We considered all substances reported in reactions, either in patent or journals, between the years 1800 and 2021. Except for the removal of non-stoichiometric compounds, and substances containing the element "Pol" (referring to polymeric units), no additional filter was placed on the types of substances to be used. The final dataset contained information for 18,375,580 substances.