For independent particles with interconverting state families , the equilibrium partition function is a sum and the family probabilities are . Let be the conditional mean one-particle energy in family and . The total canonical energy variance separates into within-family and between-family contributions, giving
The final positive term is absent if family fractions are held fixed. A frozen ortho-para mixture and an equilibrating mixture can therefore have different heat capacities at the same instantaneous composition.

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