The particle distribution function describes the statistical distribution of particles in a system over various states, such as position and momentum, providing crucial insights into the macroscopic properties of the system. It is a fundamental concept in statistical mechanics and kinetic theory, essential for understanding phenomena in gases, plasmas, and other many-particle systems.