Police responded to the scene on Chestnut Street near 9th Avenue around 2:30 p.m. Tuesday.
The man and woman were said to be in a relationship and police believe that the shooting was a murder-suicide.
Police are continuing to investigate the circumstances behind the shootings.
The identities of those involved have not yet been released.