Datasets:
Mireu-Lab
/
UNSW-NB15

Dataset card Data Studio Files
xet
Community
1
id
int64
1
82.3k
dur
float64
0
60
proto
stringclasses
131 values
service
stringclasses
13 values
state
stringclasses
7 values
spkts
int64
1
10.6k
dpkts
int64
0
11k
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int64
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14.4M
dbytes
int64
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14.7M
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float64
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1M
sttl
int64
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255
dttl
int64
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253
sload
float64
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5.27B
dload
float64
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20.8M
sloss
int64
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5.32k
dloss
int64
0
5.51k
sinpkt
float64
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60k
dinpkt
float64
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57.7k
sjit
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0
1.48M
djit
float64
0
463k
swin
int64
0
255
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int64
0
4.29B
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int64
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int64
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255
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3.82
synack
float64
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3.23
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float64
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2.93
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int64
24
1.5k
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int64
0
1.5k
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int64
0
131
response_body_len
int64
0
5.24M
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int64
1
63
ct_state_ttl
int64
0
6
ct_dst_ltm
int64
1
59
ct_src_dport_ltm
int64
1
59
ct_dst_sport_ltm
int64
1
38
ct_dst_src_ltm
int64
1
63
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int64
0
2
ct_ftp_cmd
int64
0
2
ct_flw_http_mthd
int64
0
16
ct_src_ltm
int64
1
60
ct_srv_dst
int64
1
62
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int64
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1
attack_cat
stringclasses
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label
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Backdoor
1
247
0.921987
ospf
-
INT
20
0
1,280
0
20.607666
254
0
10,551.125
0
0
0
48.525633
0
52.253805
0
0
0
0
0
0
0
0
64
0
0
0
1
2
1
1
1
2
0
0
0
1
1
0
DoS
1
248
0.000009
sctp
-
INT
2
0
104
0
111,111.1072
254
0
46,222,220
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
52
0
0
0
1
2
2
1
1
2
0
0
0
1
1
0
Exploits
1
249
0.000009
