I hate to even ask........

I can to the same conclusion after I made the video. Maybe the water pump.

Take your belt/belts off and run it for a minute just for grins. That will eliminate anything in the front.

I could be crazy, but it sounds like something rotational to me, judging by the squeal.

Maybe it's just me, but it seemed to get a bit louder as you moved the camera from the rear toward the front.