model n_obs n_params R2 Adj_R2 RMSE MAE AIC BIC
0 Model 1 - Structural 3412 15 0.051611 0.047703 1.380133 1.118777 11911.39 12003.42
1 Model 2 - + Amenities 3412 22 0.057470 0.051631 1.375863 1.114080 11904.25 12039.22
2 Model 3 - + Host 3412 26 0.098481 0.091825 1.345597 1.080943 11760.46 11919.97
3 Model 4 - + Reviews 2861 33 0.187097 0.177899 1.232581 0.954446 9381.69 9578.34
4 Model 5 - + Location 2857 36 0.197930 0.187979 1.224361 0.943609 9336.44 9550.91
5 Model 6 - + Neighbourhood 2857 37 0.197959 0.187720 1.224339 0.943673 9338.34 9558.77
6 Model 7 - + NLP 2857 46 0.224943 0.212536 1.203567 0.914584 9258.56 9532.61
7 Model 8 - + Spatial 1906 50 0.273532 0.254352 1.168623 0.890973 6103.00 6380.64
8 Model 9 - Full Hedonic 1906 50 0.273532 0.254352 1.168623 0.890973 6103.00 6380.64