It happened shortly before 7 p.m. Monday on the 100 block of Walnut Avenue.
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Trenton police officers responded to the scene and were notified the three victims had arrived to Capital Health Regional Medical Center.
All three victims were being treated for non-life-threatening injuries.
No arrests have been made.
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Anyone with information should contact police at 609-989-3784.