The crash happened just before 2 a.m. on Wilcox Avenue near Sunset Boulevard, according to the Los Angeles Police Department.
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Police say Ferguson was driving a Chevy Silverado when he crashed into two parked vehicles. No injuries were reported.
The former lightweight UFC champion was arrested and booked for DUI.
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Additional details were not available.