Datasets:
Mouwiya
/
UNSW-NB15

Dataset card Viewer Files Community
1
srcip
stringclasses
43 values
sport
stringlengths
1
6
dstip
stringclasses
47 values
dsport
stringlengths
1
10
proto
stringclasses
135 values
state
stringclasses
16 values
dur
float64
0
8.79k
sbytes
int64
0
14.4M
dbytes
int64
0
14.7M
sttl
int64
0
255
dttl
int64
0
254
sloss
int64
0
5.32k
dloss
int64
0
5.51k
service
stringclasses
13 values
Sload
float64
0
5.6B
Dload
float64
0
129M
Spkts
int64
0
10.6k
Dpkts
int64
0
11k
swin
int64
0
255
dwin
int64
0
255
stcpb
int64
0
4.29B
dtcpb
int64
0
4.29B
smeansz
int64
0
1.5k
dmeansz
int64
0
1.5k
trans_depth
int64
0
172
res_bdy_len
int64
0
5.24M
Sjit
float64
0
1.46M
Djit
float64
0
781k
Stime
int64
1.42B
1.42B
Ltime
int64
1.42B
1.42B
Sintpkt
float64
0
84.4k
Dintpkt
float64
0
59.5k
tcprtt
float64
0
10
synack
float64
0
4.53
ackdat
float64
0
5.51
is_sm_ips_ports
int64
0
1
ct_state_ttl
int64
0
6
ct_flw_http_mthd
float64
0
36
⌀
is_ftp_login
float64
0
4
⌀
ct_ftp_cmd
stringclasses
9 values
ct_srv_src
int64
1
63
ct_srv_dst
int64
1
63
ct_dst_ltm
int64
1
60
ct_src_ltm
int64
1
60
ct_src_dport_ltm
int64
1
60
ct_dst_sport_ltm
int64
1
60
ct_dst_src_ltm
int64
1
63
attack_cat
stringclasses
13 values
label
int64
0
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
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254
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0
0
dns
76,000,000
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2
0
0
0
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1,424,262,059
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0.006
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0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
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2
0
0
0
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1,424,262,059
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0
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0
0
2
null
null
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22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
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2
0
0
0
0
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0
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1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
0
57
0
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0
0
1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.3
62472
149.171.126.15
445
tcp
FIN
0.572513
3,402
712
254
252
3
2
-
43,583.28906
8,705.479492
12
8
255
255
3,977,154,216
417,018,421
284
89
0
0
2,631.467479
106.160922
1,424,262,059
1,424,262,059
52.046636
70.074711
0.159513
0.081235
0.078278
0
1
null
null
3
3
1
1
1
1
3
Fuzzers
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
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57
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1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
0
57
0
0
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1,424,262,059
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0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
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57
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1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
0
57
0
0
0
0
0
1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
0
57
0
0
0
0
0
1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
0
57
0
0
0
0
0
1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
59.166.0.3
32412
149.171.126.5
30544
tcp
FIN
0.026929
2,854
29,196
31
29
7
17
-
829,440.375
8,492,851
46
48
255
255
2,934,274,152
2,968,165,088
62
608
0
0
38.974904
38.205022
1,424,262,059
1,424,262,059
0.591711
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0.000654
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0.000117
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0
null
null
4
7
4
4
1
1
1
null
0
59.166.0.9
55481
149.171.126.7
6881
tcp
FIN
1.529178
13,766
548,216
31
29
21
197
-
71,719.57813
2,861,485
240
438
255
255
364,699,546
369,144,648
57
1,252
0
0
1,864.178118
1,377.30007
1,424,262,058
1,424,262,059
6.396921
3.49819
0.000582
0.000467
0.000115
0
0
null
null
5
9
4
3
2
1
5
null
0
59.166.0.0
29111
149.171.126.5
5190
tcp
FIN
0.059011
2,054
2,478
31
29
6
6
-
265,848.75
321,973.875
22
24
255
255
2,870,077,107
2,870,373,825
93
103
0
0
0
259.969624
1,424,262,059
1,424,262,059
2.793524
2.54213
0.000648
0.000536
0.000112
0
0
null
null
9
7
4
4
1
1
6
null
0
59.166.0.7
40187
149.171.126.1
57905
tcp
FIN
0.32955
424
8,824
31
29
1
4
ftp-data
9,006.220703
196,364.7344
8
12
255
255
2,154,277,849
2,952,886,735
53
735
0
0
3,907.963851
2,185.225574
1,424,262,059
1,424,262,059
47.028573
29.829182
0.001567
0.001426
0.000141
0
0
null
null
2
2
2
1
1
1
4
null
0
59.166.0.9
57406
149.171.126.1
22
tcp
FIN
0.236633
9,712
12,194
31
29
26
31
ssh
325,432.2188
408,598.9688
112
112
255
255
2,814,271,363
665,079,538
87
109
0
0
174.547672
162.182775
1,424,262,058
1,424,262,059
2.188139
2.164761
0.000785
0.000673
0.000112
0
0
null
null
1
1
2
3
1
1
2
null
0
59.166.0.3
30929
149.171.126.7
27526
tcp
FIN
0.054831
3,718
44,706
31
29
7
24
-
533,858.625
6,417,537.5
62
62
255
255
784,690,222
2,934,577,393
60
721
0
0
58.753075
1.646242
1,424,262,059
1,424,262,059
0.908783
0.904717
0.000665
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0
null
null
4
9
4
4
1
1
2
null
0
59.166.0.6
5409
149.171.126.8
49489
tcp
FIN
0.12595
4,238
61,238
31
29
7
30
-
265,502.1875
3,837,142
72
74
255
255
964,693,818
3,162,584,198
59
828
0
0
99.284794
97.312911
1,424,262,059
1,424,262,059
1.794814
1.717137
0.000722
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0.00013
0
0
null
null
3
1
1
2
1
1
1
null
0
59.166.0.4
38095
149.171.126.4
20549
tcp
FIN
0.18873
320
1,850
31
29
1
2
ftp-data
11,317.75586
68,627.14063
6
8
255
