,Model,R2,RMSE,MAE,MAPE 0,XGBoost,0.2849926466603725,1.1594834726800047,0.8405303135296514,14.274305880999396 1,CatBoost,0.25762183506156466,1.1814678369493385,0.861883109566656,14.630324391694598 2,LightGBM,0.24391662639324718,1.192323633713909,0.8735306659264966,14.844860874004834 3,RandomForest,0.24256171387450742,1.193391486264625,0.8843218520233437,14.998426970259251 4,GradientBoosting,0.23838362928103562,1.196678376869042,0.8702118647456163,14.898041547617446 5,GAM,0.19498214104091716,1.2303029518446575,0.9646495827708005,16.527283790739148 6,ElasticNet,0.13121004999636754,1.2781054968967316,0.9962792628093446,17.145958867539974