The shooting was reported just before 3 p.m. in the area of Second Street near the Japanese Village Plaza.
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One person was wounded and was taken to the hospital while still conscious and breathing, police say.
Officers are still searching for the suspect, who ran from the scene.
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The circumstances of the shooting remain under investigation.