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
80,001
0.771091
tcp
http
FIN
10
8
810
1,080
22.046685
62
252
7,563.30957
9,804.290039
2
2
85.676778
98.874711
4,222.335725
130.383398
255
2,921,082,580
3,475,549,521
255
0.137666
0.078226
0.05944
81
135
1
133
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
80,002
0.000005
udp
-
INT
2
0
1,064
0
200,000.0051
254
0
851,200,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
532
0
0
0
5
2
1
1
1
5
0
0
0
18
5
0
Normal
0
80,003
0.00001
udp
-
INT
2
0
1,064
0
100,000.0025
254
0
425,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
532
0
0
0
4
2
3
2
1
4
0
0
0
2
4
0
Normal
0
80,004
0.707637
tcp
http
FIN
12
8
904
1,184
26.849924
62
252
9,372.037109
11,712.21973
2
2
64.330635
95.035711
3,982.474594
129.524398
255
4,124,584,876
2,238,718,861
255
0.075026
0.04173
0.033296
75
148
1
185
5
1
1
3
1
3
0
0
1
3
3
0
Normal
0
80,005
0.00001
udp
-
INT
2
0
1,064
0
100,000.0025
254
0
425,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
532
0
0
0
4
2
1
1
1
4
0
0
0
1
4
0
Normal
0
80,006
0.690045
tcp
http
FIN
10
8
824
1,264
24.636074
62
252
8,602.337891
12,822.35254
2
2
76.671667
83.80243
4,363.209437
145.127813
255
3,727,088,831
4,251,096,987
255
0.153632
0.077796
0.075836
82
158
1
225
5
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,007
0.773021
tcp
http
FIN
10
10
824
1,258
24.578893
62
252
7,678.963379
11,725.42578
2
2
85.891222
77.392336
5,428.390944
118.280352
255
2,419,107,964
1,388,890,570
255
0.125533
0.07575
0.049783
82
126
1
179
2
1
2
1
1
3
0
0
1
3
2
0
Normal
0
80,008
0.87686
tcp
http
FIN
10
8
828
1,086
19.387359
62
252
6,806.103516
8,676.413086
2
2
97.428889
117.94557
5,455.28315
206.641063
255
594,182,726
1,320,014,723
255
0.130921
0.050648
0.080273
83
136
1
135
2
1
1
1
1
3
0
0
1
1
2
0
Normal
0
80,009
0.00001
udp
-
INT
2
0
1,064
0
100,000.0025
254
0
425,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
532
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
80,010
0.00001
udp
-
INT
2
0
1,064
0
100,000.0025
254
0
425,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
532
0
0
0
2
2
1
1
1
2
0
0
0
1
2
0
Normal
0
80,011
1.354814
tcp
http
FIN
10
10
832
1,338
14.024065
62
252
4,422.74707
7,115.367676
2
2
150.534889
139.532219
8,813.276773
289.467
255
1,278,302,717
1,979,976,521
255
0.131702
0.075154
0.056548
83
134
1
218
1
1
1
1
1
1
0
0
1
1
1
0
Normal
0
80,012
0.558711
tcp
http
FIN
10
8
802
1,294
30.42718
62
252
10,338.08203
16,223.05664
2
2
62.079
70.419289
3,446.790228
113.404305
255
4,035,614,003
3,209,968,497
255
0.139956
0.065052
0.074904
80
162
1
130
5
1
2
2
2
5
0
0
4
2
5
0
Normal
0
80,013
0.558711
tcp
http
FIN
10
8
802
1,294
30.42718
62
252
10,338.08203
16,223.05664
2
2
62.079
70.419289
3,446.790228
113.404305
255
4,035,614,003
3,209,968,497
255
0.139956
0.065052
0.074904
80
162
1
130
5
1
2
2
2
5
0
0
4
2
5
0
Normal
0
80,014
0.528019
tcp
http
FIN
10
8
836
1,170
32.19581
62
252
11,408.67969
15,514.59277
2
2
58.668778
61.424145
2,925.870262
109.124844
255
489,624,345
2,456,667,036
255
0.157644
0.085043
0.072601
84
146
1
177
5
1
1
1
1
5
0
0
1
1
5
0
Normal
0
80,015
0.648976
tcp
http
FIN
10
8
802
1,080
26.195112
62
252
8,900.174805
11,649.12012
2
2
71.999778
79.548
3,600.527977
131.798984
255
1,800,501,990
4,077,070,520
255
0.1705
0.092135
0.078365
80
135
1
133
4
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,016
