Table 3.
Cluster # | 1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | All |
---|---|---|---|---|---|---|---|---|---|
Sample size | 4571 | 4426 | 2832 | 971 | 2491 | 721 | 988 | 2386 | 19,386 |
R2 | 0.83 | 0.76 | 0.76 | 0.85 | 0.94 | 0.85 | 0.61 | 0.62 | 0.84 |
RMSE | 27.98 | 30.88 | 41.82 | 36.92 | 23.89 | 36.93 | 46.54 | 31.76 | 29.74 |
n_estimators | 900 | 400 | 300 | 800 | 1200 | 500 | 1100 | 900 | 300 |
max_depth | 18 | 18 | 18 | 18 | 15 | 18 | 18 | 18 | 21 |
min_samples_split | 4 | 2 | 5 | 2 | 4 | 6 | 2 | 3 | 2 |
min_samples_leaf | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 |
max_features | All | All | All | All | All | All | All | All | All |