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Capture frames of an active site

I want to be able to run my facial recognition model on a web browser by taking the url in the code. This way, if there is a video playing on the webpage, the program would potentially detect a person's face from the video on the page.

I'm using VideoCapture for locally stored videos and CamGear for youtube streams. Any advice?