Predicting the long time or late time states of 2-dimensional incompressible, high Reynolds number, slowlydecaying turbulence has been one of the long standing problems. Using "point vortices" as "inviscid" building blocks, but which do not respect incompressibility, statistical mechanical models conserving only total energy and zero total circulation result in the well known sinh-Poisson relation between vorticity and stream function. On the other hand, statistical mechanics of "inviscid patch" vortices, which respects incompressibility by conserving regions of zero and nonzero vorticity, predicts a generalized relaxed state, which has never been systematically compared with direct numerical simulations (DNS). In this study, starting from highly packed regions of nonzero initial vorticity, we demonstrate using high resolution, high Reynolds number DNS, that the late time states agree with predictions patch vortex models. As total circulation is reduced or diluted, we show that late time states of our DNS systematically and unambiguously leads to sinh-Poisson relationship between vorticity and stream function. We believe that our quantitative findings solve one of the long standing problems in 2-dimensional turbulence.