Due to the size of the OpenSubtitles corpus, it was computationally unfeasible to run feature extraction on the entire corpus.
we randomly select 50,000 narrations from the corpus, where each narration consists of between 1 to 50 contiguous lines of dialogue (about the length of a Cookie Theft narration).