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Datasets:
c01dsnap
/
DoHTunnelAnalyzer

License:
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The full dataset viewer is not available (click to read why). Only showing a preview of the rows.
The dataset generation failed because of a cast error
Error code:   DatasetGenerationCastError
Exception:    DatasetGenerationCastError
Message:      An error occurred while generating the dataset

All the data files must have the same columns, but at some point there are 1 new columns ({'DoH'}) and 1 missing columns ({'Label'}).

This happened while the csv dataset builder was generating data using

hf://datasets/c01dsnap/DoHTunnelAnalyzer/DNSCat2-DoH.csv (at revision 3ab176819eb76359f5de6e79f03e80c565f71397)

Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2011, in _prepare_split_single
                  writer.write_table(table)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
                  raise CastError(
              datasets.table.CastError: Couldn't cast
              SourceIP: string
              DestinationIP: string
              SourcePort: int64
              DestinationPort: int64
              TimeStamp: string
              Duration: double
              FlowBytesSent: int64
              FlowSentRate: double
              FlowBytesReceived: int64
              FlowReceivedRate: double
              PacketLengthVariance: double
              PacketLengthStandardDeviation: double
              PacketLengthMean: double
              PacketLengthMedian: double
              PacketLengthMode: int64
              PacketLengthSkewFromMedian: double
              PacketLengthSkewFromMode: double
              PacketLengthCoefficientofVariation: double
              PacketTimeVariance: double
              PacketTimeStandardDeviation: double
              PacketTimeMean: double
              PacketTimeMedian: double
              PacketTimeMode: double
              PacketTimeSkewFromMedian: double
              PacketTimeSkewFromMode: double
              PacketTimeCoefficientofVariation: double
              ResponseTimeTimeVariance: double
              ResponseTimeTimeStandardDeviation: double
              ResponseTimeTimeMean: double
              ResponseTimeTimeMedian: double
              ResponseTimeTimeMode: double
              ResponseTimeTimeSkewFromMedian: double
              ResponseTimeTimeSkewFromMode: double
              ResponseTimeTimeCoefficientofVariation: double
              DoH: bool
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 5147
              to
              {'SourceIP': Value(dtype='string', id=None), 'DestinationIP': Value(dtype='string', id=None), 'SourcePort': Value(dtype='int64', id=None), 'DestinationPort': Value(dtype='int64', id=None), 'TimeStamp': Value(dtype='string', id=None), 'Duration': Value(dtype='float64', id=None), 'FlowBytesSent': Value(dtype='int64', id=None), 'FlowSentRate': Value(dtype='float64', id=None), 'FlowBytesReceived': Value(dtype='int64', id=None), 'FlowReceivedRate': Value(dtype='float64', id=None), 'PacketLengthVariance': Value(dtype='float64', id=None), 'PacketLengthStandardDeviation': Value(dtype='float64', id=None), 'PacketLengthMean': Value(dtype='float64', id=None), 'PacketLengthMedian': Value(dtype='float64', id=None), 'PacketLengthMode': Value(dtype='int64', id=None), 'PacketLengthSkewFromMedian': Value(dtype='float64', id=None), 'PacketLengthSkewFromMode': Value(dtype='float64', id=None), 'PacketLengthCoefficientofVariation': Value(dtype='float64', id=None), 'PacketTimeVariance': Value(dtype='float64', id=None), 'PacketTimeStandardDeviation': Value(dtype='float64', id=None), 'PacketTimeMean': Value(dtype='float64', id=None), 'PacketTimeMedian': Value(dtype='float64', id=None), 'PacketTimeMode': Value(dtype='float64', id=None), 'PacketTimeSkewFromMedian': Value(dtype='float64', id=None), 'PacketTimeSkewFromMode': Value(dtype='float64', id=None), 'PacketTimeCoefficientofVariation': Value(dtype='float64', id=None), 'ResponseTimeTimeVariance': Value(dtype='float64', id=None), 'ResponseTimeTimeStandardDeviation': Value(dtype='float64', id=None), 'ResponseTimeTimeMean': Value(dtype='float64', id=None), 'ResponseTimeTimeMedian': Value(dtype='float64', id=None), 'ResponseTimeTimeMode': Value(dtype='float64', id=None), 'ResponseTimeTimeSkewFromMedian': Value(dtype='float64', id=None), 'ResponseTimeTimeSkewFromMode': Value(dtype='float64', id=None), 'ResponseTimeTimeCoefficientofVariation': Value(dtype='float64', id=None), 'Label': Value(dtype='string', id=None)}
              because column names don't match
              
