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xkcd #3138: Dimensional Lumber Tape Measure
(imgs.xkcd.com)
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Modern lumber is planed, so some of that difference is because of losses from that. If you open up the walls of a house built 100+ years ago, you see these thick rough wall studs that never went through a planer. Even with shrinking, it's close to being actual 2" x 4".