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For a given set of 3 or more points in 2 dimensions, measure the circularity of the points by finding two concentric circles, a) a smallest enclosing circle, and b) a largest enclosed circle. The difference in squared radius of the two circles is a measure of circularity. If the points are precisely on a circle, then the difference in radius will be zero;