Datasets:
Mireu-Lab
/
UNSW-NB15

Dataset card Data Studio Files
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 Community
1
id
int64
1
82.3k
dur
float64
0
60
proto
stringclasses
131 values
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stringclasses
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spkts
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0
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int64
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255
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20.8M
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5.32k
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5.51k
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60k
dinpkt
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sjit
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djit
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463k
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int64
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255
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int64
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4.29B
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255
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int64
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1.5k
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1.5k
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int64
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131
response_body_len
int64
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int64
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63
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int64
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int64
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int64
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int64
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int64
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2
ct_flw_http_mthd
int64
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int64
1
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ct_srv_dst
int64
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int64
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attack_cat
stringclasses
10 values
label
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333,333.3215
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udp
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udp
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udp
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udp
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71,833
10.922103
udp
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35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,849
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
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,850
0.000006
udp
-
INT
2
0
1,064
0
166,666.6608
254
0
709,333,312
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,851
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,852
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,853
0.000006
udp
-
INT
2
0
1,064
0
166,666.6608
254
0
709,333,312
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,854
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
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,855
0.000006
udp
-
INT
2
0
1,064
0
166,666.6608
254
0
709,333,312
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,856
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
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,857
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
26
2
5
5
1
26
0
0
0
6
26
0
Normal
0
71,858
0.000003
udp
-
INT
2
0
1,064
0
333,333.3215
254
0
1,418,666,624
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
532
0
0
0
26
2
5
5
1
26
0
0
0
6
26
0
Normal
0
71,859
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
26
2
5
5
1
26
0
0
0
6
26
0
Normal
0
71,860
0.000035
udp
-
INT
2
0
1,064
0
28,571.42781
254
0
121,600,000
0
0
0
0.035
0
0
0
0
0
0
0
0
0
0
532
0
0
0
26
2
5
5
1
26
0
0
0
6
26
0
Normal
0
71,861
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
26
2
16
16
2
26
0
0
0
16
26
0
Normal
0
71,862
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
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,863
0.000006
udp
-
INT
2
0
1,064
0
166,666.6608
254
0
709,333,312
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
532
0
0
0
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,864
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
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,865
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
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,866
0.000011
udp
-
INT
2
0
1,064
0
90,909.0902
254
0
386,909,088
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
532
0
0
0
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,867
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
26
2
16
16
2
26
0
0
0
16
26
0
Normal
0
71,868
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
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,869
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
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,870
0.000006
udp
-
INT
2
0
1,064
0
166,666.6608
254
0
709,333,312
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
532
0
0
0
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,871
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
26
2
16
16
1
26
0
0
0
16
26
0
Normal
0
71,872
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
26
2
4
4
1
26
0
0
0
4
26
0
Normal
0
71,873
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
26
2
4
4
1
26
0
0
0
4
26
0
Normal
0
71,874
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
26
2
4
4
1
26
0
0
0
4
26
0
Normal
0
71,875
0.000003
udp
-
INT
2
0
1,064
0
333,333.3215
254
0
1,418,666,624
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
532
0
0
0
26
2
4
4
1
26
0
0
0
4
26
0
Normal
0
71,876
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
35
2
7
7
1
35
0
0
0
7
35
0
Normal
0
71,877
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
35
2
7
7
1
35
0
0
0
7
35
0
Normal
0
71,878
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
35
2
7
7
1
35
0
0
0
7
35
0
Normal
0
71,879
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
7
7
1
35
0
0
0
7
35
0
Normal
0
71,880
0.000006
udp
-
INT
2
0
1,064
0
166,666.6608
254
0
709,333,312
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
7
7
1
35
0
0
0
7
35
0
Normal
0
71,881
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
35
2
7
7
1
35
0
0
0
7
35
0
Normal
0
71,882
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
35
2
7
7
1
35
0
0
0
7
35
0
Normal
0
71,883
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
26
2
1
1
1
26
0
0
0
1
26
0
Normal
0
71,884
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,885
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
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,886
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
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,887
0.000011
udp
-
INT
2
0
1,064
0
90,909.0902
254
0
386,909,088
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,888
0.000006
udp
-
INT
2
0
1,064
0
166,666.6608
254
0
709,333,312
0
0
0
0.006
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,889
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
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,890
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,891
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
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,892
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
35
2
10
10
1
35
0
0
0
10
35
0
Normal
0
71,893
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
35
2
15
15
1
35
0
0
0
15
35
0
Normal
0
71,894
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
15
15
1
35
0
0
0
15
35
0
Normal
0
71,895
0.000003
udp
-
INT
2
0
1,064
0
333,333.3215
254
0
1,418,666,624
0
0
0
0.003
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
15
15
1
35
0
0
0
15
35
0
Normal
0
71,896
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
35
2
15
15
1
35
0
0
0
15
35
0
Normal
0
71,897
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
35
2
15
15
1
35
0
0
0
15
35
0
Normal
0
71,898
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
15
15
1
35
0
0
0
15
35
0
Normal
0
71,899
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
35
2
15
15
1
35
0
0
0
15
35
0
Normal
0
71,900
0.000009
udp
-
INT
2
0
1,064
0
111,111.1072
254
0
472,888,864
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
532
0
0
0
35
2
15
15
1
35
0
0
0
15
35
0
Normal
0