,16.48929004123685,4.8626015800653536e-12,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.754062223361936,25.903731842182637,12.777718908144731,16.318689872244665,Elastic Net,0.604241832510209,17.04303604683704,7.742636826811278e-12,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,10.889206340789432,26.53632105002996,12.975091210299745,17.03406045740357,Elastic Net,0.5013790070917991,17.49567900667259,1.2328467394420634e-11,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.009447199761036,26.952815227756638,13.096200079075423,17.621097267000827,Elastic Net,0.41200848425036873,17.827647757792324,1.9630406500402685e-11,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.12342074591282,27.285290564314217,13.186158723114808,18.055950420352108,Elastic Net,0.33722545840512674,18.086500800814466,3.125715849688235e-11,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.222583609363896,27.507329753164882,13.231809893078136,18.365235803706906,Elastic Net,0.2760773527978545,18.265614908068912,4.977023564332114e-11,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.305746494540715,27.691058545484523,13.261207277067545,18.566605203678364,Elastic Net,0.22693662523434419,18.398426661247004,7.924828983539185e-11,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.373457826306906,27.84629930270195,13.281834527550014,18.67940503428644,Elastic Net,0.18767350023916685,18.494521927263122,1.2618568830660183e-10,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.42688088990286,28.006844461352834,13.296758379391232,18.73324977368313,Elastic Net,0.15602668977894343,18.573661440808955,2.0092330025650458e-10,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.467329982830655,28.17033442652467,13.30648896737529,18.769804431928943,Elastic Net,0.1304523973119235,18.64629989918714,3.1992671377973845e-10,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.498900917038203,28.35660852429171,13.305975975849151,18.798162628216204,Elastic Net,0.10958102636695174,18.72124554870829,5.094138014816385e-10,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.522525837302314,28.454276182419054,13.303081254973364,18.802668142062195,Elastic Net,0.09638340938234607,18.758545026743676,8.111308307896856e-10,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.530898036814856,28.546353141178802,13.30198952892217,18.801091179100766,Elastic Net,0.08168448384464365,18.790329089996728,1.2915496650148826e-09,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.538451122856799,28.652333960673364,13.300923105777082,18.79364492607638,Elastic Net,0.0730350721467004,18.825217468694447,2.0565123083486515e-09,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.54698218853255,28.667005217958398,13.29998652540614,18.793915034531253,Elastic Net,0.06549323607009265,18.831434417486822,3.2745491628777316e-09,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.552104463114985,28.771986780180168,13.301309948030127,18.793851119431785,Elastic Net,0.060634072404263425,18.86801817498354,5.214008287999674e-09,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
0,MnO_norm3_good-data_PA_adjusted_train_predict.csv,11.558670684871203,28.820272740767976,13.301310962770227,18.788312185262342,Elastic Net,0.05353313749516295,18.884000319511077,8.302175681319736e-09,True,True,0.1,1000.0,,False,True,,random,0.0001,MnO,115.88,10.0
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