In total 272,532 configurations and corresponding B3LYP energies and gradients were obtained for training and testing of the model. (10,081 sets of vibrational frequencies at optimized structures are available; however, these were not used for training and testing the PIPs PESs. The vibrational frequencies of the optimized structure of linear C 14 H 30 is included in this dataset.)