It happened on Marks and Clinton Avenues shortly before 3:00 am.
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Officials say officers were checking the area when they were flagged down about a disturbance in an apartment.
Investigators found a woman in her 50s who had been shot in the arm. A man in his 30s was also found with a gunshot wound to his hip.
Both victims were taken to the hospital and are expected to recover.
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Police say they both have been uncooperative with officers.
Detectives are working to determine what led up to the shooting. They spent the morning interviewing witnesses and searching for evidence.