Correctly rediscovered compounds reconfirm the ability of the model to generate new crystal structures with target formation energy. Rest of the generated materials are novel materials that don't exist in the literature. the probability plots as they don't form any solid crystals. Absence of some of the elements in the unstable materials is clearly pronounced, e.g. H, Li. Na, which are more frequently found in the stable inorganic materials do not appear in the unstable materials. These intuitive findings give us confidence in the crystal structures generated through the process. structures with high probability of achieving target property, even in a highly skewed dataset.