Even over the sphere, not over the numbers
Drawing a latitude uniformly between -90 and 90 crowds the points around the poles, because the lines of latitude get shorter up there. The latitude here comes from the arcsine of a uniform draw, which spreads the points evenly over the actual surface.
That is why about seven in ten draws land in water: that is the share of the surface that is water, and this draw is honest about it.