http://en.wikipedia.org/wiki/Specific_heat_capacity
Specific heat really has to do with how much heat can a material hold. In water's case, it can hold over 4 J mol−1 K−1.
There are a lot of factors, more the specific heat capacity, but I think it's a fairly major one.
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