This dataset contains traffic anomalies from static overhead cameras (intersections/roundabouts). It includes 32 anomaly categories with a relevance mapping for severity-aware evaluation. For each camera, we provide video frames with YOLOv8 detections, including 24 h of training footage and 48 h of test footage with 1027 anomaly annotations.