They have TONS of stats for each city. It includes maps where you can overlay color to show median income, crime, race, etc.... there's a lot of choices. You can see median income, race, etc on a very granular, per neighborhood level, sometimes it's even just a couple city blocks.
Someone put all the census data on a scrollable zoomable map. Very cool.
Here is a screenshot when zoomed out to the whole US: