The prediction performance of machine learning models depends largely on the size and representativeness of the labeled dataset. In this study, the rate constants of site-specific H-abstraction reactions of alkanes by the radicals CH3, H and O are collected from the National Institute of Standards and Technology (NIST) website (). Data cleaning follows the rules that experimental records take precedence over theoretical records and the recorded rate constants are averaged when there exist multiple experimental or theoretical records.