gre
-
INT
2
0
156
0
111,111.1072
254
0
69,333,328
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
78
0
0
0
1
2
1
1
1
63
0
0
0
1
1
0
Analysis
1
250
0.000009
gre
-
INT
2
0
156
0
111,111.1072
254
0
69,333,328
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
78
0
0
0
1
2
1
1
1
63
0
0
0
1
1
0
Exploits
1
251
0.000009
gre
-
INT
2
0
156
0
111,111.1072
254
0
69,333,328
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
78
0
0
0
1
2
1
1
1
63
0
0
0
1
1
0
Exploits
1
252
0.000009
gre
-
INT
2
0
156
0
111,111.1072
254
0
69,333,328
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
78
0
0
0
1
2
1
1
1
63
0
0
0
1
1
0
Exploits
1
253
0.000016
udp
-
INT
2
0
196
0
62,500.00016
254
0
49,000,000
0
0
0
0.016
0
0
0
0
0
0
0
0
0
0
98
0
0
0
1
2
1
1
1
1
0
0
0
1
1
0
Exploits
1
254
0.224524
tcp
http
FIN
10
8
830
960
75.715734
62
252
26,616.30664
29,929.98438
2
2
24.947111
30.407428
1,344.946273
54.342605
255
3,306,255,269
327,760,033
255
0.055643
0.00698
0.048663
83
120
1
66
3
1
2
2
1
2
0
0
1
2
3
0
Exploits
1
255
0.409782
tcp
http
FIN
10
8
852
1,336
41.485474
62
252
14,973.81543
22,821.89063
2
2
45.531333
46.374145
2,261.112342
78.615164
255
110,924,759
1,029,042,703
255
0.123943
0.056063
0.06788
85
167
1
235
2
1
2
2
1
3
0
0
1
2
2
0
Exploits
1
256
0.258515
tcp
http
FIN
10
6
1,064
268
58.023712
254
252
29,646.24805
6,931.899414
2
1
28.723889
43.326602
1,393.321027
76.355812
255
1,105,088,469
46,488,383
255
0.05861
0.011825
0.046785
106
45
1
0
3
1
1
1
1
1
0
0
1
1
2
0
Exploits
1
257
0.674665
tcp
-
FIN
10
8
564
354
25.197692
254
252
6,023.730469
3,675.898438
2
1
74.962778
90.628141
5,394.126729
130.206961
255
2,485,378,508
4,071,225,561
255
0.07321
0.039567
0.033643
56
44
0
0
2
1
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
258
5.600391
tcp
http
FIN
12
12
886
5,236
4.106856
62
252
1,161.347534
6,856.664062
2
3
509.126466
505.874182
38,893.67089
36,169.42875
255
3,330,056,193
2,684,670,015
255
0.060118
0.010067
0.050051
74
436
1
2,133
1
1
1
1
1
1
0
0
1
1
1
0
Exploits
1
259
0.285988
tcp
-
FIN
10
8
1,196
992
59.443053
62
252
30,127.13867
24,280.73828
2
2
31.776444
37.35
1,638.963244
58.916566
255
3,629,628,996
1,493,336,307
255
0.069484
0.012339
0.057145
120
124
1
0
1
1
1
1
1
1
0
0
1
1
1
0
Exploits
1
260
0.000003
udp
-
INT
2
0
168
0
333,333.3215
254
0
224,000,000
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
84
0
0
0
1
2
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
261
0.663844
tcp
-
FIN
10
8
564
354
25.608426
254
252
6,121.92041
3,735.817627
2
1
73.760444
87.52443
5,551.275568
137.155687
255
702,207,080
139,785,921
255
0.104112
0.038465
0.065647
56
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
262
0.217312
tcp
http
FIN
10
6
1,148
268
69.025183
254
252
38,065.08594
8,246.208008
2
1
24.145778
41.354801
1,254.080455
61.817492
255
1,345,084,615
3,176,772,983
255
