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
69,401
0.662717
tcp
http
FIN
10
8
846
1,088
25.651976
62
252
9,198.49707
11,492.08496
1
2
11,141.6733
13,927.095
1,107,490.026
36,648.104
255
286,301,583
2,756,272,424
255
0.117234
0.047776
0.069458
85
136
1
140
3
1
2
2
2
3
0
0
4
2
3
0
Normal
0
69,402
0.662717
tcp
http
FIN
10
8
846
1,088
25.651976
62
252
9,198.49707
11,492.08496
1
2
11,141.6733
13,927.095
1,107,490.026
36,648.104
255
286,301,583
2,756,272,424
255
0.117234
0.047776
0.069458
85
136
1
140
3
1
2
2
2
3
0
0
4
2
3
0
Normal
0
69,403
0.522334
tcp
http
FIN
10
8
848
1,372
32.546226
62
252
11,701.3252
18,394.36133
2
2
58.037111
60.109145
3,054.397459
80.474477
255
2,256,787,710
391,577,599
255
0.108396
0.053161
0.055235
85
172
1
265
3
1
2
2
1
3
0
0
1
3
3
0
Normal
0
69,404
0.655879
tcp
http
FIN
10
10
834
1,376
28.968757
62
252
9,160.225586
15,112.54297
2
2
72.875444
66.815445
4,503.541455
125.297898
255
1,942,366,135
3,890,081,760
255
0.15143
0.053669
0.097761
83
138
1
224
3
1
2
2
1
3
0
0
1
3
3
0
Normal
0
69,405
0.706209
tcp
http
FIN
10
10
850
1,204
26.904217
62
252
8,665.990234
12,279.65039
2
2
78.467667
68.749781
5,186.119943
108.456602
255
2,470,334,335
1,919,668,993
255
0.120844
0.086297
0.034547
85
120
1
137
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,406
0.725131
tcp
http
FIN
10
10
850
1,234
26.202163
62
252
8,439.854492
12,257.0957
2
2
80.570111
75.386336
5,546.003857
114.10493
255
3,695,357,067
961,736,602
255
0.102899
0.046065
0.056834
85
123
1
153
4
1
1
2
1
3
0
0
1
2
3
0
Normal
0
69,407
0.880346
tcp
http
FIN
10
8
828
1,198
19.310589
62
252
6,779.152832
9,532.615234
2
2
97.816222
92.03357
4,901.771881
143.117797
255
1,133,083,415
110,566,406
255
0.300855
0.207043
0.093812
83
150
1
178
4
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,408
0.51269
tcp
http
FIN
10
8
850
1,144
33.158438
62
252
11,937.03809
15,619.5752
2
2
56.965556
57.286285
2,833.431544
86.568297
255
2,249,043,579
3,448,911,348
255
0.186706
0.110902
0.075804
85
143
1
150
4
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,409
0.535465
tcp
http
FIN
10
8
852
1,360
31.748107
62
252
11,459.19922
17,778.93945
2
2
59.496111
54.396855
2,994.227617
93.323937
255
2,551,854,488
1,857,737,122
255
0.203906
0.114613
0.089293
85
170
1
259
4
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,410
0.730451
tcp
http
FIN
10
10
832
1,196
26.011328
62
252
8,203.151367
11,795.45215
2
2
81.161222
74.342219
5,504.972995
106.407984
255
1,416,755,311
651,051,771
255
0.103243
0.060639
0.042604
83
120
1
134
4
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,411
0.895065
tcp
http
FIN
10
10
856
1,228
21.227508
62
252
6,891.119629
9,885.31543
2
2
99.451667
87.918664
6,776.134693
126.555281
255
1,991,985,957
4,031,254,303
255
0.14669
0.103164
0.043526
86
123
1
149
4
1
1
2
1
3
0
0
1
2
3
0
Normal
0
69,412
0.553085
tcp
http
FIN
10
8
862
1,168
30.736684
62
252
11,224.31348
14,782.53711
2
2
61.453889
66.671859
2,932.012128
90.75932
255
1,737,357,885
1,461,348,998
255
0.140637
0.064214
0.076423
86
146
1
162
1
1
1
1
1
1
0
0
1
1
1
0
Normal
0
69,413
1.142037
tcp
http
FIN
12
10
918
1,174
18.388195
62
252
5,898.232422
7,404.313477
2
2
103.821547
119.034664
7,665.750371
