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Thanks @anirudh2290 for the suggestions. Note that that NEP gives a reasonable impression of our approach to backwards compatibility, however it was never accepted. I plan to come back to it in the next couple of months - finishing that up is a deliverable of the CZI grant we got last October.
The NEP 23 is a good read to understand Numpy's backward compatibility policy.
Just listing a few possible improvements here.
http://numpy-discussion.10968.n7.nabble.com/backwards-compatibility-and-deprecation-policy-NEP-td45941i20.html , there is probably more.
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