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It restores as much hunger and saturation as the food used to craft it, but with no side effects from the original food, positive or negative. The exact amount of restored hunger and saturation ratio can both be seen in its tooltip.
The shape of a Purified Food depends on how much hunger it restores, becoming bigger the higher the value, and its color changes depending on how much saturation it restores.