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I had to provide both. You might as well gather up all of that info prior to closing.
I only had to do federal.
Likewise just Federal.
Not sure why they'd really need state unless you have an amazingly complicated tax return; we're just talking income verification, and that can be done just fine off the Fed since presumably we're all deducting state taxes paid anyway.