159.572391
255
3,218,262,470
2,627,781,219
255
0.129728
0.070127
0.059601
77
117
1
123
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,414
0.512023
tcp
http
FIN
10
8
864
1,394
33.201635
62
252
12,155.70508
19,061.64453
2
2
56.891444
55.154285
2,845.459143
91.595398
255
1,585,675,955
90,670,138
255
0.172638
0.113901
0.058737
86
174
1
276
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,415
0.751998
tcp
http
FIN
10
8
832
1,138
22.606443
62
252
7,968.106445
10,595.77246
2
2
83.555333
85.639711
4,014.49798
119.644641
255
74,364,615
4,100,302,295
255
0.213735
0.15182
0.061915
83
142
1
148
3
1
1
1
1
3
0
0
1
2
3
0
Normal
0
69,416
0.587081
tcp
http
FIN
10
8
842
1,120
28.956821
62
252
10,329.06836
13,354.20508
2
2
65.231222
60.01557
3,435.797394
96.627891
255
2,600,699,732
98,185,032
255
0.255671
0.166395
0.089276
84
140
1
139
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
69,417
0.569812
tcp
http
FIN
10
8
852
1,172
29.834402
62
252
10,768.46387
14,404.75098
2
2
63.312444
66.920859
3,157.79851
106.537312
255
2,344,151,431
500,670,968
255
0.14371
0.100684
0.043026
85
147
1
165
4
1
3
3
2
4
0
0
4
3
4
0
Normal
0
69,418
0.569812
tcp
http
FIN
10
8
852
1,172
29.834402
62
252
10,768.46387
14,404.75098
2
2
63.312444
66.920859
3,157.79851
106.537312
255
2,344,151,431
500,670,968
255
0.14371
0.100684
0.043026
85
147
1
165
4
1
3
3
2
4
0
0
4
3
4
0
Normal
0
69,419
0.734893
tcp
http
FIN
10
10
844
1,462
25.854103
62
252
8,273.3125
14,325.89453
2
2
81.654778
71.176219
4,876.560962
126.075547
255
3,205,824,752
1,518,665,309
255
0.163535
0.071477
0.092058
84
146
1
267
4
1
3
3
1
4
0
0
1
3
4
0
Normal
0
69,420
0.661948
tcp
http
FIN
10
8
862
1,094
25.681775
62
252
9,378.379883
11,577.94824
2
2
73.549778
73.881141
3,592.177622
93.831289
255
310,702,474
338,098,729
255
0.214747
0.144145
0.070602
86
137
1
126
2
1
1
1
1
2
0
0
1
2
2
0
Normal
0
69,421
0.58457
tcp
http
FIN
10
8
830
1,264
29.081205
62
252
10,222.89941
15,135.91211
2
2
64.855111
75.246711
3,481.850509
93.933383
255
3,975,615,609
2,727,702,437
255
0.103561
0.05784
0.045721
83
158
1
211
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
69,422
0.896944
tcp
http
FIN
12
8
950
1,328
21.18304
62
252
7,768.601074
10,364.08106
2
2
81.540365
112.957289
4,665.652358
161.278422
255
2,605,945,588
3,008,021,108
255
0.161006
0.087861
0.073145
79
166
1
243
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,423
0.773852
tcp
http
FIN
10
8
836
1,124
21.968025
62
252
7,784.43457
10,172.48828
2
2
85.906111
90.217141
4,921.880864
141.567094
255
3,291,329,200
50,545,209
255
0.226509
0.142329
0.08418
84
141
1
141
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,424
0.865298
tcp
http
FIN
10
10
836
1,348
21.957754
62
252
6,961.763672
11,223.87891
2
2
96.144222
85.151445
5,341.797143
187.118953
255
580,792,559
1,067,832,728
255
0.135681
0.098201
0.03748
84
135
1
210
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,425
0.741543
tcp
http
FIN
10
10
828
1,184
25.62225
62
252
8,048.083496
11,500.34473
2
2
82.393667
70.501
5,054.397181
113.517906
255
98,848,121
688,736,721
255
0.124379
0.069411
0.054968
83
118
1
128
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,426
0.93625
tcp
http
FIN
10