0.024186
0.009806
0.01438
115
45
1
0
1
1
1
1
1
1
0
0
1
1
1
0
Reconnaissance
1
263
7.629429
tcp
http
FIN
202
1,294
9,082
1,747,118
195.951758
62
252
9,476.987305
1,830,562.25
2
645
37.957358
5.882331
1,929.952965
745.606365
255
946,376,470
4,123,805,385
255
0.052951
0.028738
0.024213
45
1,350
1
847,364
1
1
1
1
1
1
0
0
1
1
1
0
Exploits
1
264
0.502392
tcp
http
FIN
10
8
938
354
33.838119
254
252
13,455.62891
4,936.384277
2
1
53.853
62.081
3,382.950901
125.017484
255
212,558,147
1,344,236,237
255
0.10843
0.067821
0.040609
94
44
1
0
1
1
1
1
1
1
0
0
1
2
1
0
Exploits
1
265
0.460161
tcp
http
FIN
12
20
908
18,088
67.367726
62
252
14,481.8877
298,747.625
2
7
41.83282
21.012526
3,014.90589
2,285.089136
255
24,379,987
3,237,873,338
255
0.096038
0.048439
0.047599
76
904
1
0
1
1
1
1
1
1
0
0
1
1
1
0
Exploits
1
266
0.000009
udp
-
INT
2
0
168
0
111,111.1072
254
0
74,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
84
0
0
0
3
2
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
267
1.244202
ospf
-
INT
28
0
3,024
0
21.700656
254
0
18,749.36719
0
0
0
46.081555
0
57.727293
0
0
0
0
0
0
0
0
108
0
0
0
1
2
1
1
1
1
0
0
0
1
1
0
Fuzzers
1
268
1.244202
ospf
-
INT
28
0
3,024
0
21.700656
254
0
18,749.36719
0
0
0
46.081555
0
57.727293
0
0
0
0
0
0
0
0
108
0
0
0
1
2
1
1
1
1
0
0
0
1
1
0
Exploits
1
269
1.244202
ospf
-
INT
28
0
3,024
0
21.700656
254
0
18,749.36719
0
0
0
46.081555
0
57.727293
0
0
0
0
0
0
0
0
108
0
0
0
1
2
1
1
1
1
0
0
0
1
1
0
Exploits
1
270
1.244202
ospf
-
INT
28
0
3,024
0
21.700656
254
0
18,749.36719
0
0
0
46.081555
0
57.727293
0
0
0
0
0
0
0
0
108
0
0
0
1
2
1
1
1
1
0
0
0
1
1
0
Exploits
1
271
1.244202
ospf
-
INT
28
0
3,024
0
21.700656
254
0
18,749.36719
0
0
0
46.081555
0
57.727293
0
0
0
0
0
0
0
0
108
0
0
0
1
2
1
1
1
1
0
0
0
1
1
0
Exploits
1
272
0.289402
tcp
http
FIN
10
8
1,134
1,074
58.741818
254
252
28,223.71484
25,984.61523
2
2
32.155778
37.544145
1,739.388491
71.479023
255
3,606,458,423
514,971,185
255
0.076918
0.025907
0.051011
113
134
1
98
2
1
1
1
1
2
0
0
1
1
2
0
Exploits
1
273
0.667368
tcp
-
FIN
10
8
564
354
25.473202
254
252
6,089.59375
3,716.09082
2
1
74.152
93.739141
5,450.195183
136.591312
255
2,781,332,383
4,013,544,591
255
0.016439
0.010495
0.005944
56
44
0
0
1
1
1
1
1
1
0
0
0
3
1
0
Reconnaissance
1
274
0.209133
tcp
http
FIN
10
6
508
268
71.724692
254
252
17,519.95117
8,568.709961
2
1
21.766333
32.622801
1,139.187144
51.108875
255
3,869,127,034
1,987,960,674
255
0.066589
0.046011
0.020578
51
45
1
0
12
1
2
2
1
12
0
0
1
2
12
0
Fuzzers
1
275
0.197552
tcp
http
FIN
10
6
758
268
75.929377
254
252
27,658.54102
9,071.029297
2
1
20.485667
33.139398
1,041.396323
50.775418
255
948,977,096
112,926,856
255
0.060979
0.031846
0.029133
76
45
1
0
12
1
4
4
1
12
0
0
1
5
12
0
Fuzzers
1
276
0.000008
udp
-
INT
2
0
168
0
125,000.0003
254
0
84,000,000
0
0
0
0.008
0
0
0
0
0
0
0
0
0
0
84
0
0
0
4
2
