Sentiment of Romantic Movies

Are romantic movies always composed of happiness? Feelings are hard to be measurable on screen, but can we “watch” movie from unorthodox perspectives? This project is to visualize the sentiment in romantic movie subtitles, types and scores of each subtitles' sentiment are calculated by the IBM sentiment analysis API.