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I tried numba. It isn't helping here.

Yes, I used @jit(nopython=True). It does not compile pandas code.

Try converting to a numpy array, executing the operations and converting back to pandas.

Also they recently added support for array expressions and allocation so you should upgrade if you haven't already.