origin,model,seconds,n_train,n_test 2022-12,hedonic_ols,0.2,184769,89153 2022-12,ridge,0.1,184769,89153 2022-12,elastic_net,0.8,184769,89153 2022-12,lightgbm,150.2,184769,89153 2022-12,xgboost,7.8,184769,89153 2022-12,random_forest,15.5,184769,89153 2022-12,svr,55.0,184769,89153 2023-03,hedonic_ols,0.2,198593,88975 2023-03,ridge,0.1,198593,88975 2023-03,elastic_net,0.9,198593,88975 2023-03,lightgbm,146.3,198593,88975 2023-03,xgboost,8.2,198593,88975 2023-03,random_forest,17.0,198593,88975 2023-03,svr,55.9,198593,88975 2023-06,hedonic_ols,0.2,228150,95064 2023-06,ridge,0.1,228150,95064 2023-06,elastic_net,1.1,228150,95064 2023-06,lightgbm,150.9,228150,95064 2023-06,xgboost,8.9,228150,95064 2023-06,random_forest,20.6,228150,95064 2023-06,svr,59.9,228150,95064 2023-09,hedonic_ols,0.2,254346,96137 2023-09,ridge,0.1,254346,96137 2023-09,elastic_net,2.6,254346,96137 2023-09,lightgbm,160.4,254346,96137 2023-09,xgboost,10.3,254346,96137 2023-09,random_forest,23.8,254346,96137 2023-09,svr,60.6,254346,96137 2023-12,hedonic_ols,0.3,273922,102383 2023-12,ridge,0.1,273922,102383 2023-12,elastic_net,1.2,273922,102383 2023-12,lightgbm,150.8,273922,102383 2023-12,xgboost,9.9,273922,102383 2023-12,random_forest,24.8,273922,102383 2023-12,svr,63.6,273922,102383 2024-03,hedonic_ols,0.3,287568,107792 2024-03,ridge,0.1,287568,107792 2024-03,elastic_net,0.7,287568,107792 2024-03,lightgbm,151.3,287568,107792 2024-03,xgboost,10.0,287568,107792 2024-03,random_forest,27.0,287568,107792 2024-03,svr,64.7,287568,107792 2024-06,hedonic_ols,0.3,323214,111049 2024-06,ridge,0.1,323214,111049 2024-06,elastic_net,4.3,323214,111049 2024-06,lightgbm,159.4,323214,111049 2024-06,xgboost,10.3,323214,111049 2024-06,random_forest,30.5,323214,111049 2024-06,svr,68.4,323214,111049 2024-09,hedonic_ols,0.4,350483,114895 2024-09,ridge,0.1,350483,114895 2024-09,elastic_net,6.3,350483,114895 2024-09,lightgbm,159.1,350483,114895 2024-09,xgboost,10.4,350483,114895 2024-09,random_forest,33.8,350483,114895 2024-09,svr,70.6,350483,114895 2024-12,hedonic_ols,0.4,376305,116017 2024-12,ridge,0.1,376305,116017 2024-12,elastic_net,5.4,376305,116017 2024-12,lightgbm,167.6,376305,116017 2024-12,xgboost,11.0,376305,116017 2024-12,random_forest,36.3,376305,116017 2024-12,svr,68.8,376305,116017 2025-03,hedonic_ols,0.3,395360,114840 2025-03,ridge,0.1,395360,114840 2025-03,elastic_net,2.9,395360,114840 2025-03,lightgbm,152.7,395360,114840 2025-03,xgboost,11.4,395360,114840 2025-03,random_forest,40.1,395360,114840 2025-03,svr,66.7,395360,114840 2025-06,hedonic_ols,0.5,434263,111422 2025-06,ridge,0.1,434263,111422 2025-06,elastic_net,7.3,434263,111422 2025-06,lightgbm,163.8,434263,111422 2025-06,xgboost,12.1,434263,111422 2025-06,random_forest,43.8,434263,111422 2025-06,svr,66.9,434263,111422 2025-09,hedonic_ols,0.4,465378,108171 2025-09,ridge,0.1,465378,108171 2025-09,elastic_net,6.9,465378,108171 2025-09,lightgbm,147.7,465378,108171 2025-09,xgboost,8.8,465378,108171 2025-09,random_forest,46.0,465378,108171 2025-09,svr,62.5,465378,108171