This program computes sums over a sliding window of fixed size, and takes the maximal sum. This is not Kadane's algorithm, which solves the more difficult problem where the size of the subarray is not predefined.
To improve performance, you should take better advantage of NumPy. Avoid Python loops by vectorized operations. Using numpy.cumsum over the full 2D array would be a good starting point.