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If $A$ and $B$ are two set of points, the geometric median of $A \cup B$ does not necessarily lie on the line passing between the geometric mean of A and the geometric mean of $B$. In the following example the points of $A$ are red and the one in $B$ is blue. The geometric median of $A$ is the red square. The green line connects the geometric means of $A$ ...

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