One user who's part of the female dataset has already reported cutting out the smileys deliberately. As I say, I don't put much faith in the results.

I did consider scraping lesswrong.com for data, but a) I wasn't sure of the etiquette b) I don't have a list of female users (maybe I can get them from the survey?) c) it's a lot more coding.