The analysis of the PCA plots of Mat2vec, Oliynyk, and Megnet16 in Figure exhibits a separation of interesting from standard and missing compositions. This segregation indicates that interesting compounds, which are known stable materials yet excluded by chemical filters, possess unique and distinct characteristics that set them apart from other categories. This is expected as large families of metallic alloys and intermetallic compounds fall into this category.