0.730314
tcp
http
FIN
10
8
806
1,136
23.277658
62
252
7,952.743652
10,888.4668
2
2
81.146
90.472711
3,938.310111
121.74293
255
766,960,915
2,913,863,107
255
0.171636
0.096327
0.075309
81
142
1
160
4
1
1
2
1
3
0
0
1
2
3
0
Normal
0
80,017
0.537652
tcp
http
FIN
10
8
830
1,092
31.618965
62
252
11,114.99609
14,224.81445
2
2
59.607111
67.982
3,144.890199
83.347102
255
2,798,301,511
2,142,302,146
255
0.100158
0.061772
0.038386
83
137
1
138
4
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,018
0.665134
tcp
http
FIN
10
8
840
1,236
25.558759
62
252
9,092.904297
13,013.91895
2
2
73.903778
73.04
3,638.785988
124.77907
255
3,974,651,909
2,765,609,879
255
0.235084
0.109106
0.125978
84
155
1
211
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
80,019
0.610895
tcp
http
FIN
10
8
808
1,220
27.828024
62
252
9,533.553711
13,986.03711
2
2
67.877222
73.139859
3,410.194105
116.241977
255
3,703,043,879
4,178,610,086
255
0.170883
0.098204
0.072679
81
153
1
203
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
80,020
0.55928
tcp
http
FIN
10
8
836
1,062
30.396225
62
252
10,770.99121
13,302.81836
2
2
62.142222
70.658289
3,261.240967
114.178062
255
2,103,970,482
288,395,286
255
0.118986
0.063976
0.05501
84
133
1
124
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
80,021
0.802408
tcp
http
FIN
12
8
914
1,222
23.678728
62
252
8,354.852539
10,667.88965
2
2
72.946183
102.337
4,122.134984
151.58625
255
1,625,804,019
3,819,150,515
255
0.135819
0.067928
0.067891
76
153
1
204
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
80,022
0.480936
tcp
http
FIN
10
8
802
1,204
35.347739
62
252
12,009.91406
17,532.47852
2
2
53.437333
57.21243
2,591.051715
90.788648
255
1,567,447,826
2,675,186,390
255
0.095053
0.036304
0.058749
80
151
1
195
1
1
1
1
1
1
0
0
1
1
1
0
Normal
0
80,023
0.890346
tcp
http
FIN
10
8
802
1,266
19.093701
62
252
6,487.365723
9,955.680664
2
2
98.927333
113.635141
5,448.723804
189.465
255
2,374,525,373
3,455,794,516
255
0.112379
0.068052
0.044327
80
158
1
225
7
1
1
1
1
6
0
0
1
1
6
0
Normal
0
80,024
1.070185
tcp
http
FIN
10
8
820
1,072
15.885105
62
252
5,516.803223
7,011.87207
2
2
118.909444
126.931
6,387.572011
236.866078
255
1,199,705,408
1,053,294,683
255
0.132911
0.08588
0.047031
82
134
1
148
7
1
2
2
2
6
0
0
4
2
6
0
Normal
0
80,025
1.070185
tcp
http
FIN
10
8
820
1,072
15.885105
62
252
5,516.803223
7,011.87207
2
2
118.909444
126.931
6,387.572011
236.866078
255
1,199,705,408
1,053,294,683
255
0.132911
0.08588
0.047031
82
134
1
148
7
1
2
2
2
6
0
0
4
2
6
0
Normal
0
80,026
0.62109
tcp
http
FIN
10
8
826
1,072
27.371235
62
252
9,583.152344
12,081.98535
2
2
68.905667
72.521141
3,396.41872
103.501172
255
3,318,392,637
3,574,541,357
255
0.184823
0.113435
0.071388
83
134
1
129
7
1
1
2
1
6
0
0
1
3
6
0
Normal
0
80,027
0.626298
tcp
http
FIN
10
10
826
1,182
30.336996
62
252
9,503.462891
13,590.97363
2
2
69.588667
61.961109
4,349.268528
109.693047
255
1,848,637,315
492,152,586
255
0.105251
0.067847
0.037404
83
118
1
169
7
1
2
2
2
6
0
0
4
2
6
0
Normal
0
80,028
0.626298
tcp
http
FIN
10
10
826
1,182
30.336996
62
252
9,503.462891
13,590.97363
2
2
69.588667
61.961109
4,349.268528
109.693047
255
1,848,637,315
492,152,586
255
0.105251
0.067847
0.037404
83
118
1
169
7
1
2
2
2
6
0
0
4
2
6
0
Normal
0
80,029
0.653027
tcp
http
FIN
10
8
840
1,130
26.032614
62
252
9,261.485352
12,115.88477
2
