One of the men that had been shot, fled the area in a car when police arrived, leading to a short pursuit down Plymouth Street to Lenox Avenue.
The driver of the car then hit two curbs before flipping the car twice.
Police did not say how serious the shooting victims injuries were.
The Sheriff’s Office is working to learn who the gunman is.
Police were not able to give an age range of the people shot but said they were younger.