No surprise that using more detailed data shows gives you a better picture.

I've often heard people say what one city is like compared to another (within Australia, which is relatively uniform). I have tended to believe that the difference within a large city is FAR more than the difference between them, and statements about their differences probably reflect what areas or circles of people they observed in the different cities.