Our network contained 27 four-step paths involving a total of 25 distinct chemical species. This meant that there were a total of 519 edges possibly connecting a given pair of the 25 species that had not been discovered yet. These were ranked according to their likelihood ratios . The earlier study applied heuristics to determine which reaction products were chemically desirable.