The average numbers of outliers over groups of various splits into training and test sets: A criterion of the reliability of a QSPR? A case of water solubility

► QSPR model for water solubility is described. ► The empirical scheme of estimation of reliability of QSPR is suggested. ► Distribution of data into sub-systems of training and test that gives most reliable model is suggested.