@Cadair, @astrofrog - happened to notice that one can do the equivalent of `np.hypot` for arbitrary length, using `np.linalg.norm` [1]. Not that you need it here...
[1] http://docs.scipy.org/doc/numpy/reference/generated/numpy.linalg.norm.html#numpy.linalg.norm