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19eb93a | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 | model,mae,rmse,r2,within_2pct,within_5pct,passed_95
svr,1.6676928314086368,2.9663092685128056,0.9473767057411979,73.72262773722628,95.07299270072993,True
knn_k5,2.7248237353291773,4.102672979904918,0.899334889044722,53.64963503649635,85.40145985401459,False
knn_k20,3.313398905522839,5.072543555246524,0.8461148387998437,47.81021897810219,82.48175182481752,False
knn_k10,3.1206891339089906,4.753237145843138,0.8648785991462343,49.08759124087591,82.48175182481752,False
elasticnet,6.845277479534836,7.842432803510592,0.6321703053078133,10.583941605839415,33.57664233576642,False
ridge,6.742634170880426,7.76767054625954,0.6391499506924354,11.678832116788321,32.846715328467155,False
lasso,6.735645119785536,7.760916129883085,0.6397772357378426,11.861313868613138,32.66423357664234,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
lightgbm,26.295583018237828,29.3118531822376,-4.138445180712413,0.0,0.18248175182481752,False
best_rul_model,61.6389790255578,62.979116792145476,-22.721290167829615,0.0,0.0,False
random_forest,31.621349441595488,34.17145553058523,-5.983483801552618,0.0,0.0,False
xgboost,30.982024624077244,33.522055902935755,-5.720575528679637,0.0,0.0,False
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