The quantitative structure-property relationships for the dye a nity (DAF, kJ mol-1) of azo dyes were established using the Monte Carlo method by generating optimal SMILES-based descriptors. The index of ideality of correlation (IIC) and the correlation intensity index (CII) improved the model's predictive potential, specially when they were used simultaneously. The statistical quality of the best model on the validation set is it n = 18, R 2 = 0.9468, and RMSE = 1.26 kJ mol − 1 .