Loading data... Data loaded successfully. Starting 10-fold cross-validation... Fold 1 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 1 - Accuracy: 0.7214, AUC-ROC: 0.7821 Fold 2 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 2 - Accuracy: 0.7429, AUC-ROC: 0.7670 Fold 3 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 3 - Accuracy: 0.6929, AUC-ROC: 0.7027 Fold 4 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 4 - Accuracy: 0.6857, AUC-ROC: 0.7232 Fold 5 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 5 - Accuracy: 0.6978, AUC-ROC: 0.7258 Fold 6 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 6 - Accuracy: 0.6619, AUC-ROC: 0.6485 Fold 7 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 7 - Accuracy: 0.7122, AUC-ROC: 0.8080 Fold 8 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 8 - Accuracy: 0.6978, AUC-ROC: 0.7426 Fold 9 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 9 - Accuracy: 0.7122, AUC-ROC: 0.7711 Fold 10 processing... Training RandomForestClassifier... Model trained. Making predictions... Fold 10 - Accuracy: 0.6835, AUC-ROC: 0.7403 Cross-validation completed. Aggregating SHAP values across folds... Top 10 Features after all folds: 0 cpi_9606.ENSP00000000233 1 cpi_9606.ENSP00000000412 2 cpi_9606.ENSP00000000442 3 cpi_9606.ENSP00000001008 4 cpi_9606.ENSP00000001146 5 cpi_9606.ENSP00000002165 6 cpi_9606.ENSP00000002829 7 cpi_9606.ENSP00000003084 8 cpi_9606.ENSP00000003100 9 cpi_9606.ENSP00000004531 Average Accuracy: 0.7008 Average AUC-ROC: 0.7411