Abstract The Boltzmann distribution family describes a single parameter (temperature) class of probability distributions over state space; at any given temperature, the ratio probabilities two states depends exponentially on their difference in energy. Beyond physics, this is very popular many important disciplines, under different names with interpretations. Such widespread use diverse fields ...