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Examples from the authorās personal experience illustrate how mathematical chemistry applies graph theory and discrete mathematics to chemical problems, without involving intermediate physics. In molecular graphs, vertices represent atoms and whose edges represent covalent bonds. In reaction graphs vertices represent molecules or ions and edges symbolize elementary reaction steps.