The victim, whose name was not immediately released, was blasted inside the King Tower Houses on Fifth Avenue near West 114th Street about 2 a.m., officials said.
She died at the scene.
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Tenants heard several people arguing in the building shortly before the woman was shot, police sources said.
Detectives were questioning a male roommate of the victim, sources said. No arrests have been made.