Want to see how people feel about a YouTube video? Use Sentysis to view the sentiment of the audience!
Sentysis uses the VADER Sentiment tool to calculate each sampled comment's sentiment on a scale from -1.0 -- the most extreme negative -- to 1.0 -- the most extreme positive. The implementation of this library and many others can be seen here.