Domain
stringclasses 2
values | A_freq
float64 0.1
0.48
| T_freq
float64 0.11
0.45
| C_freq
float64 0.07
0.5
| G_freq
float64 0.06
0.4
| GC_content
float64 0.18
0.79
| Effective_Number_of_Codons
float64 39.4
60.6
| Homopolymers_A
float64 0
0.19
| Homopolymers_T
float64 0
0.14
| Homopolymers_C
float64 0
0.13
| Homopolymers_G
float64 0
0.12
| Entropy
float64 1.68
2.31
| Gene_density
float64 0
1
|
|---|---|---|---|---|---|---|---|---|---|---|---|---|
NV
| 0.262667
| 0.220667
| 0.218
| 0.298667
| 0.516667
| 56.200234
| 0.008
| 0.013333
| 0.002667
| 0.028667
| 1.98744
| 0.527054
|
NV
| 0.22973
| 0.192745
| 0.248222
| 0.329303
| 0.577525
| 56.715023
| 0.00569
| 0.00569
| 0.00569
| 0.033428
| 1.972011
| 0.613248
|
NV
| 0.232955
| 0.193182
| 0.246449
| 0.326705
| 0.573561
| 57.291858
| 0.005682
| 0.005682
| 0.002841
| 0.03054
| 1.980559
| 0.512821
|
NV
| 0.177983
| 0.187212
| 0.257086
| 0.377719
| 0.634806
| 55.700361
| 0.002637
| 0.006592
| 0.022413
| 0.058009
| 1.930105
| 0.419802
|
NV
| 0.248801
| 0.196025
| 0.235093
| 0.320082
| 0.555175
| 55.257317
| 0.006169
| 0.002742
| 0.017135
| 0.028787
| 1.977249
| 0.628866
|
NV
| 0.252125
| 0.197592
| 0.23017
| 0.320113
| 0.550283
| 57.136111
| 0.005666
| 0
| 0.006374
| 0.03187
| 1.977258
| 0.525532
|
NV
| 0.260783
| 0.209025
| 0.226277
| 0.303915
| 0.530192
| 56.787881
| 0.010617
| 0.002654
| 0.008626
| 0.022561
| 1.985016
| 0.40239
|
NV
| 0.217835
| 0.186521
| 0.250511
| 0.345133
| 0.595643
| 57.092908
| 0.005446
| 0.006807
| 0.016338
| 0.049694
| 1.960802
| 0.517382
|
NV
| 0.271546
| 0.22435
| 0.207934
| 0.29617
| 0.504104
| 56.764417
| 0.01026
| 0.00684
| 0.002736
| 0.0171
| 1.985508
| 0.529774
|
NV
| 0.252858
| 0.207128
| 0.223268
| 0.316745
| 0.540013
| 56.871396
| 0.008742
| 0
| 0.003362
| 0.035642
| 1.980359
| 0.464646
|
NV
| 0.277666
| 0.226023
| 0.205231
| 0.290409
| 0.495973
| 58.676839
| 0.008719
| 0.006036
| 0.005366
| 0.022803
| 1.992212
| 0.522177
|
NV
| 0.278039
| 0.225655
| 0.204164
| 0.290128
| 0.495289
| 57.977182
| 0.011417
| 0.006044
| 0.005373
| 0.022834
| 2.003927
| 0.513131
|
NV
| 0.278
| 0.226
| 0.204667
| 0.29
| 0.495327
| 58.251115
| 0.015333
| 0.008667
| 0.002667
| 0.022667
| 1.998711
| 0.388778
|
NV
| 0.278039
| 0.224312
| 0.205507
| 0.291471
| 0.497312
| 58.315619
| 0.014103
| 0.006044
| 0.002686
| 0.022834
| 1.99175
| 0.444444
|
NV
| 0.276228
| 0.225764
| 0.207171
| 0.287517
| 0.496336
| 58.152477
| 0.013944
| 0.005976
| 0.002656
| 0.019256
| 2.014719
| 0.439122
|
NV
| 0.230982
| 0.194329
| 0.239972