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
277
0.483004
tcp
http
FIN
10
8
566
354
35.196396
254
252
8,447.134766
5,134.533203
2
1
53.667111
58.820855
3,414.740225
110.386664
255
2,964,286,253
3,984,427,726
255
0.117386
0.057477
0.059909
57
44
1
0
10
1
3
2
1
10
0
0
1
3
9
0
Fuzzers
1
278
0.523646
tcp
-
FIN
10
6
674
268
28.645306
254
252
9,273.44043
3,422.15918
2
1
56.548667
91.055602
3,256.640996
156.682875
255
2,589,843,549
889,491,255
255
0.087022
0.06836
0.018662
67
45
0
0
7
1
1
1
1
7
0
0
0
1
7
0
Fuzzers
1
279
2.032866
tcp
ftp
FIN
22
22
1,186
1,602
21.152403
62
252
4,458.729492
6,021.056152
7
9
96.803144
94.474999
4,838.362529
5,599.901392
255
3,182,323,027
3,647,175,709
255
0.087444
0.047985
0.039459
54
73
0
0
1
1
3
1
1
2
1
1
0
2
1
0
Exploits
1
280
0.727527
tcp
ftp-data
FIN
8
8
364
1,628
20.617791
62
252
3,507.773438
15,669.52148
1
2
103.784429
94.951859
6,926.842878
177.307719
255
1,613,063,914
4,226,155,936
255
0.106917
0.062859
0.044058
46
204
0
0
1
1
3
1
1
2
0
0
0
2
1
0
Exploits
1
281
0.000009
udp
-
INT
2
0
168
0
111,111.1072
254
0
74,666,664
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
84
0
0
0
5
2
1
1
1
1
0
0
0
2
1
0
Reconnaissance
1
282
0.681871
tcp
-
FIN
20
8
17,266
354
39.596933
254
252
192,446.9531
3,637.051514
7
1
33.942421
88.76143
2,745.442647
108.610156
255
894,453,596
631,719,121
255
0.179623
0.060533
0.11909
863
44
0
0
7
1
2
2
1
6
0
0
0
2
6
0
Fuzzers
1
283
0.566928
tcp
-
FIN
10
6
490
268
26.458385
254
252
6,223.012207
3,160.89502
2
1
61.171222
91.168203
3,197.205408
141.913062
255
2,164,953,844
3,754,353,766
255
0.187663
0.111084
0.076579
49
45
0
0
7
1
1
1
1
6
0
0
0
1
6
0
Fuzzers
1
284
0.833854
tcp
-
FIN
10
8
738
354
20.387262
254
252
6,380.013672
2,974.141602
2
1
88.893111
107.523
4,899.931215
219.430766
255
2,847,876,758
3,176,499,143
255
0.201948
0.081185
0.120763
74
44
0
0
3
1
2
2
1
3
0
0
0
2
3
0
Fuzzers
1
285
0.766293
tcp
-
FIN
10
6
1,506
268
19.574758
254
252
14,156.46484
2,338.531006
2
1
77.807333
141.455203
4,551.385383
223.827219
255
21,155,452
2,121,765,072
255
0.097646
0.059008
0.038638
151
45
0
0
3
1
1
1
1
3
0
0
0
2
3
0
Fuzzers
1
286
0.583476
tcp
-
FIN
10
6
1,098
268
25.707998
254
252
13,560.11231
3,071.248779
2
1
60.923778
101.297398
3,075.446986
138.131156
255
422,840,241
2,269,944,729
255
0.11848
0.076982
0.041498
110
45
0
0
1
1
2
1
1
1
0
0
0
2
4
0
Exploits
1
287
0.625871
tcp
-
FIN
12
6
3,984
268
27.162147
254
252
46,680.54688
2,863.209717
3
1
51.98709
112.379
0
174.931125
255
887,016,526
3,679,540,910
255
0.17778
0.063971
0.113809
332
45
0
0
4
1
1
1
1
1
0
0
0
2
1
0
Exploits
1
288
1.173262
tcp
-
FIN
16
12
2,080
1,746
23.012763
254
252
13,296.2627
10,916.57324
5
4
78.21747
100.93018
3,940.719692
122.909242
255
2,090,124,388
4,091,386,222
255
0.176776
0.06238
0.114396
130
146
0
0
1
1
1
1
1
1
0
0
0
1
1
0
DoS
1
289
0.451172
tcp
-
