Distances of points in unit square to N random anchor points

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Assume that N points are distributed uniformly randomly within the unit square, and call these points anchor points.

What is the mean, mean minimum, and mean maximum distance of a point randomly chosen within the square that is not an anchor point to its closest anchor point?