Interesting. I’m not entirely sure where the data for this search comes from, but it strikes me as mostly accurate. (For example, try searching for “Smith” here.) Essentially, the darker the color, the more people with a given surname live in that particular state.
Here’s an example, using my surname “Elliston”:
