Investigators say the suspects got into the building on the first floor and rummaged through several offices.
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Officials are still working to determine if anything was taken.
The California Highway Patrol is taking over the investigation because the courthouse is a state building.
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They say a suspect is a man they believe may be experiencing homelessness.