To see if any molecules posed particular challenges , we looked at log P prediction accuracy for each molecule across all methods. Compounds belonging to the isoxazole compound class had higher log P prediction errors.MM-based physical methods tended to make predictions that were less accurate for molecules belonging to the isoxazole compound class compared to QM-based physical and empirical method categories.