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
sbytes
int64
24
14.4M
dbytes
int64
0
14.7M
rate
float64
0
1M
sttl
int64
0
255
dttl
int64
0
253
sload
float64
0
5.27B
dload
float64
0
20.8M
sloss
int64
0
5.32k
dloss
int64
0
5.51k
sinpkt
float64
0
60k
dinpkt
float64
0
57.7k
sjit
float64
0
1.48M
djit
float64
0
463k
swin
int64
0
255
stcpb
int64
0
4.29B
dtcpb
int64
0
4.29B
dwin
int64
0
255
tcprtt
float64
0
3.82
synack
float64
0
3.23
ackdat
float64
0
2.93
smean
int64
24
1.5k
dmean
int64
0
1.5k
trans_depth
int64
0
131
response_body_len
int64
0
5.24M
ct_srv_src
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
is_ftp_login
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
is_sm_ips_ports
int64
0
1
attack_cat
stringclasses
10 values
label
int64
0
1
80,101
1.181352
tcp
http
FIN
10
10
802
1,262
16.083267
62
252
4,889.312988
7,692.880371
2
2
131.261333
120.471445
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192.059
255
2,158,458,621
470,531,000
255
0.159868
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0.081144
80
126
1
181
1
1
3
1
1
3
0
0
1
3
2
0
Normal
0
80,102
0.994248
tcp
http
FIN
10
8
836
1,094
17.09835
62
252
6,058.850586
7,708.338379
2
2
110.472
128.678711
5,691.805248
235.082687
255
2,436,195,429
2,117,309,313
255
0.184099
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0.09132
84
137
1
140
2
1
3
2
1
4
0
0
1
4
3
0
Normal
0
80,103
0.465252
tcp
http
FIN
10
8
806
1,164
36.539337
62
252
12,483.55664
17,521.6875
2
2
51.592889
56.941715
2,588.672434
84.658508
255
3,173,375,563
4,004,107,231
255
0.124715
0.066653
0.058062
81
146
1
175
2
1
3
2
1
4
0
0
1
4
3
0
Normal
0
80,104
0.63582
tcp
http
FIN
10
8
834
1,190
26.737128
62
252
9,449.21582
13,110.62891
2
2
70.646667
69.596141
3,556.181947
116.968523
255
865,490,083
4,017,417,384
255
0.239803
0.119896
0.119907
83
149
1
188
2
1
2
1
1
3
0
0
1
2
2
0
Normal
0
80,105
0.572085
tcp
http
FIN
10
8
822
1,082
29.715863
62
252
10,348.11231
13,242.78711
2
2
63.55
68.494289
3,220.532667
104.739203
255
824,756,146
2,677,081,321
255
0.165878
0.09262
0.073258
82
135
1
134
2
1
1
1
1
3
0
0
1
1
2
0
Normal
0
80,106
0.818718
tcp
http
FIN
10
10
810
1,180
23.207013
62
252
7,123.331543
10,377.19922
2
2
90.968667
82.789
5,557.370064
126.574352
255
3,358,556,244
1,190,041,335
255
0.147551
0.072911
0.07464
81
118
1
140
6
1
2
1
1
8
0
0
1
2
7
0
Normal
0
80,107
0.842224
tcp
http
FIN
10
8
832
1,220
20.184654
62
252
7,114.49707
10,144.56934
2
2
93.580444
109.295
5,356.40734
166.451922
255
2,615,187,738
2,728,665,515
255
0.127306
0.076453
0.050853
83
153
1
203
6
1
1
1
1
8
0
0
1
1
7
0
Normal
0
80,108
0.696457
tcp
http
FIN
10
8
818
1,078
24.409259
62
252
8,465.705078
10,843.4541
2
2
77.384111
78.252289
3,900.129925
122.186562
255
2,900,499,385
2,872,921,940
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0.218085
0.148629
0.069456
82
135
1
132
3
1
1
1
1
5
0
0
1
1
3
0
Normal
0
80,109
0.874748
tcp
-
FIN
10
8
756
354
19.434169
254
252
6,228.07959
2,835.102295
2
1
97.105333
116.61557
6,202.670273
169.423891
255
2,882,224,664
3,028,526,433
255
0.126328
0.05843
0.067898
76
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0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
80,110
0.832679
tcp
http
FIN
10
8
808
1,328
20.416031
62
252
6,994.291992
11,163.96582
2
2
92.519889
107.37457
5,347.30946
197.429109
255
2,152,208,966
2,272,800,889
255
0.107685
0.080033
0.027652
81
166
1
257
3
1
2
1
1
5
0
0
1
2
3
0
Normal
0
80,111
1.19147
tcp
http
FIN
10
8
836
1,086
14.268089
62
252
5,055.938965
6,385.38916
2
2
132.385556
153.931719
7,346.896334
288.883906
255
1,861,707,554
2,320,591,119
255
0.172471
0.094303
0.078168
84
136
1
136
3
1
2
1
1
5
0
0
1
2
3
0
Normal
0
80,112
1.621316
tcp
-
FIN
10
8
756
354
10.48531
254
252
3,360.233398
1,529.621704
2
1
179.964444
223.340578
10,848.95995
330.690781
255
903,105,677
3,783,484,175
255
0.263862
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76
44
0
0
3
1
1
1
1
2
