The rise of online film platforms has caused a significant increase in the demand for detailed motion picture review. Brands and advertisers are now eagerly seeking understandings into viewer behavior, engagement metrics, and general effectiveness. Advanced systems are appearing to assist analysts decipher complicated statistics and optimize footag