Police said around 6:30 p.m., Herndon Police Department Chief Maggie DeBoard was dining at a PF Chang's when someone took her purse.
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DeBoard was in town for the International Association of Chiefs of Police conference, which began on Saturday.
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President Donald Trump gave a speech at the law enforcement conference on Monday.