2
72.546111
82.709711
3,531.622905
121.456797
255
2,552,351,902
14,436,152
255
0.137994
0.07405
0.063944
84
141
1
208
5
1
2
2
2
5
0
0
4
2
5
0
Normal
0
80,030
0.653027
tcp
http
FIN
10
8
840
1,130
26.032614
62
252
9,261.485352
12,115.88477
2
2
72.546111
82.709711
3,531.622905
121.456797
255
2,552,351,902
14,436,152
255
0.137994
0.07405
0.063944
84
141
1
208
5
1
2
2
2
5
0
0
4
2
5
0
Normal
0
80,031
0.607255
tcp
http
FIN
10
8
830
1,088
27.99483
62
252
9,841.005859
12,541.68359
2
2
67.472778
75.230141
3,589.481077
100.926852
255
2,250,728,494
716,841,112
255
0.130843
0.079897
0.050946
83
136
1
137
5
1
1
1
1
5
0
0
1
1
5
0
Normal
0
80,032
0.948563
tcp
http
FIN
12
10
890
1,410
22.138751
62
252
6,881.98877
10,702.50488
2
2
86.233003
95.148219
6,073.206702
132.581422
255
1,072,396,852
3,062,780,614
255
0.149147
0.091491
0.057656
74
141
1
142
7
1
2
2
2
7
0
0
4
2
7
0
Normal
0
80,033
0.948563
tcp
http
FIN
12
10
890
1,410
22.138751
62
252
6,881.98877
10,702.50488
2
2
86.233003
95.148219
6,073.206702
132.581422
255
1,072,396,852
3,062,780,614
255
0.149147
0.091491
0.057656
74
141
1
142
7
1
2
2
2
7
0
0
4
2
7
0
Normal
0
80,034
0.000007
udp
-
INT
2
0
1,064
0
142,857.1409
254
0
608,000,000
0
0
0
0.007
0
0
0
0
0
0
0
0
0
0
532
0
0
0
3
2
1
1
1
3
0
0
0
1
3
0
Normal
0
80,035
1.151553
tcp
http
FIN
10
10
822
1,170
16.499457
62
252
5,140.883301
7,315.338379
2
2
127.950333
108.219781
7,422.843276
185.443813
255
3,634,152,996
183,996,539
255
0.320743
0.148946
0.171797
82
117
1
134
3
1
1
1
1
2
0
0
1
1
2
0
Normal
0
80,036
0.00001
udp
-
INT
2
0
1,064
0
100,000.0025
254
0
425,600,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
532
0
0
0
3
2
1
1
1
3
0
0
0
25
3
0
Normal
0
80,037
0.000004
udp
-
INT
2
0
1,064
0
250,000.0006
254
0
1,064,000,000
0
0
0
0.004
0
0
0
0
0
0
0
0
0
0
532
0
0
0
2
2
1
1
1
2
0
0
0
21
2
0
Normal
0
80,038
0.785681
tcp
http
FIN
10
8
816
1,214
21.63728
62
252
7,483.953125
10,823.73145
2
2
87.236222
98.828289
4,407.573707
137.800984
255
3,993,234,271
539,930,351
255
0.158098
0.093878
0.06422
82
152
1
199
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
80,039
0.579268
tcp
http
FIN
10
8
806
1,108
29.347384
62
252
10,026.44727
13,396.21777
2
2
64.363111
67.404859
3,518.331297
111.84282
255
227,337,540
1,488,083,224
255
0.274623
0.106801
0.167822
81
139
1
147
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
80,040
0.675271
tcp
http
FIN
10
8
828
1,124
25.175079
62
252
8,837.933594
11,657.54199
2
2
74.918333
87.523141
4,438.425378
112.536453
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3,040,256,043
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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10
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tcp
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10
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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1
1
1
1
2
0
0
1
2
2
0
Normal
0
80,086
1.138457
tcp
http
FIN
10
10
814
1,154
16.689257
62
252
5,150.831543
7,301.110352
2
2
126.495222
106.783445
7,867.508985
155.164422
255
1,988,082,162
866,083,739
255
0.225871
0.142755
0.083116
81
115
1
126
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
80,087
0.883038
tcp
http
FIN
10
10
830
1,426
21.516628
62
252
6,767.545898
11,632.56836
2
2
98.063556
89.733
6,665.98558
135.217813
255
1,717,977,921
3,206,469,614
