One aim of this work was to curate a large, high-quality dataset of molecular tastants from publicly available data. Every molecule was assigned a taste label: sweet, bitter, sour, umami, or undefined. The category of "undefined" contains molecules, not clearly assignable to the other categories, some of which may not have any taste associated with them. Multiple entries were created for compounds with more than one taste label.