0
0
0
1
2
0
Normal
0
80,113
1.348662
tcp
http
FIN
10
10
832
1,276
14.088037
62
252
4,442.921875
6,815.644043
2
2
149.851333
141.733781
8,439.621906
285.6455
255
318,131,682
3,861,738,646
255
0.123644
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0.051175
83
128
1
188
3
1
1
1
1
5
0
0
1
1
2
0
Normal
0
80,114
1.118337
tcp
-
FIN
10
6
756
268
13.412772
254
252
4,871.519043
1,602.37915
2
1
121.989444
204.335406
7,128.688212
354.462375
255
1,800,006,466
1,393,215,721
255
0.206416
0.096652
0.109764
76
45
0
0
3
1
1
1
1
2
0
0
0
2
2
0
Normal
0
80,115
0.778814
tcp
http
FIN
10
8
826
1,092
21.828061
62
252
7,642.389648
9,820.05957
2
2
86.534889
99.41843
4,831.826124
183.784016
255
1,699,253,523
1,169,255,065
255
0.147704
0.082192
0.065512
83
137
1
139
3
1
3
1
1
5
0
0
1
3
2
0
Normal
0
80,116
0.802959
tcp
-
FIN
10
8
756
354
21.171691
254
252
6,784.904297
3,088.575928
2
1
81.92
104.098141
4,880.018925
173.417203
255
4,251,721,420
231,587,822
255
0.15657
0.074271
0.082299
76
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0
0
2
1
1
1
1
2
0
0
0
10
2
0
Normal
0
80,117
0.601069
tcp
http
FIN
10
8
812
1,296
28.282944
62
252
9,729.333008
15,093.10938
2
2
66.785444
74.45
3,631.807957
105.578812
255
2,574,241,142
1,985,886,487
255
0.108798
0.079298
0.0295
81
162
1
215
4
1
3
3
2
5
0
0
4
3
4
0
Normal
0
80,118
0.601069
tcp
http
FIN
10
8
812
1,296
28.282944
62
252
9,729.333008
15,093.10938
2
2
66.785444
74.45
3,631.807957
105.578812
255
2,574,241,142
1,985,886,487
255
0.108798
0.079298
0.0295
81
162
1
215
4
1
3
3
2
5
0
0
4
3
4
0
Normal
0
80,119
0.597103
tcp
http
FIN
10
8
830
1,250
28.4708
62
252
10,008.32324
14,657.4375
2
2
66.344778
72.57357
3,237.602936
107.597141
255
2,626,165,414
3,068,201,788
255
0.167923
0.088343
0.07958
83
156
1
218
4
1
3
3
1
5
0
0
1
3
4
0
Normal
0
80,120
0.527404
tcp
http
FIN
10
8
826
1,060
32.233354
62
252
11,285.46582
14,076.49512
2
2
58.600444
64.002285
3,013.475378
76.204625
255
447,219,379
3,438,239,780
255
0.151574
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83
133
1
123
4
1
2
1
1
5
0
0
1
2
4
0
Normal
0
80,121
0.614473
tcp
http
FIN
10
8
810
1,202
27.665984
62
252
9,491.05957
13,696.29004
2
2
68.274778
72.856
3,320.657862
121.005102
255
3,451,026,192
1,931,665,080
255
0.172728
0.086358
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81
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1
194
3
1
1
1
1
6
0
0
1
1
3
0
Normal
0
80,122
1.452493
tcp
-
FIN
10
8
756
354
11.704015
254
252
3,750.792725
1,707.409302
2
1
157.434333
200.232719
9,576.579536
335.193594
255
1,255,584,902
3,474,482,853
255
0.120433
0.050858
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76
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0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
80,123
0.652354
tcp
http
FIN
10
10
824
1,432
29.125291
62
252
9,099.353516
15,807.36816
2
2
72.483778
66.278445
4,530.568722
115.492953
255
2,065,765,029
3,560,465,097
255
0.124378
0.05522
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82
143
1
266
3
1
3
1
1
6
0
0
1
3
3
0
Normal
0
80,124
0.797607
tcp
http
FIN
10
8
828
1,308
21.313755
62
252
7,482.381836
11,484.35254
2
2
88.623
94.206711
4,605.015209
163.603453
255
616,335,120
3,054,905,793
255
0.157608
0.108116
0.049492
83
164
1
246
3
1
2
1
1
6
0
0
1
3
3
0
Normal
0
80,125
3.165171
tcp
-
FIN
10
8
756
354
5.370958
254
252
1,721.234009
783.528015
2
1
351.685667
433.905719
25,722.9884
738.32175
255
1,536,002,709
3,472,701,985
255
0.183337
0.101801
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76
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0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
80,126
0.762661
tcp
http
FIN
10
8
816
1,312
22.290376
62
252
7,709.847656
12,042.04785
2
2
84.740111
88.873859
4,131.281072
111.520336
255
2,895,755,282
2,636,723,327
255
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82
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1
248
3