8
840
1,096
18.157544
62
252
6,459.813477
8,194.392578
2
2
104.027778
126.058711
5,690.194351
218.601063
255
4,010,000,210
2,441,886,511
255
0.144961
0.053193
0.091768
84
137
1
126
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,427
0.883257
tcp
http
FIN
10
8
866
1,088
19.246947
62
252
7,064.761719
8,622.631836
2
2
98.079889
116.213289
5,283.798728
217.099797
255
2,509,096,337
531,972,432
255
0.141049
0.069756
0.071293
87
136
1
123
1
1
1
1
1
1
0
0
1
1
2
0
Normal
0
69,428
0.818467
tcp
http
FIN
10
10
860
1,182
23.21413
62
252
7,565.362793
10,399.93066
2
2
90.791
82.210445
6,115.341326
132.746016
255
3,671,159,241
174,244,462
255
0.14067
0.078568
0.062102
86
118
1
127
3
1
2
2
2
3
0
0
4
2
3
0
Normal
0
69,429
0.818467
tcp
http
FIN
10
10
860
1,182
23.21413
62
252
7,565.362793
10,399.93066
2
2
90.791
82.210445
6,115.341326
132.746016
255
3,671,159,241
174,244,462
255
0.14067
0.078568
0.062102
86
118
1
127
3
1
2
2
2
3
0
0
4
2
3
0
Normal
0
69,430
0.655411
tcp
http
FIN
10
8
832
1,262
25.937923
62
252
9,142.354492
13,487.71973
2
2
72.785778
83.965
3,486.716336
125.140398
255
2,575,734,660
2,171,735,787
255
0.147482
0.067647
0.079835
83
158
1
210
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,431
0.944371
tcp
http
FIN
10
10
834
1,276
20.119212
62
252
6,361.906738
9,733.462891
2
2
104.930111
89.533891
5,968.135074
182.452703
255
296,198,409
2,831,603,505
255
0.166761
0.099063
0.067698
83
128
1
173
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
69,432
0.971058
tcp
http
FIN
10
8
862
1,314
17.506678
62
252
6,393.026855
9,474.202148
2
2
107.895333
117.62943
5,460.320181
205.481016
255
4,090,952,269
85,172,569
255
0.300669
0.146855
0.153814
86
164
1
236
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
69,433
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.708
0
0
0
0
0
0
0
0
0
0
46
0
0
0
1
2
1
1
1
1
0
0
0
1
1
1
Normal
0
69,434
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.712
0
0
0
0
0
0
0
0
0
0
46
0
0
0
1
2
1
1
1
1
0
0
0
1
1
1
Normal
0
69,435
0.875977
tcp
http
FIN
10
8
860
1,364
19.406903
62
252
7,068.678711
10,904.39648
2
2
97.330778
103.873141
4,738.731552
170.681953
255
4,053,135,176
4,006,695,242
255
0.238032
0.110997
0.127035
86
171
1
261
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
69,436
0.765829
tcp
http
FIN
10
10
862
1,464
24.809715
62
252
8,106.248047
13,768.08594
2
2
85.092111
71.585445
5,670.075766
112.303555
255
1,029,328,505
2,091,175,578
255
0.129539
0.076508
0.053031
86
146
1
268
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
69,437
0.592148
tcp
http
FIN
10
8
856
1,246
28.709039
62
252
10,416.31445
14,739.55859
2
2
65.794222
62.471
3,506.834599
105.102641
255
1,983,254,738
3,855,633,923
255
0.261428
0.131233
0.130195
86
156
1
201
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
69,438
0.804247
tcp
http
FIN
10
8
846
1,104
21.137784
62
252
7,579.760742
9,608.988281
2
2
89.360778
99.85743
4,447.185687
154.745875
255
2,571,656,743
2,598,115,105
255
0.236189
0.1046
0.131589
85
138
1
131
4
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,439
0.7671
tcp
http
FIN
10
8
844
1,092
22.161388
62
252
7,925.955078
9,970.017578
2
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