The incident was reported at the foot of the bridge on Clinton Street at 12:45 p.m.
The woman's injuries were not believed to be life-threatening, but the search is on for four men that fled the scene in a Honda Civic with New Jersey license plates.
The circumstances surrounding the shooting remain unknown.
Few other details were released.
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