The expansion of online film platforms has led to a significant jump in the need for detailed video analysis. Companies and advertisers are now keenly seeking perspectives into spectator behavior, interaction metrics, and general performance. Sophisticated systems are developing to assist analysts understand intricate statistics and optimize conten