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It happened just after midnight outside the Millbank Court Apartments in the 1500 block of North Raleigh Boulevard.
Officials tell ABC11 that the unidentified man and women were both shot in the leg, but their injuries were non-life threatening.
Authorities do not have a description of the possible suspect or suspects at this time.
The investigation remains ongoing.