The pursuit started Friday night around midnight when Kings County Sheriff's deputies spotted a speeding vehicle after hearing gunshots.
It happened near Jersey and 16th avenues.
Deputies called off the chase temporarily when speeds reached 120 miles per hour.
The driver then reportedly ran other drivers off the road and caused a motorcyclist to crash.
The pursuit resumed and the suspect eventually crashed near Douty & Irwin.
Andrew Diaz and Madison Martinez were arrested and booked into the Kings County Jail.
Deputies say they found an A-R 15 style rifle in the car.