In rNets, the reaction network extracted from the input files is encoded graphically. This representation involves depicting compounds as nodes and reactions as edges within a graph. The nodes, representing compounds, are illustrated as square boxes, each labeled at the center with the compound's name, derived by default from the "name" column in the "compounds" file.