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Using the Python Imaging Library, you can rotate an array with for example:
array(Image.fromarray(<data>).rotate(<angle>, resample=Image.BICUBIC))
From there, you can just create a for loop over the different layers of your 3D array.
If you have your first dimension as the layers,...