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We establish a QSPR model between the Henry's Law constant in the air–water system and the molecular structure of 150 aliphatic hydrocarbons. The simultaneous linear regression analyzes on 1086 numerical descriptors reflecting topological, geometrical, and electronic aspects lead to a seven parameter equation that, when compared to previously reported models, exhibits good calibration and cross-validated...