255
4,237,566,737
2,760,831,412
53
231
0
0
2,656.330546
65.439762
1,424,262,058
1,424,262,059
37.6838
26.898285
0.000561
0.00044
0.000121
0
0
null
null
2
2
2
1
1
1
7
null
0
59.166.0.9
60658
149.171.126.7
6881
tcp
FIN
0.925609
13,454
548,216
31
29
21
197
-
115,789.7109
4,727,395.5
234
438
255
255
2,510,085,062
368,603,631
57
1,252
0
0
535.971846
380.531251
1,424,262,058
1,424,262,059
4.00561
2.121931
0.000555
0.000444
0.000111
0
0
null
null
5
9
4
3
2
1
5
null
0
59.166.0.0
39899
149.171.126.5
6547
tcp
FIN
0.046987
2,854
29,196
31
29
7
17
-
475,365.5313
4,867,389
46
48
255
255
904,700,288
3,086,392,536
62
608
0
0
77.756693
76.252802
1,424,262,059
1,424,262,059
1.058409
1.011022
0.000598
0.000478
0.00012
0
0
null
null
9
7
4
4
1
1
6
null
0
59.166.0.3
7432
149.171.126.9
43114
tcp
FIN
0.099955
3,614
44,706
31
29
7
24
-
284,448
3,520,384.25
60
62
255
255
1,084,690,676
1,084,997,400
60
721
0
0
91.978263
91.687559
1,424,262,059
1,424,262,059
1.688949
1.628689
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0
0
null
null
4
4
2
4
1
1
1
null
0
59.166.0.6
3829
149.171.126.3
39713
tcp
FIN
0.086046
3,718
47,262
31
29
7
24
-
340,190.125
4,325,500
62
64
255
255
964,690,524
3,114,521,006
60
738
0
0
80.431129
2.10225
1,424,262,059
1,424,262,059
1.405459
1.379629
0.000964
0.000507
0.000457
0
0
null
null
3
2
1
2
1
1
1
null
0
59.166.0.5
62264
149.171.126.2
80
tcp
FIN
1.008991
1,684
10,168
31
29
3
5
http
12,400.50684
76,147.35938
14
18
255
255
2,630,080,799
2,631,047,292
120
565
1
3,924
8,766.93394
7,677.112039
1,424,262,058
1,424,262,059
77.589002
59.323412
0.000599
0.000488
0.000111
0
0
1
null
2
2
1
1
1
1
1
null
0
59.166.0.0
32939
149.171.126.5
53
udp
CON
0.000985
130
162
31
29
0
0
dns
527,918.75
657,868
2
2
0
0
0
0
65
81
0
0
0
0
1,424,262,059
1,424,262,059
0.006
0.002
0
0
0
0
0
null
null
1
2
4
4
1
1
6
null
0
59.166.0.0
45369
149.171.126.4
53733
tcp
FIN
0.052996
3,614
44,706
31
29
7
24
-
536,493.3125
6,639,746.5
60
62
255
255
3,050,079,910
3,050,362,301
60
721
0
0
58.622114
57.595051
1,424,262,059
1,424,262,059
0.907759
0.874083
0.000675
0.00055
0.000125
0
0
null
null
9
7
2
4
1
1
1
null
0
59.166.0.3
8908
149.171.126.7
7025
tcp
FIN
0.062995
2,854
29,196
31
29
7
17
-
354,567.8125
3,630,510.25
46
48
255
255
1,084,693,688
1,145,592,828
62
608
0
0
82.022897
79.681294
1,424,262,059
1,424,262,059
1.423659
1.327574
0.000724
0.000591
0.000133
0
0
null
null
4
9
4
4
1
1
2
null
0
59.166.0.8
13431
149.171.126.9
22
tcp
FIN
0.065919
9,712
12,298
31
29
26
31
ssh
1,168,221.625
1,479,512.75
112
114
255
255
3,410,077,638
1,264,964,257
87
108
0
0
70.953566
68.552882
1,424,262,059
1,424,262,059
0.619038
0.589063
0.000649
0.000526
0.000123
0
0
null
null
1
1
2
1
1
1
2
null
0
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
0
57
0
0
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0
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1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
47439
149.171.126.10
53
udp
INT
0.000006
114
0
254
0
0
0
dns
76,000,000
0
2
0
0
0
0
0
57
0
0
0
0
0
1,424,262,059
1,424,262,059
0.006
0
0
0
0
0
2
null
null
22
22
16
16
16
16
23
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
152,000,000
0
2
0
0
0
0
0
57
0
0
0
0
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1,424,262,060
1,424,262,060
0.003
0
0
0
0
0
2
null
null
22
22
6
6
6
6
23
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
152,000,000
0
2
0
0
0
0
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57
0
0
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1,424,262,060
1,424,262,060
0.003
0
0
0
0
0
2
null
null
22
22
6
6
6
6
23
Generic
1
175.45.176.3
36842
149.171.126.15
445
tcp
FIN
0.619708
5,538
766
254
252
4
2
-
66,392.5625
8,662.144531
14
8
255
255
3,291,926,708
687,840,993
396
96
0
0
2,459.310214
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1,424,262,059
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1
null
null
4
3
1
1
1
1
3
Fuzzers
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
152,000,000
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2
0
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2
null
null
11
11
11
11
11
11
11
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
152,000,000
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2
0
0
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0.003
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null
null
11
11
11
11
11
11
11
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
152,000,000
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null
null
22
22
6
6
6
6
23
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
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dns
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null
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22
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6
6
6
23
Generic
1
175.45.176.0
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149.171.126.10
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udp
INT
0.000003
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dns
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Generic
1
175.45.176.0
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149.171.126.10
53
udp
INT
0.000003
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0
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dns
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Generic
1
175.45.176.0
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149.171.126.10
53
udp
INT
0.000003
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dns
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Generic
1
59.166.0.4
31040
149.171.126.4
6881
tcp
FIN
0.319936
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4
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149.171.126.3
