We are working on analyses of the distribution of restaurants, pizza outlets and fast food outlets across New York City and whether neighborhood access to restaurants influences the eating patterns of New Yorkers. Below are maps for this project showing the 2005 Dunn and Bradstreet business listing data for these outlet types with kernel density estimates of neighborhood access.