Regarding the LCD, the LCD -PLD difference, xenon adsorption enthalpy, framework's mass, and density, no clear contribution patterns were observed. This may be attributed to the fact that the previous features account for a substantial portion of the contribution due to the correlation between all these features. Finally, we note that the final predicted values are only marginally influenced by the channel dimension, despite its association with a clear physical phenomenon. The behavior of diffusion coefficients varies depending on the dimensionality of the channel. Figure illustrates that a 1D channel has a lower diffusion coefficient when all other features are similar. On the other hand, a 2D channel demonstrates a higher contribution, which is further confirmed by the partial dependence plots. A tridimensional channel exhibits an even higher diffusion coefficient. The model can distinguish between different material types based on their channel dimensionality.