TABLE 4.
MDB gini importance for the RF model developed from the MDBI and WMDBI values for the YD dataset.
| Rank | MDB impact | Weighted MDB impact | ||
|---|---|---|---|---|
| MDB | Gini importance | MDB | Gini importance | |
| 1 | PO3H | 0.080861 | PO3H | 0.074093 |
| 2 | CO2 | 0.078512 | NCH | 0.071493 |
| 3 | CO | 0.075893 | H2 | 0.069716 |
| 4 | O | 0.071955 | CO | 0.069039 |
| 5 | CH2 | 0.069898 | CCH3COOH | 0.066709 |
| 6 | S | 0.068733 | CH2 | 0.065887 |
| 7 | H2 | 0.067228 | O | 0.065582 |
| 8 | NH3(–O) | 0.067118 | CONH | 0.065106 |
| 9 | CCH3COOH | 0.065289 | S | 0.063815 |
| 10 | NCH | 0.057191 | CHCOOH | 0.062894 |
| 11 | CONH | 0.054210 | NH3(–O) | 0.061970 |
| 12 | SO3 | 0.053020 | H2O | 0.057914 |
| 13 | CHCOOH | 0.049574 | CO2 | 0.054781 |
| 14 | C2H2O | 0.047399 | O(–NH) | 0.052759 |
| 15 | O(–NH) | 0.038924 | C2H2O | 0.048037 |
| 16 | H2O | 0.037026 | SO3 | 0.040224 |
| 17 | CHOH | 0.017169 | CHOH | 0.009983 |