Tulare County Sheriff's deputies were called to the 29,600 block of Road 196, just before 1 a.m.
Soon after, deputies discovered the people were shot near the 22,700 block of Avenue 340 in Woodlake, about 10 miles away.
By the time deputies arrived at the crime scene the shooter was gone.