Hamilton's equations define phase-space velocity . Its divergence is
Thus infinitesimal phase-space volumes are preserved, assuming sufficient differentiability. This is Liouville's theorem; spatial density alone need not be incompressible because the statement concerns the combined coordinate-momentum space.
To match the source's order define . The chain rule and Hamilton's equations then give
Antisymmetry implies , hence , which vanishes for a time-independent Hamiltonian. With the alternative common convention , the same law is ; mixing the two orders would reverse the physical time evolution.
Conservation of probability obeys . Expand the divergence and use incompressibility to obtain , or . This is fine-grained transport for Hamiltonian trajectories without sources or collisions. Coarse graining can obscure this constancy without contradicting it.
For with no explicit time dependence, and . It therefore solves the stationary transport equation. Normalizability and the accessible energy region still have to be checked for a proposed probability distribution.
Axisymmetry supplies conserved in addition to conserved energy. Consequently is a more general stationary solution, since both arguments are constant on every trajectory. Additional independent integrals may permit still more general distributions. This is a sufficient construction, not a claim that every stationary distribution must have exactly these two arguments.

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