| 0.334025
| 0.574394
| 55.718725
| 0.005533
| 0
| 0.014523
| 0.037344
| 1.977408
| 0.372141
|
NV
| 0.274064
| 0.224599
| 0.205214
| 0.294118
| 0.500335
| 58.002211
| 0.006016
| 0.003342
| 0.008021
| 0.029412
| 2.003668
| 0.544177
|
NV
| 0.246248
| 0.199864
| 0.23397
| 0.313779
| 0.551132
| 56.936426
| 0.005457
| 0.002729
| 0.002729
| 0.040246
| 2.022246
| 0.508197
|
NV
| 0.241696
| 0.20636
| 0.232509
| 0.315901
| 0.550355
| 56.255796
| 0.008481
| 0.002827
| 0.002827
| 0.036042
| 2.008304
| 0.4862
|
NV
| 0.231699
| 0.193319
| 0.247335
| 0.327647
| 0.574982
| 56.609707
| 0.005686
| 0.005686
| 0.005686
| 0.030561
| 1.973094
| 0.512821
|
NV
| 0.242599
| 0.198556
| 0.238989
| 0.319856
| 0.558845
| 56.583451
| 0.008664
| 0
| 0.011552
| 0.041877
| 1.978338
| 0.527115
|
NV
| 0.238439
| 0.193642
| 0.242052
| 0.323699
| 0.56698
| 56.890299
| 0.008671
| 0.00289
| 0.008671
| 0.047688
| 1.99512
| 0.478261
|
NV
| 0.246624
| 0.190476
| 0.24236
| 0.319829
| 0.562589
| 57.045486
| 0.005686
| 0
| 0.002843
| 0.033404
| 1.98277
| 0.50641
|
NV
| 0.290014
| 0.242818
| 0.19357
| 0.271546
| 0.466073
| 57.287182
| 0.01368
| 0.002736
| 0
| 0.025992
| 2.001364
| 0.566735
|
NV
| 0.26897
| 0.224932
| 0.20664
| 0.289295
| 0.501027
| 56.796386
| 0.00542
| 0
| 0.003388
| 0.023035
| 2.048721
| 0.498982
|
NV
| 0.261371
| 0.224033
| 0.210455
| 0.295995
| 0.510609
| 56.512067
| 0.002716
| 0.002716
| 0.00611
| 0.025798
| 2.039078
| 0.370672
|
NV
| 0.25545
| 0.213215
| 0.219346
| 0.298365
| 0.524862
| 56.699774
| 0.00545
| 0.002725
| 0.009537
| 0.032698
| 2.063467
| 0.466258
|
NV
| 0.255435
| 0.210598
| 0.223505
| 0.304348
| 0.5311
| 56.97617
| 0.002717
| 0.005435
| 0.006114
| 0.02038
| 2.038162
| 0.528571
|
NV
| 0.255074
| 0.217862
| 0.221922
| 0.304465
| 0.526743
| 55.790625
| 0.013532
| 0.013532
| 0.013532
| 0.033829
| 1.993193
| 0.623984
|
NV
| 0.2375
| 0.192361
| 0.248611
| 0.321528
| 0.570139
| 56.659409
| 0.002778
| 0.005556
| 0.013889
| 0.038194
| 1.975588
| 0.592902
|
NV
| 0.259036
| 0.204819
| 0.226238
| 0.309906
| 0.536145
| 57.254942
| 0.006024
| 0.013387
| 0.006024
| 0.029451
| 1.982188
| 0.570281
|
NV
| 0.269951
| 0.22068
| 0.218598
| 0.290076
| 0.509028
| 56.05356
| 0.011797
| 0.005552
| 0.004164
| 0.027065
| 1.995815
| 0.491667
|
NV
| 0.242712
| 0.202034
| 0.238644
| 0.315932
| 0.554953
| 57.014718
| 0.008814
| 0.002712
| 0.008136
| 0.020339
| 1.987551
| 0.482688
|
NV
| 0.240678
| 0.202034
| 0.235254
| 0.322034
| 0.557288
| 57.000657
| 0.005424
| 0.002712
| 0.005424
| 0.03322
