census

Interactive Census Data

Great interactive chart from the NY Times that uses Google maps and data from the census.
You can look at incomes from the census track level (e.g. a few blocks) all the way up to the entire country. This diagram shows income distribution:
Income in Manhattan
And this one is the change in median income:
Income change
You can also check things like ethnicity and various income levels.