They do it at nightclubs usually. I know Arsenal players and some other footballers/soccer players from other clubs have been caught doing it. Brighton and Man U players are the ones I can remember offf the top of my head.

https://www.theguardian.com/football/2018/dec/07/arsenal-nitrous-oxide-ozil-aubameyang-spoken-to-responsibilities