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more sophisticated type checking with numpy #11086

@dcherian

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@dcherian

What is your issue?

This cool blogpost points out many improvements in numpy typing (NumType).

It also mentions stubtest which should be useful for our stubs, and also seems to be opt-in.

This would be a nice project for someone interested in type safety.

xref #10273

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