We derive the exact physical statistics of a system in thermal equilibrium
with different environments-a gas, a spin, and a Boltzmann environment. The
crossover from the exact factor to the Boltzmann factor is parametrized by
scaled energy variables. The precise conditions that generate the Boltzman
n factor emerge naturally. Such an analytic representation of the exact fac
tor, the crossover, and the Boltzmann limit are not found in the standard m
odel-free derivations of the Boltzmann factor. (C) 1999 American Associatio
n of Physics Teachers.