Table 4. Performance of excellent models in the external validation set compared with the performance in cross-validation.
| Model name | Q total | Q 1 | Q 2 | Q 3 | Q 4 |
| MACCS-SVM | 0.772 | 0.812 | 0.848 | 0.682 | 0.772 |
| Full_Des-SVM | 0.839 | 0.879 | 0.913 | 0.773 | 0.696 |
| CDK-SVM | 0.821 | 0.812 | 0.935 | 0.773 | 0.652 |
| Full_Des-kNN | 0.790 | 0.758 | 0.848 | 0.727 | 0.783 |
| KRFP-SVM | 0.813 | 0.812 | 0.870 | 0.773 | 0.739 |
| CDK-ANN | 0.764 | 0.812 | 0.826 | 0.682 | 0.652 |
| Pubchem-SVM | 0.797 | 0.812 | 0.891 | 0.727 | 0.652 |
| Full_Des-ANN | 0.726 | 0.697 | 0.826 | 0.682 | 0.607 |
| MACCS-RF | 0.756 | 0.750 | 0.891 | 0.500 | 0.739 |
| KRFP-ANN | 0.805 | 0.781 | 0.891 | 0.773 | 0.696 |