I couldn't really hear it in the video. But, an easy test would be to remove the drivebelt and run the engine.
If the noise goes away - you'll know it's an accessory, water pump, A/C compressor, Power steering pump, alternator....

Simple to do and once the belt is off you can spin by hand the pumps and alternator - you may feel a problem there.