You're going to have to isolate the source, it sounds like its at crankshaft speed not camshaft speed if the engine is at idle during your video.
It coul also be something in the serpentine belt system, water pump, fan alternator. Try listening through a long funnel and pointing it around different areas to see where if you can locate the area the noise is coming from.