| 1.978286
| 0.501018
|
NV
| 0.245651
| 0.197634
| 0.234516
| 0.322199
| 0.556715
| 57.85213
| 0.005567
| 0.002784
| 0.005567
| 0.038274
| 1.976936
| 0.512552
|
NV
| 0.20254
| 0.21992
| 0.221257
| 0.351604
| 0.575554
| 57.485648
| 0.005348
| 0.012032
| 0.005348
| 0.052807
| 1.995035
| 0.5
|
NV
| 0.207392
| 0.219028
| 0.223135
| 0.346338
| 0.571821
| 57.946475
| 0.005476
| 0.002738
| 0.011636
| 0.039699
| 1.995774
| 0.488706
|
NV
| 0.227273
| 0.185112
| 0.251647
| 0.335968
| 0.587615
| 55.805163
| 0.005929
| 0
| 0.013834
| 0.034914
| 1.965863
| 0.471287
|
NV
| 0.225445
| 0.184575
| 0.252472
| 0.337508
| 0.58998
| 57.068073
| 0.005933
| 0
| 0.017139
| 0.037574
| 1.964695
| 0.465347
|
NV
| 0.227423
| 0.18853
| 0.249176
| 0.334871
| 0.584047
| 56.686112
| 0.005933
| 0
| 0.01648
| 0.034937
| 1.967791
| 0.435644
|
NV
| 0.226594
| 0.191995
| 0.244233
| 0.336499
| 0.581127
| 56.906861
| 0.005427
| 0
| 0.014925
| 0.031208
| 1.975016
| 0.395112
|
NV
| 0.229464
| 0.192804
| 0.244399
| 0.333333
| 0.577733
| 57.293487
| 0.005431
| 0.005431
| 0.017651
| 0.027834
| 1.970281
| 0.381633
|
NV
| 0.218771
| 0.185685
| 0.252532
| 0.343011
| 0.595544
| 55.632639
| 0.005402
| 0.002701
| 0.013504
| 0.030385
| 1.961589
| 0.403651
|
NV
| 0.227549
| 0.189061
| 0.24578
| 0.336935
| 0.583108
| 56.425805
| 0.005402
| 0
| 0.014855
| 0.027684
| 1.97383
| 0.423935
|
NV
| 0.224638
| 0.183794
| 0.253623
| 0.337945
| 0.591568
| 55.965932
| 0.008564
| 0
| 0.016469
| 0.034914
| 1.964019
| 0.419802
|
NV
| 0.229551
| 0.189314
| 0.247361
| 0.333773
| 0.581135
| 56.388241
| 0.005937
| 0
| 0.011873
| 0.037599
| 1.968826
| 0.426587
|
NV
| 0.264468
| 0.213324
| 0.215343
| 0.306864
| 0.522207
| 57.015327
| 0.005384
| 0
| 0.005384
| 0.02288
| 1.98299
| 0.434343
|
NV
| 0.265141
| 0.21467
| 0.213997
| 0.306191
| 0.520188
| 57.108746
| 0.005384
| 0
| 0.005384
| 0.02288
| 1.983138
| 0.434343
|
NV
| 0.246479
| 0.184507
| 0.241549
| 0.326056
| 0.568406
| 56.632627
| 0.006338
| 0
| 0.005634
| 0.040845
| 1.983469
| 0.501057
|
NV
| 0.228022
| 0.200549
| 0.237637
| 0.333791
| 0.571429
| 58.282317
| 0.005495
| 0.003434
| 0.013736
| 0.044643
| 1.97223
| 0.381443
|
NV
| 0.258737
| 0.202957
| 0.224462
| 0.311828
| 0.537012
| 56.463706
| 0.006048
| 0.008065
| 0.006048
| 0.03629
| 1.999566
| 0.614919
|
NV
| 0.218878
| 0.197674
| 0.24145
| 0.341997
| 0.583447
| 55.747838
| 0.005472
| 0.002736
| 0.010944
| 0.03078
| 1.966473
| 0.459959
|
NV
| 0.218493
| 0.197945
| 0.239726
| 0.343836
| 0.583562
| 57.392966
| 0.005479
| 0.00274
| 0.010959
