A uniform grid with large cells will mash Queens and Brooklyn together, while small cells will create unnecessarily sparse regions in Montana.
when choosing representative locations for the leaves of a k-d tree, it is quite important to use the centroid because the leaves necessarily span the entire earth and none are discarded (since all have a roughly similar number of documents in them).