blurring an image with image.crop() - AttributeError: 'numpy.ndarray' object has no attribute 'crop'

Question

I\'ve got an image and I want to blur a section of it.

The output I\'m looking for is like the partially blurred chessboard seen in this Filter part of image using PIL, p