Lap time and start/end times were identified from the on-screen HUD timer. Continuous in-car POV footage was verified. The track name was directly matched from the video title and available tracks list. Vehicle brand was identified from hints and visual confirmation. Lap date was extracted from the video title. Driver skill was assessed based on performance and commentary.