... configurations, while addressing class imbalance through undersampling and advanced synthetic minority over-sampling technique ( SMOTE ) techniques. Models are validated on held-out samples, regional subsets and an out-of-time test (2016–2017), with performance gauged by area under the curve ( AUC ), F1-score...