The shooting was reported just after 2 p.m. in the 800 block of Lagoon Avenue of the neighborhood near the harbor.
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Firefighters and Los Angeles Police Department units responded. Three patients were transported to local hospitals.
Police later said one of the victims, a woman in her 20s, died at the hospital. The other victims, believed to be a man around 20 and a woman around 45, were hospitalized in stable condition.
From aerial footage, it appears an outdoor social gathering was being held at a home near the scene of the shooting.
Information about the circumstances of the shooting was not immediately available. Police believe there were two male suspects involved but there was not a detailed description available.
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