Traffic accidents are still significant contributors to a fairly high death Denpasars resort police record every traffic accident in the form of a daily report The stored data can generate valuable information to improve policies and propagate better traffic practices This research utilizes the classification technique with the XGBoost random forest algorithm and SMOTE method The study shows that the SMOTE technique can increase the models accuracy Using t

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