              During handling of the above exception, another exception occurred:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1321, in compute_config_parquet_and_info_response
                  parquet_operations = convert_to_parquet(builder)
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 935, in convert_to_parquet
                  builder.download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1027, in download_and_prepare
                  self._download_and_prepare(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1122, in _download_and_prepare
                  self._prepare_split(split_generator, **prepare_split_kwargs)
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1882, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
              datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
              
              All the data files must have the same columns, but at some point there are 1 new columns ({'DoH'}) and 1 missing columns ({'Label'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/c01dsnap/DoHTunnelAnalyzer/DNSCat2-DoH.csv (at revision 3ab176819eb76359f5de6e79f03e80c565f71397)
              
              Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)

Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.

SourceIP
string
DestinationIP
string
SourcePort
int64
DestinationPort
int64
TimeStamp
string
Duration
float64
FlowBytesSent
int64
FlowSentRate
float64
FlowBytesReceived
int64
FlowReceivedRate
float64
PacketLengthVariance
float64
PacketLengthStandardDeviation
float64
PacketLengthMean
float64
PacketLengthMedian
float64
PacketLengthMode
int64
PacketLengthSkewFromMedian
float64
PacketLengthSkewFromMode
float64
PacketLengthCoefficientofVariation
float64
PacketTimeVariance
float64
PacketTimeStandardDeviation
float64
PacketTimeMean
float64
PacketTimeMedian
float64
PacketTimeMode
float64
PacketTimeSkewFromMedian
float64
PacketTimeSkewFromMode
float64
PacketTimeCoefficientofVariation
float64
ResponseTimeTimeVariance
float64
ResponseTimeTimeStandardDeviation
float64
ResponseTimeTimeMean
float64
ResponseTimeTimeMedian
float64
ResponseTimeTimeMode
float64
ResponseTimeTimeSkewFromMedian
float64
ResponseTimeTimeSkewFromMode
float64
ResponseTimeTimeCoefficientofVariation
float64
Label
string
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650.766702
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33.526627
32.250926
1.671356
0.150023
1.24873
0.760892
0.001353
0.036781
0.033745
0.026932
0.026892
0.555735
0.186319
1.089972
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:28:13
122.080455
35,590
291.529058
44,587
365.226358
21,960.191389
148.189714
146.308394
89
54
1.160169
0.622907
1.012859
552.312
23.501319
45.367561
41.003974
38.219693
0.557022
0.304148
0.51802
0.001381
0.037158
0.031246
0.026875
0.026911
0.35289
0.116661
1.189207
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:30:15
96.365606
41,539
431.056284
44,577
462.582054
8,937.776062
94.539812
137.565495
89
89
1.541112
0.513704
0.687235
875.439518
29.587827
53.878718
60.857922
22.309178
-0.707643
1.066977
0.549156
0.000956
0.030926
0.026551
0.026848
0.026879
-0.028834
-0.010614
1.164778
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:31:57
121.35682
60,659
499.840058
67,897
559.48236
8,887.787047
94.275061
140.652079
114
54
0.848117
0.919141
0.670271
1,147.147615
33.869568
60.854151
75.555031
32.492679
-1.302132
0.837373
0.55657
0.001013
0.031829
0.027571
0.026862
0.026941
0.066819
0.019791
1.154439
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:33:58
104.669253
30,409
290.524668
30,718
293.476825
8,549.654353
92.464341
133.757112
89
54
1.452142
0.862572
0.691285
547.714419
23.403299
70.569918
82.161812
54.199588
-1.485931
0.699488
0.331633
0.001226
0.035013
0.029797
0.026867
0.026908
0.251063
0.082517
1.175049
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:35:49
94.036413
53,440
568.290498
57,703
613.624001
8,923.882697
94.466305
138.755306
102
54
1.167251
0.897201
0.680812
1,145.985311
33.852405
47.364728
58.251377
0.849871
-0.964775
1.374049
0.714718
0.000407
0.020164
0.022742
0.025419
0.026951
-0.398266
-0.208759
0.886632
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:37:30
121.160746
39,646
327.21819
40,194
331.741107
10,452.243316
102.236213
137.418244
89
54
1.420776
0.815936
0.743978
1,189.359352
34.48709
57.704066
50.987645
8.825429
0.584255
1.417302
0.597654
0.001296
