The crash happened at Lincoln Ave & Placer Ave just north of San Joaquin at 4:49 pm.
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When officers arrived, they found the white SUV overturned and fully submerged in the water.
They managed to pull out a man and a woman from inside the SUV, but they were declared dead.
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The Fresno County Sheriff's Office confirmed it is assisting the California Highway Patrol at the scene.