The US President bought sweet treats and paid with cash as he spent around 25 minutes inside The Food House in the town.
Jerome McAteer, who owns the gourmet food store and deli with his husband Bobby Wain, said Mr Biden bought lemon meringue, chocolate eclairs, bread and butter pudding, pear and almond cake, as well as a mug with an image of a dog on it.
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