0.035995
0.03595
0.026918
0.026905
0.752785
0.251276
1.001268
Benign
192.168.20.191
176.103.130.131
57,679
443
2020-01-14 16:39:19
0.171506
1,664
9,702.284468
7,410
43,205.485522
239,820.4384
489.71465
362.96
134
54
1.402613
0.630898
1.349225
0.001068
0.032674
0.06773
0.064289
0.054882
0.315944
0.39322
0.482414
0.000551
0.023483
0.021766
0.026737
0.000038
-0.63505
0.92529
1.078855
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:39:31
110.785653
27,435
247.640369
29,036
262.091699
7,839.335568
88.540022
133.186321
89
54
1.497164
0.894356
0.664783
989.829991
31.461564
57.149529
61.237352
48.708694
-0.389792
0.26829
0.550513
0.001628
0.040349
0.0372
0.026916
0.026916
0.764613
0.254871
1.084653
Benign
192.168.20.191
176.103.130.131
57,679
443
2020-01-14 16:40:04
0.027463
55
2,002.694534
66
2,403.233441
30.25
5.5
60.5
60.5
55
0
1
0.090909
0.000189
0.013732
0.013732
0.013732
0
0
1
1
0
0
0.027463
0.027463
0.027463
-10
-10
0
Benign
192.168.20.191
176.103.130.131
57,679
443
2020-01-14 16:40:49
0.027025
55
2,035.152636
66
2,442.183164
30.25
5.5
60.5
60.5
55
0
1
0.090909
0.000183
0.013513
0.013513
0.013513
0
0
1
1
0
0
0.027025
0.027025
0.027025
-10
-10
0
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:41:31
125.34274
38,258
305.227092
39,220
312.902048
8,525.912117
92.335866
133.582759
89
89
1.448498
0.482833
0.691226
1,437.783978
37.918122
44.103129
26.313301
7.140657
1.407493
0.974797
0.85976
0.000789
0.028094
0.026842
0.026834
0.026873
0.000892
-0.001091
1.046625
Benign
192.168.20.191
176.103.130.131
57,679
443
2020-01-14 16:41:34
44.856813
163
3.633785
357
7.958657
168.25
12.971122
65
60
54
1.156415
0.848038
0.199556
376.663541
19.407822
33.628895
44.829348
44.829348
-1.731331
-0.57711
0.577117
0
0.000043
0.027091
0.027091
0.027048
0
1
0.001587
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:43:36
95.504109
47,391
496.219487
48,907
512.09315
8,272.314533
90.952265
135.630986
89
54
1.538092
0.897515
0.670586
685.400558
26.180156
51.401496
47.011461
35.975904
0.503057
0.589209
0.509327
0.001211
0.034801
0.029606
0.026864
0.02683
0.236362
0.079764
1.175474
Benign
192.168.20.191
176.103.130.131
56,611
443
2020-01-14 16:45:15
89.030098
29,228
328.293472
28,882
324.407146
12,315.031693
110.973112
135.139535
89
89
1.247317
0.415772
0.821174
765.290361
27.663882
54.025487
67.864921
61.608273
-1.500813
-0.274104
0.512052
0.000831
0.028824
0.030726
0.026917
0.026917
0.396399
0.132133
0.938114
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 16:46:45
68.002955
39,268
577.445495
44,079
648.19242
27,553.199797
165.991565
153.211397
89
54
1.160506
0.597689
1.083415
430.24705
20.742397
37.419684
42.297816
0.05512
-0.705531
1.801362
0.554318
0.000929
0.030471
0.026389
0.026822
0.026822
-0.042596
-0.014199
1.154684
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 16:48:38
44.099049
25,513
578.538553
27,044
613.255855
7,933.980912
89.072897
137.224543
102
54
1.186372
0.934342
0.649103
125.888791
11.220017
16.848587
12.285436
28.710431
1.220092
-1.057204
0.665932
0.000373
0.019317
0.021657
0.026764
0.026921
-0.793162
-0.272515
0.891983
Benign
176.103.130.131
192.168.20.191
443
58,327
2020-01-14 16:49:23
120.032635
58,257
485.343007
54,916
457.50891
8,719.005371
93.375614
137.345874
89
54
1.553271
0.892587
0.679857
1,471.631834
38.361854
62.198459
61.905011
0.67634
0.022948
1.603732
0.616765
0.71594
0.846132
0.15996
0.000041
0.000025
0.567
0.189019
5.289645
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 16:51:23
118.555018
58,659
494.782937
63,955
539.45418
8,326.564515
91.250011
137.459641
89
54
1.593193
0.914626
0.663831
1,318.851473
36.315995
70.423884
72.862091
14.709051
-0.201416
1.534168
0.515677
0.000767
0.027695
0.024356
0.026123
0.026843
-0.19142
-0.089804
1.137084
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 16:53:25
119.479225
37,974
317.829313
40,397
338.108989
8,037.624712
89.652801
135.355786
89
54
1.551177
0.907454
0.662349
1,081.36133
32.884059
44.949718
35.772321
8.51068
0.83725
1.108106
0.731574
0.000807
0.0284
0.028852
0.026904
0.026904
0.20577
0.06859
0.984337
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 16:55:25
127.957303
44,162
345.13075
48,433
378.509072
8,227.227064
90.704063
135.769795
89
54
1.546892
0.901501
0.668072
1,078.405791
32.839089
61.272899
59.350122
12.209072
0.175654
1.494068
0.535948
0.001337
0.036564
0.029044
0.026841
0.026866
0.180749
0.059566
1.258927
