Serotype Classification Results ======================================== Total samples evaluated: 52474 Number of unique serotypes: 81 Accuracy: 0.9744 F1 Score (weighted): 0.9724 F1 Score (macro): 0.8560 Classification Report: precision recall f1-score support 1 1.00 1.00 1.00 2305 10A 0.99 0.99 0.99 1351 10B 0.99 1.00 0.99 153 10F 1.00 1.00 1.00 61 11 0.00 0.00 0.00 22 11A 0.92 0.98 0.95 879 11B 0.93 0.86 0.89 49 11C 0.50 0.45 0.48 11 11D 1.00 0.33 0.50 6 11E 0.80 0.07 0.14 54 12A 0.75 0.38 0.50 8 12B 0.83 0.20 0.32 25 12F 0.99 0.99 0.99 2846 13 0.99 0.99 0.99 558 14 0.99 0.98 0.99 3393 15A 0.96 1.00 0.98 1299 15B 0.86 0.89 0.88 314 15C 0.88 0.71 0.79 176 15F 1.00 1.00 1.00 22 16F 1.00 0.98 0.99 1180 17A 1.00 1.00 1.00 7 17F 1.00 0.99 0.99 682 18A 0.97 0.99 0.98 104 18B 0.56 0.17 0.26 29 18C 0.94 0.98 0.96 598 18F 1.00 0.81 0.89 31 19A 0.99 0.96 0.97 3097 19B 0.98 0.92 0.95 97 19F 0.93 0.98 0.96 2658 2 1.00 0.98 0.99 94 20 0.80 0.31 0.44 39 20A 0.84 0.70 0.76 157 20B 0.84 0.97 0.90 340 21 0.97 0.98 0.97 432 22A 0.98 0.95 0.97 65 22F 0.99 0.99 0.99 2362 23A 0.97 0.96 0.97 608 23B 0.99 0.99 0.99 912 23F 0.98 0.97 0.98 1518 24A 0.89 0.89 0.89 37 24F 0.98 0.98 0.98 612 25A 0.00 0.00 0.00 8 25F 0.90 0.58 0.71 60 27 1.00 0.98 0.99 54 28A 0.84 0.94 0.89 67 28F 0.98 0.65 0.78 69 29 1.00 0.94 0.97 68 3 1.00 1.00 1.00 2175 31 0.98 0.99 0.99 351 33B 0.95 0.98 0.96 53 33C 1.00 1.00 1.00 5 33D 0.96 0.99 0.98 81 33F 1.00 0.99 1.00 948 34 0.99 0.98 0.98 630 35A 1.00 0.95 0.97 100 35B 0.95 0.98 0.97 941 35C 0.80 0.91 0.85 22 35D 1.00 0.11 0.20 46 35F 1.00 1.00 1.00 354 36 1.00 1.00 1.00 8 37 0.85 0.98 0.91 47 38 0.95 0.99 0.97 584 39 1.00 1.00 1.00 38 4 0.99 0.99 0.99 1105 40 0.96 1.00 0.98 24 45 0.90 0.90 0.90 29 46 0.75 0.82 0.79 85 48 1.00 0.93 0.96 27 5 1.00 1.00 1.00 1222 6A 0.95 0.92 0.93 1714 6B 0.91 0.96 0.93 1934 6C 0.98 0.97 0.97 687 6D 0.88 0.67 0.76 42 6E 1.00 0.05 0.09 64 7B 0.96 0.96 0.96 70 7C 0.99 0.97 0.98 665 7F 0.99 0.99 0.99 799 8 1.00 1.00 1.00 5429 9L 0.97 0.82 0.89 124 9N 0.99 1.00 0.99 1669 9V 0.93 0.99 0.96 885 accuracy 0.97 52474 macro avg 0.92 0.84 0.86 52474 weighted avg 0.97 0.97 0.97 52474 Per-Serotype Confidence Statistics: serotype count mean_confidence std_confidence min_confidence max_confidence 1 2307 0.998642 0.012350 0.567507 0.999850 10A 1360 0.979496 0.092232 0.164713 0.999457 10B 155 0.967547 0.074922 0.337077 0.997668 10F 61 0.980802 0.053491 0.617078 0.997763 11A 944 0.932953 0.083787 0.344658 0.994425 11B 45 0.891226 0.111028 0.532361 0.980388 11C 10 0.680125 0.107954 0.504874 0.852379 11D 2 0.472217 0.073520 0.398697 0.545736 11E 5 0.537775 0.024604 0.509784 0.568351 12A 4 0.560285 0.084167 0.437240 0.641422 12B 6 0.540912 0.076349 0.452585 0.678227 12F 2851 0.959601 0.052236 0.518387 0.998949 13 557 0.983977 0.068834 0.234488 0.999546 14 3353 0.994505 