1
1
1
1
6
0
0
1
1
3
0
Normal
0
80,127
0.592895
tcp
http
FIN
10
8
810
1,094
28.672869
62
252
9,836.480469
12,926.4043
2
2
65.877222
64.237285
3,234.271788
97.817492
255
2,228,754,548
2,689,120,307
255
0.204928
0.142525
0.062403
81
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1
140
3
1
2
1
1
6
0
0
1
2
3
0
Normal
0
80,128
0.696618
tcp
http
FIN
10
8
836
1,324
24.403618
62
252
8,647.494141
13,310.02051
2
2
77.402
80.037141
3,896.488371
134.739
255
2,195,873,853
4,023,159,517
255
0.156356
0.114648
0.041708
84
166
1
254
3
1
2
1
1
6
0
0
1
2
3
0
Normal
0
80,129
0.703299
tcp
http
FIN
12
8
902
1,086
27.015537
62
252
9,407.094727
10,817.58984
2
2
63.936273
87.507
4,104.747449
132.089156
255
2,909,940,062
3,165,316,423
255
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0.071729
0.042756
75
136
1
136
4
1
1
1
1
6
0
0
1
1
4
0
Normal
0
80,130
0.902879
tcp
http
FIN
10
8
818
1,086
18.828658
62
252
6,530.22168
8,426.37793
2
2
100.319889
114.943
5,569.398777
161.079484
255
1,302,344,377
696,469,942
255
0.1699
0.097507
0.072393
82
136
1
135
4
1
2
1
1
6
0
0
1
2
4
0
Normal
0
80,131
0.904245
tcp
http
FIN
10
8
814
1,080
18.800214
62
252
6,484.967773
8,360.56543
2
2
100.471667
122.208
6,021.421851
237.264438
255
2,583,189,796
2,178,951,903
255
0.10232
0.048309
0.054011
81
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1
189
4
1
3
2
2
6
0
0
4
3
4
0
Normal
0
80,132
0.904245
tcp
http
FIN
10
8
814
1,080
18.800214
62
252
6,484.967773
8,360.56543
2
2
100.471667
122.208
6,021.421851
237.264438
255
2,583,189,796
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255
0.10232
0.048309
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81
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1
189
4
1
3
2
2
6
0
0
4
3
4
0
Normal
0
80,133
0.814992
tcp
http
FIN
10
8
820
1,098
20.8591
62
252
7,244.242676
9,433.22168
2
2
90.554667
104.260289
4,839.867469
193.353078
255
3,225,409,142
1,960,147,728
255
0.145977
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0.06141
82
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1
142
1
1
3
1
1
2
0
0
1
2
1
0
Normal
0
80,134
0.754812
tcp
http
FIN
10
8
834
1,188
22.522164
62
252
7,959.597656
11,022.61231
2
2
83.868
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4,380.192453
167.075969
255
182,600,839
102,986,932
255
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83
149
1
187
5
1
3
1
1
7
0
0
1
2
5
0
Normal
0
80,135
0.663479
tcp
http
FIN
10
8
810
1,366
25.622515
62
252
8,790.030273
14,420.9541
2
2
73.719889
83.23243
4,284.324011
124.728008
255
1,877,941,724
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255
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1
276
5
1
1
1
1
7
0
0
1
1
5
0
Normal
0
80,136
0.417811
tcp
http
FIN
10
8
822
1,250
40.688253
62
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14,169.08594
20,947.26953
2
2
46.423444
51.013855
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76.79907
255
2,800,801,798
900,669,917
255
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82
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1
218
5
1
4
3
1
7
0
0
1
5
5
0
Normal
0
80,137
0.583925
tcp
http
FIN
10
8
830
1,314
29.113327
62
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10,234.19043
15,755.44824
2
2
64.880556
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3,239.638609
128.520367
255
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255
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83
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1
198
5
1
4
3
2
7
0
0
4
5
5
0
Normal
0
80,138
0.583925
tcp
http
FIN
10
8
830
1,314
29.113327
62
252
10,234.19043
15,755.44824
2
2
64.880556
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255
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255
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198
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1
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