The expansion of online video platforms has resulted in a significant increase in the demand for detailed film analysis. Brands and promoters are now keenly seeking perspectives into spectator behavior, engagement metrics, and overall effectiveness. Sophisticated tools are developing to help analysts interpret complicated statistics and optimize ma