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 16:57:33
120.257173
49,602
412.466041
51,261
426.261475
7,906.92285
88.92088
134.663551
89
54
1.54059
0.907138
0.660319
1,156.078665
34.001157
56.156292
43.133691
34.76526
1.149014
0.629127
0.605474
0.000849
0.029143
0.028305
0.02683
0.02684
0.151852
0.050257
1.029604
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 16:59:33
96.116843
35,841
372.8899
38,293
398.400518
8,381.767473
91.551993
135.034608
89
54
1.508474
0.885121
0.677989
760.062241
27.569226
42.16113
34.756865
5.474551
0.80571
1.330708
0.653902
0.001317
0.036294
0.034292
0.026913
0.026805
0.609955
0.206294
1.058381
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 17:01:10
96.100924
45,748
476.041209
47,032
489.402162
7,776.676735
88.185468
132.542857
89
54
1.481294
0.890655
0.665335
1,025.701659
32.026577
51.537784
57.653216
4.490514
-0.572846
1.469007
0.621419
0.001589
0.039864
0.031212
0.026813
0.026894
0.331117
0.108328
1.277174
Benign
192.168.20.191
176.103.130.131
58,327
443
2020-01-14 17:02:49
31.614185
10,287
325.391909
11,063
349.937852
7,596.496653
87.157883
135.987261
106
54
1.03217
0.940675
0.640927
165.558043
12.866936
18.009597
19.538287
0
-0.356423
1.39968
0.714449
0.000118
0.010865
0.017705
0.026836
0.000035
-2.521202
1.626315
0.613671
Benign
192.168.20.191
176.103.130.131
60,192
443
2020-01-14 17:03:20
97.618992
43,090
441.410008
50,024
512.441268
18,456.172323
135.853496
143.916538
114
54
0.660635
0.661864
0.943974
725.058815
26.926916
45.284606
50.46115
0.090286
-0.576733
1.678407
0.594615
0.001592
0.039901
0.030289
0.026904
0.026984
0.254509
0.082831
1.317353
Benign
192.168.20.191
176.103.130.131
60,192
443
2020-01-14 17:05:07
100.778014
45,846
454.920654
46,721
463.603103
7,474.326983
86.45419
133.960926
89
54
1.560165
0.924894
0.645369
764.290089
27.645797
62.249644
63.893597
56.277352
-0.178395
0.216029
0.444112
0.001324
0.036385
0.030726
0.026906
0.02698
0.314938
0.102946
1.184199
Benign
192.168.20.191
176.103.130.131
60,192
443
2020-01-14 17:06:47
92.346297
60,348
653.496696
64,432
697.721534
8,172.458565
90.401651
139.731243
114
54
0.853897
0.948337
0.646968
938.75384
30.63909
39.377762
30.788438
1.107802
0.841016
1.249057
0.778081
0.000721
0.026842
0.020819
0.018762
0.026914
0.229926
-0.227057
1.289304
Benign
176.103.130.131
192.168.20.191
443
60,192
2020-01-14 17:08:20
76.198336
28,576
375.021313
27,488
360.742786
8,152.764663
90.292661
135.093976
89
54
1.531486
0.898124
0.668369
380.186547
19.498373
41.396401
36.951127
43.655749
0.683945
-0.115874
0.471016
0.265979
0.515732
0.075109
0.001425
0.000023
0.428616
0.145591
6.866474
Benign
176.103.130.131
192.168.20.191
443
60,192
2020-01-14 17:09:36
96.014628
53,275
554.863369
49,734
517.983572
7,893.528166
88.84553
138.081769
114
54
0.813156
0.946382
0.643427
842.584723
29.02731
49.699607
50.710206
55.342815
-0.104446
-0.19441
0.584055
0.005328
0.072995
0.017794
0.000033
0.000024
0.729977
0.243449
4.102094
Benign
192.168.20.191
176.103.130.131
60,192
443
2020-01-14 17:11:18
118.425236
64,056
540.898225
70,134
592.221746
8,426.732683
91.797237
136.649695
89
54
1.557226
0.900351
0.671771
971.881475
31.175014
66.879067
61.178153
23.998011
0.548604
1.375494
0.46614
0.001384
0.037197
0.028517
0.026863
0.026841
0.133383
0.045052
1.304391
Benign
176.103.130.131
192.168.20.191
443
60,192
2020-01-14 17:13:17
106.005349
45,708
431.185789
46,874
442.185234
6,435.678663
80.222682
131.883191
89
89
1.603656
0.534552
0.608286
770.433013
27.756675
32.873429
13.30506
17.017274
2.114991
0.571256
0.84435
0.96883
0.984292
0.217554
0.000043
0.000028
0.662949
0.220998
4.524349
Benign
192.168.20.191
176.103.130.131
60,192
443
2020-01-14 17:15:48
109.327772
52,432
479.58537
56,736
518.953226
7,953.497503
89.182383
135.444169
89
54
1.562332
0.913232
0.658444
956.349456
30.9249
59.53628
67.316166
2.075934
-0.75472
1.858061
0.519429
0.000919
0.030317
0.028218
0.026855
0.026851
0.134884
0.045093
1.074391
Benign
192.168.20.191
176.103.130.131
60,192
443
2020-01-14 17:17:40
14.135654
5,109
361.426504
5,275
373.169858
7,387.831696
85.952497
122.164706
89
60
1.157548
0.723245
0.703579
27.909623
5.282956
9.794403
12.409577
12.655518
-1.485063
-0.541575
0.539385
0.002226
0.047179
0.04023
0.026906
0.000286
0.847272
0.846642
1.172741
Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:17:54
96.631466
22,408
231.891339
28,537
295.317883
28,075.794422
167.558331
148.527697
89
