Similar method and strategy were applied for developing a machine learning model for estimation of boiling points based on ground truth dataset of 4,801 chemical compounds acquired from PubChem (See supplementary materials and Fig. ). It was found that the machine learning models did not have any advantages in performance over the physics-based models described above.