The incident happened just before 10:00 p.m. in the 1100 block of Divinity Street.
Police rushed to the scene after a reports that gunshots were fired.
They say four people were shot and a fifth person shot himself when officers approached him.
All five victims were taken to the hospital with non-life threatening injuries.
27 shell casings were found at the scene and so far, no arrests have been made.
