Pythonic way to populate numpy array?

I think it is difficult to improve very much on what you have. Python lists are relatively cheap to build and append; NumPy arrays are more expensive to create and don't offer a .append() method at all. So your best bet is to build the lists like you already are doing, and then coerce to np.array() when the time comes.

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