Deuterium is a hydrogen atom with a neutron in it. Heavy water is made from molecules of two deuterium atoms and one oxygen atom. Because of the extra neutrons, it weighs about 10% more than regular water. In this video, Cody of Cody's Lab taste tests heavy water. Interestingly, it's sweet.
