Table 3 Summary of the statistical quality and predictability criteria for the QSPR models of logH50 in nitro compounds, obtained for splits 1–4 using TF0, TF1, TF2, and TF3.
Split | Target function | Set | n | R2 | CCC | IIC | CII | Q2 | Q2F1 | Q2F2 | Q2F3 | RMSE | MAE | F | \(\overline{{r_{m}^{2} }}\) | \(\Delta r_{m}^{2}\) | Y-Test | 5-fold | R*m2(test) |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Split 1 | TF0 | ActivTRN | 105 | 0.9921 | 0.9960 | 0.9055 | 0.9945 | 0.9918 | 0.034 | 0.026 | 12,898 | 0.9918 | |||||||
Pass TRN | 110 | 0.9901 | 0.9920 | 0.7236 | 0.9942 | 0.9897 | 0.054 | 0.045 | 10,761 | 0.9897 | |||||||||
Calib | 101 | 0.3614 | 0.5947 | 0.5636 | 0.7618 | 0.3229 | 0.0685 | 0.0677 | -0.1082 | 0.426 | 0.322 | 56 | 0.2203 | 0.0761 | 0.3229 | 0.1822 | |||
Valid | 88 | 0.5779 | 0.7407 | 0.5732 | 0.7795 | 0.5535 | 0.3524 | 0.2483 | 118 | 0.4342 | 0.2259 | 0.0078 | 0.5424 | 0.3213 | |||||
TF1 | ActivTRN | 105 | 0.8507 | 0.9193 | 0.7474 | 0.9121 | 0.8444 | 0.149 | 0.115 | 587 | 0.8457 | ||||||||
Pass TRN | 110 | 0.8507 | 0.9147 | 0.7658 | 0.9250 | 0.8449 | 0.164 | 0.133 | 615 | 0.7336 | |||||||||
Calib | 101 | 0.6982 | 0.8199 | 0.8356 | 0.8357 | 0.6860 | 0.6980 | 0.6977 | 0.6406 | 0.243 | 0.197 | 229 | 0.5595 | 0.2504 | 0.6835 | 0.6847 | |||
Valid | 88 | 0.7667 | 0.8747 | 0.8637 | 0.8662 | 0.7538 | 0.2147 | 0.1721 | 283 | 0.6741 | 0.0416 | 0.0094 | 0.7538 | 0.6949 | |||||
TF2 | ActivTRN | 105 | 0.9692 | 0.9844 | 0.9298 | 0.9791 | 0.9681 | 0.067 | 0.051 | 3240 | 0.9681 | ||||||||
Pass TRN | 110 | 0.9692 | 0.9836 | 0.9138 | 0.9808 | 0.9679 | 0.076 | 0.060 | 3394 | 0.8529 | |||||||||
Calib | 101 | 0.7444 | 0.8599 | 0.5654 | 0.9168 | 0.7331 | 0.7242 | 0.7239 | 0.6718 | 0.232 | 0.194 | 288 | 0.6448 | 0.0555 | 0.7305 | 0.6725 | |||
Valid | 88 | 0.6967 | 0.8293 | 0.8141 | 0.8212 | 0.6829 | 0.2655 | 0.1970 | 198 | 0.5838 | 0.1007 | 0.0090 | 0.6757 | 0.5335 | |||||
TF3 | ActivTRN | 105 | 0.8192 | 0.9006 | 0.8228 | 0.8922 | 0.8126 | 0.163 | 0.123 | 467 | 0.8130 | ||||||||
Pass TRN | 110 | 0.8193 | 0.8923 | 0.8925 | 0.9071 | 0.8125 | 0.182 | 0.143 | 490 | 0.7018 | |||||||||
Calib | 101 | 0.7701 | 0.8457 | 0.8776 | 0.8741 | 0.7612 | 0.7564 | 0.7562 | 0.7102 | 0.218 | 0.172 | 332 | 0.5596 | 0.2394 | 0.7586 | 0.6794 | |||
Valid | 88 | 0.7623 | 0.8661 | 0.7215 | 0.8644 | 0.7527 | 0.2135 | 0.1701 | 0.6634 | 0.1767 | 0.0097 | 0.7510 | 0.7518 | ||||||
Split2 | TF0 | ActivTRN | 111 | 0.9899 | 0.9949 | 0.7580 | 0.9941 | 0.9895 | 0.041 | 0.032 | 10,680 | 0.9896 | |||||||
Pass TRN | 104 | 0.9902 | 0.9714 | 0.6690 | 0.9942 | 0.9897 | 0.113 | 0.091 | 10,302 | 0.8694 | |||||||||
Calib | 100 | 0.2591 | 0.4508 | 0.4601 | 0.7265 | 0.1675 | -1.0478 | -1.0504 | -1.2440 | 0.628 | 0.394 | 34 | 0.1102 | 0.2518 | 0.1331 | -0.0156 | |||
