| model,MAE,MSE,RMSE,R2,MAPE,tolerance_acc_2pct |
| RandomForest,4.78051739475878,41.771168089034525,6.463061819991708,0.956679157080545,28.807727531282236,0.29514563106796116 |
| LightGBM,6.909989455704782,89.23030742727897,9.446179514876846,0.9074593240133356,56.94413475231037,0.24854368932038834 |
| XGBoost,8.506303251021016,136.22476526016746,11.67153654238239,0.8587214117403497,72.81562821369698,0.22330097087378642 |
| SVR,7.562130215902278,187.88576938734298,13.707143006014892,0.805143828272144,97.82839183781172,0.32233009708737864 |
| KNN-10,11.665738368704334,265.7682207905257,16.302399234177948,0.7243720041223407,89.92209971367193,0.26019417475728157 |
| KNN-5,11.751580021863887,270.3768092061512,16.44313866651228,0.7195924409938166,88.41470284019084,0.2757281553398058 |
| KNN-20,12.035078655061884,272.741740151536,16.514894494108525,0.71713977312056,101.98653839713165,0.2407766990291262 |
| ElasticNet,15.796038594619795,460.3763913475375,21.45638346384445,0.5225440358554927,144.4728811908027,0.06407766990291262 |
| Lasso,15.830927911593506,462.77574982037044,21.512223265398916,0.5200556632227833,145.46522399976544,0.05242718446601942 |
| Ridge,15.860549029501184,464.1921925903698,21.545119925179574,0.5185866716299998,145.65718178268125,0.05048543689320388 |
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