Rinne logged his 33rd win of the season and third in five starts for the Predators, who dealt the Canucks their first regulation loss in more than a month.
Vancouver came into the game sporting a 10-0-3 record since Jan. 15.
Roberto Luongo yielded three goals on 28 shots and Dale Weise got the only Canucks' tally in the loss.
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