http://en.wikipedia.org/wiki/Manhattan_distance
usual metric of Euclidean geometry is replaced by a new metric in which the distance between two points is the sum of the (absolute) differences of their coordinates. The taxicab metric is also known as rectilinear distance, L1 distance or l1 norm (see Lp space), city block distance, Manhattan distance, or Manhattan length
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