Utilizing an adiabatic approximation method, a bipartite qudit-oscillator Hamiltonian is studied for low-spin values in both strong and ultrastrong coupling regimes. The quasiprobability densities on the hybrid factorized phase space are introduced. Integrating over sector of composite space, distributions its complementary subsystem recovered. In regime, qudit entropy displays pattern quasiper...