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Yaracuy state governor Julio Leon told local television all victims lived in the town of Bolivar and belonged to the same family, which was apparently enjoying a picnic in a gully when the flash flood hit.
Heavy rains have been affecting the area for about two weeks causing flooding in many communities.
According to Leon, rescue teams were searching for the missing.