File size: 11,339 Bytes
53f9a35 | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 | Serotype Classification Results
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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 |