255
0.126391
0.075439
0.050952
83
143
1
126
3
1
2
2
2
3
0
0
4
2
3
0
Normal
0
80,088
0.883038
tcp
http
FIN
10
10
830
1,426
21.516628
62
252
6,767.545898
11,632.56836
2
2
98.063556
89.733
6,665.98558
135.217813
255
1,717,977,921
3,206,469,614
255
0.126391
0.075439
0.050952
83
143
1
126
3
1
2
2
2
3
0
0
4
2
3
0
Normal
0
80,089
0.893839
tcp
http
FIN
10
8
810
1,206
19.019085
62
252
6,524.665039
9,451.366211
2
2
99.315444
112.235859
5,239.229423
231.177234
255
1,351,561,702
3,686,391,961
255
0.205623
0.093375
0.112248
81
151
1
196
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,090
0.862546
tcp
http
FIN
10
10
836
1,162
22.02781
62
252
6,983.975098
9,701.511719
2
2
95.838444
83.346336
5,828.839359
142.417016
255
1,944,275,236
3,831,317,609
255
0.147538
0.111675
0.035863
84
116
1
131
3
1
1
2
1
2
0
0
1
4
2
0
Normal
0
80,091
0.695214
tcp
http
FIN
10
8
826
1,074
24.452903
62
252
8,561.392578
10,816.81348
2
2
77.246
79.219
3,909.466555
111.402414
255
1,349,148,088
3,255,654,325
255
0.276334
0.140062
0.136272
83
134
1
129
3
1
1
1
1
2
0
0
1
1
2
0
Normal
0
80,092
0.703774
tcp
http
FIN
10
8
836
1,068
24.155483
62
252
8,559.566406
10,628.41211
2
2
78.093444
86.166289
4,186.602294
131.249641
255
1,264,018,047
3,120,263,762
255
0.176617
0.100601
0.076016
84
134
1
131
6
1
4
5
4
5
0
0
12
5
5
0
Normal
0
80,093
0.703774
tcp
http
FIN
10
8
836
1,068
24.155483
62
252
8,559.566406
10,628.41211
2
2
78.093444
86.166289
4,186.602294
131.249641
255
1,264,018,047
3,120,263,762
255
0.176617
0.100601
0.076016
84
134
1
131
6
1
4
5
4
5
0
0
12
5
5
0
Normal
0
80,094
0.703774
tcp
http
FIN
10
8
836
1,068
24.155483
62
252
8,559.566406
10,628.41211
2
2
78.093444
86.166289
4,186.602294
131.249641
255
1,264,018,047
3,120,263,762
255
0.176617
0.100601
0.076016
84
134
1
131
6
1
4
5
4
5
0
0
12
5
5
0
Normal
0
80,095
0.703774
tcp
http
FIN
10
8
836
1,068
24.155483
62
252
8,559.566406
10,628.41211
2
2
78.093444
86.166289
4,186.602294
131.249641
255
1,264,018,047
3,120,263,762
255
0.176617
0.100601
0.076016
84
134
1
131
6
1
4
5
4
5
0
0
12
5
5
0
Normal
0
80,096
0.70549
tcp
http
FIN
10
8
818
1,182
24.096727
62
252
8,357.3125
11,736.52344
2
2
78.387778
91.342141
4,436.701331
156.029219
255
1,545,808,915
2,665,383,501
255
0.14362
0.065248
0.078372
82
148
1
183
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,097
0.786288
tcp
http
FIN
10
8
810
1,086
21.620576
62
252
7,417.129395
9,675.84375
2
2
87.365333
89.066289
4,699.69536
146.187984
255
602,929,381
2,664,950,360
255
0.162272
0.101249
0.061023
81
136
1
136
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,098
0.736612
tcp
http
FIN
10
8
810
1,200
23.078635
62
252
7,917.32959
11,403.56055
2
2
81.845778
92.233859
4,797.784459
127.472437
255
1,368,837,225
1,674,004,962
255
0.140834
0.090189
0.050645
81
150
1
193
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,099
1.429432
tcp
http
FIN
10
10
828
1,180
13.291993
62
252
4,175.084961
5,943.619629
2
2
158.825778
147.979891
9,515.462903
336.418563
255
1,543,333,118
410,587,503
255
0.12405
0.068518
0.055532
83
118
1
140
1
1
1
1
1
1
0
0
1
1
1
0
Normal
0
80,100
1.354515
tcp
http
FIN
10
10
822
1,268
14.027161
62
252
4,370.568359
6,744.849609
2
2
150.501667
132.669328
8,612.49597
212.080187
255
2,448,344,898
3,432,017,310
255
0.237349
0.135972
0.101377
82
127
1
184
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0