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I'm currently working my way through Cramér's Mathematical methods of statistics. It starts out with a half-book primer on all measure theory, Lebesgue integration et.c. you might possibly need for anything, and then goes through first probability and then statistics with this backdrop.

Skipping the introductory analysis it might be what you're looking for.