model,mae,rmse,r2,within_2pct,within_5pct,passed_95
random_forest,0.9087291273437881,1.969167860523798,0.9768094711831841,83.75912408759125,95.07299270072993,True
svr,1.6349861755580366,3.4846680412456976,0.9273780344781068,82.48175182481752,88.86861313868614,False
xgboost,1.0395094776911078,2.3264169017858896,0.9676316722415876,82.2992700729927,88.86861313868614,False
lightgbm,1.5073643559068495,2.9029505644051135,0.9496007058102836,81.02189781021897,88.13868613138686,False
knn_k20,2.486675866923982,6.500672824933502,0.7472670935266853,84.12408759124088,85.21897810218978,False
knn_k10,2.537245189395581,6.643166546082999,0.7360659298020076,84.48905109489051,84.67153284671532,False
knn_k5,2.5366661790854557,6.661080117527008,0.734640592527769,84.48905109489051,84.67153284671532,False
lasso,6.338197702892737,7.855862262540625,0.63090947633286,13.321167883211679,49.63503649635037,False
ridge,6.354219600702956,7.877916808246509,0.6288341980649439,13.138686131386862,49.63503649635037,False
elasticnet,6.359292593403684,7.8720819252103045,0.6293838121478381,13.503649635036496,49.27007299270073,False
physics_itransformer,11.942222882334457,19.560215899810355,-1.288191997636034,15.875912408759124,44.70802919708029,False
itransformer,18.775672188288702,24.807532802455988,-2.680546617377897,10.948905109489052,25.18248175182482,False
dynamic_graph_itransformer,14.5743662824896,18.019296255058386,-0.9418730093540923,6.204379562043796,17.335766423357665,False
extra_trees,21.583514681220528,25.105434141924782,-2.769473079864784,5.839416058394161,9.48905109489051,False
gradient_boosting,29.48091148539111,32.124687008446905,-5.1719583162447185,0.0,0.18248175182481752,False
best_rul_model,61.6389790255578,62.979116792145476,-22.721290167829615,0.0,0.0,False