it would be interesting to overlay geography and population maps on top of this data. It seems as if the most density comes in areas with flat, unobstructed land, but also with relatively high populations. Assuming random strikes, mere desserts or population centers do not seem enough to generate density, it must be a combination of prairie/desert and people such as Kansas or Northern Texas