It happened around 2 a.m. Saturday near the intersection of Ingraham Street near S Bixel.
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According to the Los Angeles Police Department, when officers arrived, they found four people - three men and a woman who is currently homeless - with gunshot wounds on the first floor.
Police said the suspect drove up and began shooting before taking off.
All four victims were taken to the hospital and are expected to survive, police said. They reportedly didn't know the suspect.
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Meanwhile, the suspect was last seen driving away in a white SUV. An exact make and model wasn't immediately released.
A description of the suspect was also not available. Anyone with information is urged to contact police.