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. 2024 Apr 27;10(9):e30470. doi: 10.1016/j.heliyon.2024.e30470

Table 3.

Summary statistics per cluster and the whole area derived from Random Forest regressions and relative optimal parameters.

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