[sebst]

Looks great! How do you recognise book mentions? I've seen tweets on your site without any link or other machine readable indication of a book.

Also, can you elaborate on which twitter apis you use? Or is it firehose?

[shubhans]

I used the regular twitter api using tweepy and trained NLP classifier to identify book mentions in tweets.