It depends on how people feel.
A big populous place sounds like a place with a lot of people but it's more like a big part of the populace. It's most of the populace, sure, making it the general public.
This is a jukugo word, which usually means on'yomi readings from the kanji. If you know the readings of your kanji you'll know how to read this as well.