0.034081 0.313970 0.999753 15A 1341 0.960829 0.101102 0.331833 0.999433 15B 324 0.728863 0.126686 0.445420 0.925600 15C 142 0.744610 0.110901 0.466494 0.899970 15F 22 0.939561 0.078147 0.701544 0.983466 16F 1166 0.986656 0.056131 0.281862 0.999740 17A 7 0.974356 0.012684 0.943452 0.980471 17F 677 0.987668 0.051602 0.248879 0.999592 18A 106 0.960559 0.098419 0.400872 0.999287 18B 9 0.506300 0.137828 0.338764 0.723229 18C 625 0.923612 0.095037 0.207737 0.991329 18F 25 0.832622 0.229284 0.343352 0.991078 19A 2991 0.981231 0.068844 0.370603 0.999698 19B 91 0.940543 0.130811 0.332880 0.998795 19F 2803 0.952412 0.129477 0.274419 0.999657 2 92 0.983564 0.056505 0.568739 0.997188 20 15 0.541145 0.072290 0.273573 0.598710 20A 131 0.799850 0.130487 0.360803 0.977807 20B 392 0.892813 0.125369 0.314540 0.989095 21 435 0.952383 0.115189 0.287538 0.999215 22A 63 0.946235 0.100756 0.619118 0.997041 22F 2364 0.990222 0.050683 0.392004 0.999784 23A 599 0.972744 0.089742 0.464887 0.999145 23B 914 0.988209 0.057401 0.419576 0.999606 23F 1513 0.972459 0.100591 0.245219 0.999592 24A 37 0.886034 0.080750 0.658073 0.958750 24F 609 0.975880 0.097064 0.303470 0.996320 25F 39 0.689321 0.103011 0.436648 0.935264 27 53 0.988462 0.026624 0.830054 0.998737 28A 75 0.895558 0.107886 0.494509 0.979088 28F 46 0.863216 0.124579 0.424040 0.983221 29 64 0.952345 0.111112 0.292360 0.997919 3 2177 0.998974 0.015745 0.399862 0.999836 31 355 0.990739 0.049750 0.397961 0.999325 33B 55 0.917076 0.142543 0.502664 0.996780 33C 5 0.946920 0.009758 0.927425 0.952231 33D 83 0.974609 0.027940 0.868772 0.995730 33F 942 0.993195 0.020968 0.667151 0.999376 34 627 0.983812 0.062512 0.375376 0.999588 35A 95 0.985936 0.047079 0.690584 0.996969 35B 966 0.923554 0.067008 0.275884 0.989556 35C 25 0.858188 0.158211 0.526735 0.982917 35D 5 0.541260 0.050194 0.455271 0.592430 35F 354 0.989962 0.051032 0.411979 0.999512 36 8 0.985078 0.002780 0.977767 0.986720 37 54 0.788142 0.301236 0.164633 0.985231 38 613 0.923587 0.071823 0.498220 0.989411 39 38 0.970426 0.103847 0.458691 0.995518 4 1112 0.983035 0.048846 0.153931 0.999605 40 25 0.948724 0.084052 0.566644 0.972766 45 29 0.874926 0.181379 0.409431 0.992896 46 93 0.886584 0.109741 0.546191 0.992475 48 25 0.970076 0.028531 0.871782 0.992597 5 1222 0.991985 0.035856 0.546877 0.999660 6A 1663 0.912211 0.119088 0.310803 0.998224 6B 2053 0.910023 0.104008 0.236354 0.995165 6C 679 0.955692 0.104344 0.278791 0.998737 6D 32 0.819601 0.176034 0.497368 0.973779 6E 3 0.473486 0.121688 0.365215 0.643466 7B 70 0.951040 0.074557 0.429598 0.970179 7C 646 0.985801 0.061844 0.515137 0.999380 7F 800 0.982123 0.042804 0.447971 0.999369 8 5445 0.994333 0.052484 0.206291 0.999856 9L 105 0.876433 0.126993 0.467704 0.993617 9N 1690 0.994622 0.031966 0.436339 0.999501 9V 950 0.910601 0.153027 0.367078 0.998920