FIN
10
6
490
268
33.246744
254
252
7,819.634277
3,971.877686
2
1
50.120556
72.898602
2,478.602593
111.996453
255
1,226,743,990
1,458,274,772
255
0.141762
0.086672
0.05509
49
45
0
0
3
1
2
2
1
3
0
0
0
2
3
0
Fuzzers
1
290
0.877186
tcp
-
FIN
10
8
564
354
19.380154
254
252
4,632.99707
2,827.222412
2
1
92.579444
116.24357
6,044.314746
161.644531
255
4,075,039,038
2,745,617,955
255
0.112582
0.063473
0.049109
56
44
0
0
1
1
1
1
1
1
0
0
0
1
2
0
Reconnaissance
1
291
0.694908
tcp
-
FIN
10
8
546
354
24.463669
254
252
5,664.059082
3,568.817627
2
1
74.593667
91.030711
5,456.467953
129.041281
255
149,432,727
1,119,728,438
255
0.109665
0.057685
0.05198
55
44
0
0
9
1
1
1
1
6
0
0
0
2
6
0
Fuzzers
1
292
0.534477
tcp
-
FIN
10
8
546
354
31.806795
254
252
7,364.208496
4,640.049805
2
1
57.001667
69.694859
3,730.599306
113.067641
255
2,006,752,785
3,408,677,428
255
0.106518
0.046605
0.059913
55
44
0
0
7
1
1
1
1
7
0
0
0
1
7
0
Fuzzers
1
293
0.322297
tcp
-
FIN
10
6
546
268
46.540922
254
252
12,212.33789
5,560.088867
2
1
32.686444
56.491199
1,747.044154
85.463906
255
949,471,373
3,519,959,151
255
0.090418
0.039832
0.050586
55
45
0
0
7
1
2
2
1
7
0
0
0
2
7
0
Fuzzers
1
294
0.688948
tcp
http
FIN
10
10
908
2,000
27.57828
62
252
9,498.540039
20,901.43359
2
2
76.549778
69.235109
5,070.32997
112.85018
255
3,020,503,365
2,118,146,627
255
0.129972
0.047353
0.082619
91
200
1
476
1
1
1
1
1
1
0
0
1
3
1
0
Exploits
1
295
0.537852
tcp
-
FIN
10
8
484
354
31.607209
254
252
6,485.055664
4,610.934082
2
1
58.292333
67.185289
3,929.782635
107.443609
255
3,586,533,202
861,927,512
255
0.121835
0.067548
0.054287
48
44
0
0
5
1
2
2
1
5
0
0
0
2
4
0
Fuzzers
1
296
0.772218
tcp
http
FIN
10
10
808
1,238
24.604451
62
252
7,541.911621
11,551.14258
2
2
85.802
77.458664
6,125.042357
162.067969
255
2,063,912,232
2,334,441,775
255
0.107828
0.051706
0.056122
81
124
1
160
2
1
1
1
1
2
0
0
1
1
3
0
Exploits
1
297
0.432617
tcp
http
FIN
10
8
968
354
39.295727
254
252
16,125.11719
5,732.553223
2
1
45.916333
54.563145
3,158.114218
106.542766
255
1,551,550,120
779,429,310
255
0.10114
0.050666
0.050474
97
44
1
0
1
1
1
1
1
1
0
0
1
1
1
0
Exploits
1
298
0.249214
tcp
http
FIN
10
8
848
986
68.214468
62
252
24,525.10742
27,703.09961
2
2
27.690444
32.990285
1,463.810856
57.058832
255
2,108,875,204
4,167,817,686
255
0.061495
0.009477
0.052018
85
123
1
73
2
1
2
2
1
2
0
0
1
2
2
0
Exploits
1
299
0.647249
tcp
-
FIN
10
8
564
354
26.265008
254
252
6,278.881836
3,831.601318
2
1
70.543222
91.185859
5,494.051724
139.402437
255
894,345,948
3,828,643,797
255
0.057112
0.008939
0.048173
56
44
0
0
1
1
1
1
1
1
0
0
0
1
1
0
Reconnaissance
1
300
0.190223
tcp
http
FIN
10
6
902
268
78.85482
254
252
34,149.39453
9,420.522461
2
1
19.493111
36.374199
1,035.969762
61.652242
255
1,216,905,574
2,430,237,932
255
0.0542
0.008343
0.045857
90
45
1
0
1
1
1
1
1
1
0
0
1
1
1
0
Reconnaissance
1