Here, in alignment with ecological design principles, it is also possible to identify envi-ronmentally harmful elements or atoms within the screened candidate molecule i, such as halogens. We choose these 16 functional groups primarily due to their relevance to the case studies used in this work. Note that other functional groups can be easily added if needed.