Lap time and start/end times were extracted directly from the in-car HUD timer. The track name 'Laguna Seca' and vehicle 'McLaren' (2020 600LT Spider) were identified from the video title and description. Continuous in-car POV footage was verified for the entire lap. Driver skill is assessed as expert based on track driving and vehicle type. The lap date was found in the description.