Mud flow and heavy water streams could be seen in areas north of Castaic. Cellphone video from one of the stalled cars shows several stranded vehicles.
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Helicopters are also searching the area for anyone who might need to be rescued.
Flash-flood warnings remain in effect for parts of Los Angeles, San Luis Obispo, Santa Barbara and Ventura Counties.
There may be more wet weather on the way.