54
1.065797
0.564148
1.128129
911.005034
30.18286
57.857179
79.016652
67.398705
-2.103128
-0.316124
0.521679
0.001372
0.037046
0.030501
0.026934
0.026889
0.288887
0.09751
1.214578
Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:19:43
99.152746
35,982
362.894639
36,711
370.246932
7,285.516916
85.35524
132.409836
89
54
1.525735
0.918629
0.644629
855.025189
29.240814
33.727227
19.714793
0
1.437624
1.15343
0.866979
0.000855
0.029244
0.027266
0.02692
0.026927
0.035518
0.0116
1.072547
Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:21:26
121.49459
45,308
372.921955
48,070
395.655477
7,741.557455
87.986121
135.723837
89
54
1.593109
0.928826
0.648273
1,142.077031
33.79463
62.742811
58.215488
24.356098
0.401897
1.135882
0.538622
0.000467
0.021614
0.022903
0.026402
0.026917
-0.485658
-0.185713
0.943725
Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:23:27
115.302402
36,688
318.189382
39,639
343.782951
7,689.64447
87.690618
135.571936
102
54
1.148536
0.930224
0.64682
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0.038352
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Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:25:22
98.377289
37,459
380.768777
40,123
407.848198
8,246.068011
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54
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Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:27:02
92.527778
45,476
491.484838
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516.126087
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54
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Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:28:35
101.346543
53,228
525.20785
56,399
556.496535
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92.495566
138.06927
114
54
0.780662
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Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:30:24
6.248639
6,916
1,106.801017
4,553
728.638668
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89
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Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:31:15
0.027004
55
2,036.735298
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2,444.082358
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1
1
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-10
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Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:32:00
0.027009
55
2,036.358251
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2,443.629901
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55
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0
1
1
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0
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-10
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0
Benign
192.168.20.191
176.103.130.131
62,349
443
2020-01-14 17:32:45
44.983042
163
3.623588
357
7.936324
168.25
12.971122
65
60
54
1.156415
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0
1
0.001427
Benign
192.168.20.191
176.103.130.130
63,896
443
2020-01-14 17:35:24
0.336564
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0.84639
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Benign
192.168.20.191
176.103.130.130
63,910
443
2020-01-14 17:35:28
1.707594
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7,971
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119.5
54
1.291889
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Benign
192.168.20.191
176.103.130.130
63,907
443
2020-01-14 17:35:26
98.996541
122,571
1,238.134169
143,420
1,448.737487
17,301.647071
131.535725
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875.981627
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Benign
192.168.20.191
176.103.130.130
63,896
443
2020-01-14 17:36:09
0.026896
55
2,044.913742
66
2,453.89649
30.25
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55
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1
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-10
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Benign
192.168.20.191
176.103.130.130
63,910
443
2020-01-14 17:36:14
0.026991
55
2,037.716276
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2,445.259531
30.25
5.5
60.5
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Benign
192.168.20.191
176.103.130.130
63,896
443
2020-01-14 17:36:54
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Benign
