A physical change only changes the state or appearance of the substance and not its chemical composition. A chemical change does alter the chemical composition of the substance, turning it into something else entirely.
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A phase change, such as water boiling or vaporizing, is a physical change. As iron rusts it changes from pure iron to iron oxide, which changes its physical appearance but also its arrangement of atoms.