Now I'm confused. Your post implies that this is a raw excess (truly 7% more men than women, which is a relative excess of women compared to the citywide average of 2 male:1 female checkin), right? But shasha...sha's post indicates that you've actually already normalized, which would imply that this is actually 7% more men than average, which is already quite male (2 male per 1 female, per shasha...sha's post).

Which is correct? Or am I misinterpreting?