I was curious about that so I did some digging. Found a list compiled by TalkSport for the 16/17 season which shows, roughly (and slightly out of date), number of season ticket sales per club:
25,000 Liverpool
28,000 Tottenham
40,000 Man City
25,000 Chelsea
45,000 Arsenal
55,000 Man Utd
23,000...