This directory contains datasets from: Successes and challenges in using machine-learned activation energies in kinetic simulations by I. Ismail, C. Robertson and S. Habershon Accepted in J. Chem. Phys., 13 June 2022 doi: 10.1063/5.0096027 Each sub-directory contains the data or directions for each of the figures 2-8 in the manuscript. Data are in ASCII text or CSV format.