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We said that the entropy depends on E, V, N, because all three of these variables are rigorously constant for an isolated system. That is, given they have initial values at some time 0, they can never change as the system approaches equilibrium so long as it remains isolated. Can you think of other variables that similarly, rigorously remain constant and thus, in principle, should contribute to the entropy function?

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