Officers responded to a call about an altercation on Robinson Street around 1:30.
They arrived to discover a woman had been shot.
She was transported to hospital with serious but not life threatening injuries.
Police are circulating a description of the suspected shooter, a female with brown skin, between 20-25 years old last seen wearing dark pants, dark shirt, hair pulled back in a ponytail, and wearing glasses.
Police are warning everyone if you spot her do not approach, but call 911.