The pursuit began Tuesday afternoon in the Manhattan Beach area, according to police.
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The suspect, who was driving with one passenger, drove through Lakewood, Long Beach and parts of Orange County, running red lights and weaving through traffic.
At one point, the driver jumped a median and made a dangerous U-Turn on Pacific Coast Highway and E. 2nd Street in the Long Beach area.
Stolen U-Haul jumps median to make dangerous U-turn on PCH
The driver ultimately stopped near the Belmont Park area in Long Beach where he and the passenger both ran out.
Soon after, police took the driver into custody. The passenger appeared to wander off for a bit but was also taken into custody.
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Eyewitness News is working to get more information.
This is a developing story. This article will continue to be updated as more information becomes available.