  In this paper, we analyze the character networks extracted from three popular
television series and explore the relationship between a TV show episode's
character network metrics and its review from IMDB. Character networks are
graphs created from the plot of a TV show that represents the interactions of
characters in scenes, indicating the presence of a connection between them. We
calculate various network metrics for each episode, such as node degree and
graph density, and use these metrics to explore the potential relationship
between network metrics and TV series reviews from IMDB. Our results show that
certain network metrics of character interactions in episodes have a strong
correlation with the review score of TV series. Our research aims to provide
more quantitative information that can help TV producers understand how to
adjust the character dynamics of future episodes to appeal to their audience.
By understanding the impact of character interactions on audience engagement
and enjoyment, producers can make informed decisions about the development of
their shows.