| 0.030822
| 1.965556
| 0.37037
|
NV
| 0.220699
| 0.19671
| 0.241261
| 0.34133
| 0.582591
| 56.903094
| 0.005483
| 0.002742
| 0.013708
| 0.030843
| 1.966772
| 0.403292
|
NV
| 0.213989
| 0.184211
| 0.25277
| 0.34903
| 0.601801
| 55.828444
| 0.011773
| 0.004155
| 0.01385
| 0.049861
| 1.957125
| 0.530146
|
NV
| 0.220139
| 0.183333
| 0.251389
| 0.344444
| 0.596247
| 57.145618
| 0.009028
| 0.003472
| 0.016667
| 0.047222
| 1.967069
| 0.559499
|
NV
| 0.222752
| 0.185967
| 0.247275
| 0.344005
| 0.591281
| 56.745738
| 0.008856
| 0.002725
| 0.010899
| 0.05109
| 1.961965
| 0.435583
|
NV
| 0.222598
| 0.186062
| 0.245602
| 0.345737
| 0.59134
| 56.908088
| 0.008796
| 0.002706
| 0.010825
| 0.048038
| 1.961142
| 0.447154
|
NV
| 0.214915
| 0.189153
| 0.248814
| 0.347119
| 0.595932
| 57.207156
| 0.008814
| 0.00339
| 0.010847
| 0.04339
| 1.960343
| 0.505092
|
NV
| 0.216474
| 0.185841
| 0.249149
| 0.347856
| 0.597411
| 57.172235
| 0.00885
| 0.003404
| 0.010892
| 0.041525
| 1.965735
| 0.574642
|
NV
| 0.214674
| 0.189538
| 0.247283
| 0.348505
| 0.595788
| 56.930118
| 0.008832
| 0.003397
| 0.01087
| 0.044158
| 1.959767
| 0.512245
|
NV
| 0.215447
| 0.186992
| 0.251355
| 0.346206
| 0.597561
| 57.426032
| 0.008808
| 0.003388
| 0.01355
| 0.044038
| 1.96
| 0.572301
|
NV
| 0.214433
| 0.180069
| 0.254296
| 0.350515
| 0.605227
| 57.139594
| 0.011684
| 0.004124
| 0.013746
| 0.047423
| 1.961419
| 0.420619
|
NV
| 0.25
| 0.198667
| 0.229333
| 0.320667
| 0.550734
| 56.229783
| 0.002667
| 0.005333
| 0
| 0.025333
| 1.989323
| 0.539078
|
NV
| 0.249667
| 0.201065
| 0.23036
| 0.318908
| 0.549268
| 56.522325
| 0.002663
| 0.002663
| 0
| 0.022636
| 1.978855
| 0.55
|
NV
| 0.247004
| 0.199068
| 0.233023
| 0.318908
| 0.553035
| 56.713765
| 0.002663
| 0.002663
| 0
| 0.022636
| 1.998443
| 0.55
|
NV
| 0.249001
| 0.199734
| 0.231025
| 0.32024
| 0.551265
| 56.420051
| 0.002663
| 0.002663
| 0
| 0.022636
| 1.978033
| 0.55
|
NV
| 0.248136
| 0.201356
| 0.231186
| 0.318644
| 0.550204
| 56.488918
| 0.002712
| 0.002712
| 0
| 0.023051
| 1.985883
| 0.560081
|
NV
| 0.26632
| 0.211424
| 0.206231
| 0.316024
| 0.522255
| 56.295096
| 0.005935
| 0.002967
| 0
| 0.031899
| 1.977236
| 0.443207
|
NV
| 0.244353
| 0.206023
| 0.235455
| 0.313484
| 0.549315
| 57.12779
| 0.005476
| 0.002738
| 0.005476
| 0.031485
| 1.989406
| 0.453799
|
NV
| 0.24359
| 0.184473
| 0.240028
| 0.331909
| 0.571937
| 56.106116
| 0.00641
| 0
| 0.005698
| 0.04416
| 1.968414
| 0.526767
|
NV
| 0.250808
| 0.209438
| 0.224952
| 0.31351
| 0.539159
| 56.543291