Valid | 89 | 0.5762 | 0.7224 | 0.7497 | 0.7702 | 0.5575 | 0.3611 | 0.2700 | 118 | 0.3921 | 0.3234 | 0.0152 | 0.5457 | 0.2305 | |||||
TF1 | ActivTRN | 111 | 0.8018 | 0.8900 | 0.8483 | 0.8840 | 0.7954 | 0.183 | 0.141 | 441 | 0.7937 | ||||||||
Pass TRN | 104 | 0.8013 | 0.8780 | 0.5606 | 0.8983 | 0.7934 | 0.207 | 0.164 | 411 | 0.6785 | |||||||||
Calib | 100 | 0.7580 | 0.8511 | 0.8706 | 0.8679 | 0.7479 | 0.7461 | 0.7458 | 0.7218 | 0.221 | 0.175 | 307 | 0.2305 | 0.2212 | 0.7479 | 0.7147 | |||
Valid | 89 | 0.7727 | 0.8787 | 0.7103 | 0.8732 | 0.7630 | 0.2023 | 0.1639 | 296 | 0.7147 | 0.0403 | 0.0155 | 0.7601 | 0.6600 | |||||
TF2 | ActivTRN | 111 | 0.9458 | 0.9722 | 0.9213 | 0.9661 | 0.9438 | 0.096 | 0.073 | 1903 | 0.9442 | ||||||||
Pass TRN | 104 | 0.9459 | 0.9516 | 0.6410 | 0.9691 | 0.9432 | 0.143 | 0.111 | 1782 | 0.8221 | |||||||||
Calib | 100 | 0.7939 | 0.8849 | 0.6053 | 0.9393 | 0.7833 | 0.7858 | 0.7855 | 0.7653 | 0.203 | 0.176 | 377 | 0.7063 | 0.1522 | 0.7833 | 0.7824 | |||
Valid | 89 | 0.7068 | 0.8159 | 0.5520 | 0.8496 | 0.6937 | 0.2795 | 0.2231 | 210 | 0.5339 | 0.2581 | 0.0166 | 0.6888 | 0.4048 | |||||
TF3 | ActivTRN | 111 | 0.8039 | 0.8913 | 0.8193 | 0.8891 | 0.7976 | 0.182 | 0.141 | 447 | 0.7961 | ||||||||
Pass TRN | 104 | 0.8032 | 0.8854 | 0.6979 | 0.8911 | 0.7966 | 0.196 | 0.156 | 418 | 0.6734 | |||||||||
Calib | 100 | 0.8102 | 0.8781 | 0.9001 | 0.9071 | 0.8015 | 0.7890 | 0.7977 | 0.7786 | 0.197 | 0.159 | 418 | 0.6292 | 0.1967 | 0.7991 | 0.7275 | |||
Valid | 89 | 0.7821 | 0.8815 | 0.6529 | 0.8766 | 0.7715 | 0.1935 | 0.1493 | 312 | 0.6937 | 0.0393 | 0.0151 | 0.7665 | 0.7464 | |||||
Split3 | TF0 | ActivTRN | 110 | 0.9915 | 0.9958 | 0.9957 | 0.9942 | 0.9913 | 0.040 | 0.028 | 12,663 | 0.9913 | |||||||
Pass TRN | 105 | 0.9915 | 0.9864 | 0.6483 | 0.9952 | 0.9911 | 0.071 | 0.060 | 11,981 | 0.8031 | |||||||||
Calib | 98 | 0.4573 | 0.6547 | 0.6454 | 0.7954 | 0.4366 | 0.0984 | 0.0917 | 0.2148 | 0.377 | 0.302 | 81 | 0.3000 | 0.2332 | 0.4234 | 0.1834 | |||
Valid | 91 | 0.4863 | 0.6898 | 0.4790 | 0.7535 | 0.4629 | 0.3677 | 0.2793 | 0.3397 | 0.1404 | 0.0104 | 0.4454 | 0.2695 | ||||||
TF1 | ActivTRN | 110 | 0.8536 | 0.9210 | 0.7700 | 0.9093 | 0.8487 | 0.167 | 0.127 | 630 | 0.8487 | ||||||||
Pass TRN | 105 | 0.8835 | 0.9397 | 0.8901 | 0.9281 | 0.8792 | 0.142 | 0.112 | 781 | 0.6904 | |||||||||
Calib | 98 | 0.6899 | 0.8277 | 0.8306 | 0.8314 | 0.6781 | 0.6708 | 0.6683 | 0.7133 | 0.228 | 0.171 | 214 | 0.5749 | 0.0779 | 0.6732 | 0.6139 | |||
Valid | 91 | 0.6912 | 0.8162 | 0.5709 | 0.8351 | 0.6774 | 0.2464 | 0.1985 | 199 | 0.5675 | 0.2426 | 0.0130 | 0.6693 | 0.6888 | |||||
TF2 | ActivTRN | 110 | 0.9645 | 0.9819 | 0.8805 | 0.9780 | 0.9631 | 0.082 | 0.063 | 2931 | 0.9634 | ||||||||
Pass TRN | 105 | 0.9693 | 0.9845 | 0.8824 | 0.9802 | 0.9679 | 0.072 | 0.055 | 3251 | 0.7799 | |||||||||
