Officers were called to the 1500 block of Allegheny Avenue just after 11:45 p.m. Tuesday.
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They found a 21-year-old man and 25-year-old man suffering from gunshot wounds.
Police say the 21-year-old was pronounced dead at the hospital.
The 25-year-old is listed in critical condition.
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Investigators are looking for two men they believe are connected to the shooting.
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This article has been updated to reflect that police have corrected the age of the second victim.