The incident happened around 2:45 a.m. on the southbound lanes of Roosevelt Boulevard near Harbison Avenue.
A woman in her 50's and her two daughters in their 20's had just left a birthday celebration when they say a gold colored vehicle with mostly tinted windows pulled up along the driver side near Tyson Avenue. The victims tell police that someone inside the gold car started screaming at them.
The victims ignored the yelling and continued down Roosevelt Boulevard. When they reached Harbison Avenue they had to stop at the traffic light. That's where police believe the man in the passenger seat of the gold car got out and started firing shots at the women's vehicle.
The bullets went through the back and rear passenger windows of the victims' car and shattered glass all over their clothing.
The gunman then jumped back into the car and sped off.
No one was hit during the shooting and police believe the attack may have been random.
The gunman is described as being black with a light complexion or Hispanic, 5'2" tall with a small build, and short black dreadlocks. The woman in the driver seat is described as being heavy set.
Police are now looking for surveillance footage in the area, which they are hoping could help in this case.