Police said 16-year-old Thoudens Goldman did not board his connecting flight on Monday.
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He was last seen wearing black sweatpants, a light blue Nike sweatshirt. He also had a grey Adidas backpack.
Chicago police asked anyone who sees him to contact them at 312-746-6554.