Campus authorities said multiple cars have been involved, including silver, black and red sedans.
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Three of the incidents happened on or around campus during all times of the day.
In a statement, the University of Chicago said, "While these incidents typically do not cause serious injury, they pose a community hazard, and we take them seriously."
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UCPD detectives are investigating the attacks, and are conducting directed patrols. No one is in custody.