Table 1 Testing-set predictive performance of MNL and XGBoost.
Protective action | Share of obs. | Precision | Recall | F1-score | |||
|---|---|---|---|---|---|---|---|
MNL | XGBoost | MNL | XGBoost | MNL | XGBoost | ||
Other | 0.556 | 0.717 | 0.978 | 0.798 | 1.000 | 0.755 | 0.989 |
Drop and Cover | 0.269 | 0.587 | 0.909 | 0.628 | 0.930 | 0.607 | 0.920 |
Hold on | 0.088 | 0.000 | 0.833 | 0.000 | 0.714 | 0.000 | 0.769 |
Evacuate | 0.087 | 0.600 | 1.000 | 0.643 | 0.929 | 0.621 | 0.963 |
