Do you seriously think Chicago and NYC aren't also huge and full of neighborhoods? Chicago is literally known as "the city of neighborhoods" with nearly 100 within city limits.

I live in what was recently the most diverse zip code in the US. Not in LA, not in NYC, but in Chicago.

You're just extremely biased.