With , the canonical partition function and equilibrium probabilities are
Differentiating , with fixed energy levels, gives . Since , normalization yields
The sums include degeneracy by labeling states rather than distinct energy values, and a zero probability contributes zero by continuity.
For occupations of distinguishable copies, the number of arrangements is the multinomial coefficient . The ensemble entropy is . Stirling's formula and give
Dividing by the number of independent copies and taking the large-ensemble limit recovers . Terms with zero occupation are interpreted by the usual convention.
Let and . The one-particle internal partition function is , and independence gives . The mean level index is
Thus the full internal entropy is
This describes the specified internal degrees of freedom, with no translational or mixing contribution added. For a positive level spacing, as , since the unique lowest internal level becomes certain, while as , since all internal configurations become equally likely. The formula includes , where the entropy is identically zero.

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