| 0.005171
| 0.004525
| 0.002586
| 0.027149
| 1.99402
| 0.473786
|
NV
| 0.225083
| 0.186799
| 0.249505
| 0.338614
| 0.588119
| 55.971957
| 0.005941
| 0
| 0.014521
| 0.037624
| 1.96513
| 0.406746
|
NV
| 0.209929
| 0.234752
| 0.213475
| 0.340426
| 0.554688
| 56.328075
| 0.002837
| 0.016312
| 0.006383
| 0.033333
| 1.981818
| 0.379531
|
NV
| 0.234483
| 0.198621
| 0.233793
| 0.333103
| 0.566897
| 57.157134
| 0.008276
| 0.005517
| 0.008966
| 0.042759
| 1.97229
| 0.36646
|
NV
| 0.260168
| 0.218205
| 0.227243
| 0.294383
| 0.521627
| 57.862943
| 0.00581
| 0.008393
| 0.002582
| 0.016139
| 1.98974
| 0.434951
|
NV
| 0.247268
| 0.19877
| 0.230874
| 0.321038
| 0.553046
| 56.351452
| 0
| 0.005464
| 0
| 0.029372
| 1.994554
| 0.61807
|
NV
| 0.228011
| 0.196211
| 0.241543
| 0.334235
| 0.575778
| 56.607623
| 0.002706
| 0.006089
| 0.014885
| 0.033829
| 1.970835
| 0.392276
|
NV
| 0.243079
| 0.195814
| 0.235652
| 0.322755
| 0.559919
| 56.879776
| 0.012154
| 0.005402
| 0.010804
| 0.024983
| 1.997658
| 0.62069
|
NV
| 0.238223
| 0.201211
| 0.234859
| 0.325707
| 0.560565
| 56.946859
| 0.009421
| 0.005384
| 0.010767
| 0.022207
| 1.976471
| 0.577778
|
NV
| 0.231338
| 0.204438
| 0.235373
| 0.328178
| 0.56393
| 57.350988
| 0.006052
| 0.011432
| 0.011432
| 0.028917
| 1.982622
| 0.579798
|
NV
| 0.250383
| 0.211332
| 0.229709
| 0.308576
| 0.538285
| 56.305388
| 0.006126
| 0.003063
| 0
| 0.022205
| 1.985016
| 0.343318
|
NV
| 0.235294
| 0.201984
| 0.229624
| 0.333097
| 0.562721
| 57.781295
| 0.002835
| 0
| 0.002835
| 0.038979
| 1.972984
| 0.459574
|
NV
| 0.236209
| 0.207921
| 0.227016
| 0.328854
| 0.55587
| 58.829365
| 0.003536
| 0.002829
| 0.008487
| 0.036775
| 1.976139
| 0.509554
|
NV
| 0.233216
| 0.201413
| 0.231095
| 0.334276
| 0.565371
| 57.53082
| 0.003534
| 0
| 0.002827
| 0.039576
| 1.972295
| 0.458599
|
NV
| 0.249178
| 0.199211
| 0.232742
| 0.318869
| 0.551611
| 57.046706
| 0.008547
| 0.00789
| 0.00526
| 0.034188
| 1.978535
| 0.590909
|
NV
| 0.25206
| 0.199176
| 0.233516
| 0.315247
| 0.548764
| 56.408822
| 0.012363
| 0.008242
| 0.005495
| 0.039148
| 1.979833
| 0.569072
|
NV
| 0.259285
| 0.210454
| 0.22077
| 0.305365
| 0.528315
| 57.84319
| 0.01238
| 0.002751
| 0.008253
| 0.023384
| 2.014546
| 0.487603
|
NV
| 0.254888
| 0.2042
| 0.23244
| 0.308472
| 0.540912
| 56.579668
| 0.002896
| 0.005793
| 0.01231
| 0.039102
| 1.983385
| 0.452174
|
NV
| 0.251493
| 0.20637
| 0.230259
| 0.303915
| 0.538051
| 58.090992
| 0.005309
| 0.005309
| 0.005309
| 0.019244
| 2.054425
| 0.556886
|
NV
| 0.22442
| 0.158254
