Google Labs:

Using Google data, visualized by Google News Lab with design studio Polygraph, we can begin to quantify how these food trends vary across the country. Based on aggregated, anonymized, and differentially private data from users who have opted in to Google Location History, we ranked cities and counties by their most popular cuisine.

These maps are pretty interesting. Worth a scroll-through, even if you just look at the images.