Lap time and start/end times were identified from the visible HUD timer. The track and vehicle brand were explicitly mentioned in the video title and description and confirmed visually. Continuous POV was verified by watching the entire lap segment. Driver skill was assessed based on driving performance and self-commentary in the description. Track length is an estimate based on lap time and typical speeds for this type of track.