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Usually, when something turns into solid, its volume reduces. Since density is given by mass per unit volume, decrease in volume means higher densities. Water, however has an anomaly, on freezing, its volume, instead of contracting, actually expands.

As the mass of the particular quantity under observation remains constant, increase in volume on freezing cause the density to go down, below water in the liquid form.

Thus, the density of ice is lower that that of water.

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