192.168.20.191
176.103.130.130
63,910
443
2020-01-14 17:36:59
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Benign
192.168.20.191
176.103.130.130
63,896
443
2020-01-14 17:37:39
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Benign
192.168.20.191
176.103.130.130
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443
2020-01-14 17:37:44
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Benign
192.168.20.191
176.103.130.130
63,907
443
2020-01-14 17:37:11
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Benign
192.168.20.191
176.103.130.130
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2020-01-14 17:38:24
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Benign
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192.168.20.191
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Benign
192.168.20.191
176.103.130.130
63,907
443
2020-01-14 17:39:45
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Benign
176.103.130.130
192.168.20.191
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2020-01-14 17:40:14
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Benign
192.168.20.191
176.103.130.130
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2020-01-14 17:41:24
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Benign
192.168.20.191
176.103.130.130
64,610
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2020-01-14 17:42:10
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-10
-10
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Benign
192.168.20.191
176.103.130.130
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443
2020-01-14 17:42:15
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Benign
192.168.20.191
176.103.130.130
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2020-01-14 17:42:55
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Benign
192.168.20.191
176.103.130.130
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2020-01-14 17:43:40
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Benign
176.103.130.130
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2020-01-14 17:44:07
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Benign
192.168.20.191
176.103.130.130
64,610
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2020-01-14 17:44:26
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Benign
192.168.20.191
176.103.130.130
64,610
443
2020-01-14 17:45:11
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Benign
192.168.20.191
176.103.130.130
63,907
443
2020-01-14 17:45:41
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Benign
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443
2020-01-14 17:45:48
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Benign
192.168.20.191
176.103.130.130
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2020-01-14 17:45:56
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-10
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Benign
192.168.20.191
176.103.130.130
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443
2020-01-14 17:46:11
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Benign
192.168.20.191
176.103.130.130
64,610
443
2020-01-14 17:46:41
0.027328
108
3,951.990632
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10,648.419204
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Benign
192.168.20.191
176.103.130.130
65,490
443
2020-01-14 17:46:57
0.02702
55
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-10
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Benign
192.168.20.191
176.103.130.130
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2020-01-14 17:47:42
0
55
-1
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Benign
192.168.20.191
176.103.130.130
65,433
443
2020-01-14 17:47:19
91.327507
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Benign
End of preview.

Datasets Source

License

You may redistribute, republish, and mirror the CIRA-CIC-DoHBrw-2020 dataset in any form. However, any use or redistribution of the data must include a citation to DoHMeter and the following research paper outlining the details of captured DoH traffic:

Mohammadreza MontazeriShatoori, Logan Davidson, Gurdip Kaur, and Arash Habibi Lashkari, “Detection of DoH Tunnels using Time-series Classification of Encrypted Traffic”, The 5th IEEE Cyber Science and Technology Congress, Calgary, Canada, August 2020

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