I finally got around to testing BitBIRCH. TL;DR on a set of 1,000 molecules BitBIRCH did it in 2 Secs, while Butina took 11 Secs. #cheminformatics #python 
https://tlint101.github.io/practice-in-code/posts/18-Clustering%20wiht%20Bitbirch.html