Sentify is a website that runs on top of the Sentiment analyzer library to analyze YouTube comments.
The code base is currently under development, but you can preview the website here.
This drawing is crude, but this is how you can interpret compound scores that you get as the result:
basic visual aids like a barchart is available in the overview section, with more charts and graphs to help you interpret your results coming soon!