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Once he scurried out of his groundhog-sized antebellum mansion, Beau walked around the grounds for about a minute before ranch staff declared he had not seen his shadow.
Lee's prediction should not come as a surprise.
Since the first day of winter, Atlanta has had 15 days of temps in the 70s, according to the National Weather Service.
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Beau also "predicted" the Falcons will beat the New England Patriots 42-21.
Dozens of people attended the event, some with "Go Beau" signs and groundhog hats. Children crowded around the fence surrounding Beau's cage, excited to see the rodent's prediction.
This was the 37th annual Groundhog Day at Yellow River Game Ranch in Lilburn.
That other famous rodent, Punxsutawney Phil in Pennsylvania, saw his shadow, meaning six more weeks of winter.