I agree that this needs to be removed from the intro chapter on numpy. If I recall correctly, this information is also present in the advanced chapter. It would be good to check that no information or good ideas are lost when removing these paragraphs; in other words that it is present and well-worded in the advanced section. Also, maybe a link from here would be good.