Fig. 3: Perplexity score.
By calculating the perplexity score of each LDA model, the optimal number of topics is determined. Both titles and comments coalesce into discrete categories encompassing four distinct topics. Concurrently, narrative texts undergo categorization into seven topics, with four showing clear classifications, while three persist in an ambiguous state.
