Lap time and start/end times were extracted from the HUD timer visible in the video. The track name was identified from the video title and matched with the provided list. Vehicle brand was identified from the video content (Subaru logo on steering wheel) and description, and matched with the provided list. Lap date was taken from the video overlay. Driver skill is assessed as intermediate based on consistent driving and smooth execution. Continuous POV was verified throughout the selected lap. Estimated track length is based on typical road course length for Autodrome Montmagny.