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Showing content from http://docs.scipy.org/doc/numpy-1.11.0/reference/generated/numpy.diagflat.html below:

numpy.diagflat — NumPy v1.11 Manual

Create a two-dimensional array with the flattened input as a diagonal.

>>> np.diagflat([[1,2], [3,4]])
array([[1, 0, 0, 0],
       [0, 2, 0, 0],
       [0, 0, 3, 0],
       [0, 0, 0, 4]])
>>> np.diagflat([1,2], 1)
array([[0, 1, 0],
       [0, 0, 2],
       [0, 0, 0]])

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