In all honesty when people say their city is 'diverse' they don't really find it great that its diverse, they just say that to be PC.
Diversity in a city can take many forms in a city. From its music scene, architecture (sp), shopping districts, food, people and art. I don't see why the word 'PC' or 'finding it great' has anything to do with it.