Rating for Parents: Predicting Children Suitability Rating for Movies Based on Language of the Movies
Table 4: Weighted F1-score for different genres in the test set
['[BOLD] Genre Science-Fiction', '[BOLD] F1-score 0.68', '[BOLD] Genre Action', '[BOLD] F1-score 0.76']
Although genre can help the model to improve the performance, it is not enough as a single source to predict the MPAA rating. for different genres using the our best model. Based on this table, for genres like Comedy and Drama, which contain movies with different MPAA ratings, the performance is as good as Animation, even though most of the Animation movies belong to a single rating. For genres like Crime, Horror, and Thriller (that similarly for the most instances have one rating), the performance is better than other genres (84%,81%,83% respectively), but not that far from genres like Romance and Biography (with 79% and 86% respectively) that contain movies with more varied ratings. So, genre by itself is helpful but not the most relevant information to the MPAA rating.