The maps aren't great but Manhattan seems like a particularly bad example due to the point density. If you look at Chicago (https://www.mapbox.com/labs/twitter-gnip/brands/#11/41.8726/...) the distribution of phone types with regard to the economic status of the neighborhoods is a little clearer. Obviously it's all basic/easily misled visual comparison though.