The fromarray method is rotating the shape of arrays when converting from numpy 
arrays.

In [56]: npArray.shape
Out[56]: (650, 670)

In [57]: newimage = Image.fromarray(npArray)

In [58]: newimage.size
Out[58]: (670, 650)

In [59]: Image.VERSION
Out[59]: '1.1.7'

Thanks
Paul


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