| 0.269441
| 0.347885
| 0.617326
| 56.286746
| 0
| 0.002729
| 0.02251
| 0.072988
| 1.944404
| 0.497951
|
NV
| 0.21748
| 0.184282
| 0.249322
| 0.348916
| 0.598238
| 57.991297
| 0.008808
| 0.004065
| 0.00813
| 0.050136
| 1.957975
| 0.551935
|
NV
| 0.238874
| 0.178665
| 0.238874
| 0.342932
| 0.582187
| 56.582807
| 0
| 0
| 0.002618
| 0.034031
| 1.967209
| 0.602362
|
NV
| 0.272404
| 0.217639
| 0.217639
| 0.292319
| 0.509957
| 56.424313
| 0.014225
| 0.009957
| 0.002845
| 0.02276
| 1.987372
| 0.480769
|
NV
| 0.226818
| 0.192795
| 0.243496
| 0.336891
| 0.580387
| 55.817846
| 0.005337
| 0.002668
| 0.012008
| 0.024683
| 1.968393
| 0.41483
|
NV
| 0.263229
| 0.204885
| 0.223881
| 0.308005
| 0.531886
| 57.166961
| 0.00882
| 0.008141
| 0.006106
| 0.036635
| 1.982167
| 0.496945
|
NV
| 0.261194
| 0.211669
| 0.217775
| 0.309362
| 0.527137
| 56.275839
| 0.005427
| 0.002714
| 0.002714
| 0.027815
| 1.982588
| 0.469388
|
NV
| 0.263405
| 0.206434
| 0.219839
| 0.310322
| 0.530161
| 57.403464
| 0.006032
| 0.002681
| 0.002681
| 0.035523
| 1.981184
| 0.480885
|
NV
| 0.25
| 0.20389
| 0.238473
| 0.302594
| 0.543809
| 57.144531
| 0.002882
| 0.002882
| 0.008646
| 0.025216
| 2.021262
| 0.487013
|
NV
| 0.264385
| 0.225783
| 0.216315
| 0.293518
| 0.509832
| 55.69501
| 0.002913
| 0.011653
| 0.009468
| 0.021122
| 1.98906
| 0.428884
|
Dataset Card for VirBiCla-training
VirBiCla is a ML-based viral DNA detector designed for long-read sequencing metagenomics.
This dataset is a support dataset for training the base ML model.
Dataset Details
Dataset Sources [optional]
- Repository: GitHub repository for VirBiCla
Uses
This dataset is intended as support for training the base VirBiCla model
Dataset Structure
Dataset is a CSV file composed of 60.003 record sequences (coming from RefSeq 16S bacterial rRNA, 18S fungal rRNA, SSU eukaryotic rRNA and RefSeq viral genomes) evaluated on 13 features.
Features are:
- Domain
- A, T, C and G proportion
- Percentage of A, T, C and G homopolimeric regions
- Gene density
- Entropy
- Effective Number of Codons (codon usage metrics)
Dataset Creation
Find everything that is needed for Dataset creation on VirBiCla website
Bias, Risks, and Limitations
The dataset is mainly directed towards amplicon-sequencing and long-read sequencing, which are the best use cases for VirBiCla.
Citation
Please consider cite the author of this work (Astra Bertelli) and VirBiCla GitHub repository when using this dataset or the associated model.
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