The arrest was made by officers part of LAPD's Hollenbeck station.
Police say he shot at several people while driving through the area Saturday.
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One person was hit and is hospitalized in stable condition.
A few hours after the shootings, police found a silver car matching the description of the suspect's vehicle.
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They arrested the owner of the vehicle.
Police say they recovered the rifle they believe was used in the alleged crimes inside the man's car.