Calib | 98 | 0.8109 | 0.8976 | 0.6421 | 0.9414 | 0.8018 | 0.7976 | 0.7961 | 0.8238 | 0.179 | 0.151 | 412 | 0.7320 | 0.0408 | 0.7996 | 0.7524 | |||
Valid | 91 | 0.6636 | 0.8094 | 0.7931 | 0.8006 | 0.6495 | 0.2589 | 0.1938 | 176 | 0.5414 | 0.1246 | 0.0133 | 0.6442 | 0.6037 | |||||
TF3 | ActivTRN | 110 | 0.8574 | 0.9232 | 0.8004 | 0.9199 | 0.8524 | 0.165 | 0.132 | 649 | 0.8518 | ||||||||
Pass TRN | 105 | 0.8649 | 0.9291 | 0.8743 | 0.9139 | 0.8600 | 0.153 | 0.121 | 659 | 0.6709 | |||||||||
Calib | 98 | 0.7563 | 0.8680 | 0.8696 | 0.8828 | 0.7462 | 0.7435 | 0.7416 | 0.7767 | 0.201 | 0.157 | 298 | 0.6597 | 0.0544 | 0.7426 | 0.6869 | |||
Valid | 91 | 0.7451 | 0.8540 | 0.8623 | 0.8677 | 0.7337 | 0.2204 | 0.1781 | 260 | 0.6368 | 0.2134 | 0.0134 | 0.7266 | 0.7435 | |||||
Split4 | TF0 | ActivTRN | 107 | 0.9842 | 0.9920 | 0.9737 | 0.9902 | 0.9835 | 0.052 | 0.040 | 6539 | 0.9835 | |||||||
Pass TRN | 106 | 0.9845 | 0.9818 | 0.8919 | 0.9903 | 0.9839 | 0.076 | 0.061 | 6596 | 0.9840 | |||||||||
Calib | 100 | 0.5265 | 0.6987 | 0.7057 | 0.7789 | 0.5056 | 0.1887 | 0.1814 | 0.1663 | 0.384 | 0.286 | 109 | 0.3688 | 0.2910 | 0.3039 | 0.2233 | |||
Valid | 91 | 0.4388 | 0.6479 | 0.4743 | 0.7723 | 0.4163 | 0.3708 | 0.3044 | 70 | 0.2893 | 0.1454 | 0.0119 | 0.3968 | 0.2166 | |||||
TF1 | ActivTRN | 107 | 0.7813 | 0.8772 | 0.7754 | 0.8800 | 0.7732 | 0. 195 | 0.151 | 375 | 0.7700 | ||||||||
Pass TRN | 106 | 0.7873 | 0.8520 | 0.8232 | 0.8766 | 0.7803 | 0.206 | 0.167 | 385 | 0.7784 | |||||||||
Calib | 100 | 0.7306 | 0.8483 | 0.8547 | 0.8660 | 0.7197 | 0.7197 | 0.7172 | 0.7120 | 0.226 | 0.176 | 266 | 0.6240 | 0.1432 | 0.5285 | 0.6957 | |||
Valid | 91 | 0.6688 | 0.8033 | 0.6458 | 08534 | 0.6535 | 0.2372 | 0.1935 | 180 | 0.5412 | 0.2139 | 0.0105 | 0.6500 | 0.6482 | |||||
TF2 | ActivTRN | 107 | 0.9550 | 0.9770 | 0.9591 | 0.9716 | 0.9533 | 0.089 | 0.072 | 2226 | 0.9532 | ||||||||
Pass TRN | 106 | 0.9549 | 0.9654 | 0.9655 | 0.9680 | 0.9535 | 0.104 | 0.083 | 2201 | 0.9535 | |||||||||
Calib | 100 | 0.7442 | 0.8467 | 0.6165 | 0.9382 | 0.5417 | 0.6392 | 0.6359 | 0.6292 | 0.256 | 0.207 | 285 | 0.6105 | 0.2198 | 0.5417 | 0.5006 | |||
Valid | 91 | 0.5476 | 0.7280 | 0.5929 | 0.7899 | 0.5288 | 0.3181 | 0.2516 | 108 | 0.4054 | 0.1331 | 0.0117 | 0.5188 | 0.3388 | |||||
TF3 | ActivTRN | 107 | 0.8049 | 0.8919 | 0.7870 | 0.8975 | 0.7973 | 0.184 | 0.145 | 433 | 0.7948 | ||||||||
Pass TRN | 106 | 0.8086 | 0.8809 | 0.8193 | 0.8921 | 0.8023 | 0.191 | 0.155 | 439 | 0.8009 | |||||||||
Calib | 100 | 0.7474 | 0.8619 | 0.8645 | 0.7362 | 0.7362 | 0.7303 | 0.7279 | 0.7229 | 0.221 | 0.175 | 290 | 0.6487 | 0.0534 | 0.5434 | 0.6754 | |||
Valid | 91 | 0.7170 | 0.8386 | 0.8040 | 0.8677 | 0.7042 | 0.219 | 0.1774 | 226 | 0.6048 | 0.1690 | 0.0107 | 0.7025 | 0.6893 |