We’ve added latitude and longitude to the Fake Name Generator. We are still rolling this feature out to some of the countries that we generate addresses for, but expect to have it fully available in a few days.
The coordinates we provide are intentionally not exact. For example, if the generated city is New York, then the coordinates will be in the general area of New York City but not the exact street address. This should be sufficient for the needs of most of the people that have requested this functionality.