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tcp
FIN
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smtp
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149.171.126.0
6881
tcp
FIN
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tcp
FIN
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ftp-data
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null
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149.171.126.4
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tcp
FIN
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4
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59.166.0.4
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149.171.126.3
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udp
CON
0.001364
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dns
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null
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149.171.126.4
6881
tcp
FIN
0.281788
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4
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null
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59.166.0.2
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149.171.126.5
5190
tcp
FIN
0.965764
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6
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null
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149.171.126.3
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tcp
FIN
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27190
149.171.126.0
80
tcp
FIN
1.242935
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2
370
http
124,588.9844
6,992,688
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746
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2,754,274,127
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1,458
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null
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149.171.126.1
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tcp
FIN
2.546638
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11
15
ftp
9,040.939453
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255
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4,694,854
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null
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59.166.0.9
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149.171.126.7
6881
tcp
FIN
2.138885
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197
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364,700,485
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149.171.126.5
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udp
CON
0.001769
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111
udp
CON
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null
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59.166.0.3
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149.171.126.2
80
tcp
FIN
0.075063
1,044
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31
29
2
2
http
97,411.50781
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255
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3,890,081,367
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149.171.126.0
80
tcp
FIN
0.015117
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2
2
http
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255
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null
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24900
tcp
FIN
1.464996
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ftp-data
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32004
tcp
FIN
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6881
tcp
FIN
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tcp
FIN
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tcp
FIN
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tcp
FIN
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udp
CON
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dns
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tcp
FIN
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udp
CON
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tcp
FIN
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udp
CON
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dns
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149.171.126.5
44540
tcp
FIN
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tcp
FIN
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ssh
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59.166.0.1
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149.171.126.0
80
tcp
FIN
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2
http
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udp
CON
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tcp
FIN
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ftp-data
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149.171.126.1
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tcp
FIN
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ftp-data
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149.171.126.0
6881
tcp
FIN
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tcp
FIN
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91
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0
757.278667
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null
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3
4
3
2
1
3
null
0
59.166.0.4
28372
149.171.126.4
6881
tcp
FIN
0.265804
1,540
1,644
31
29
4
4
-
43,460.59766
46,741.21094
16
18
255
255
1,624,697,211
1,646,002,962
96
91
0
0
1,173.728587
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1,424,262,060
1,424,262,060
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15.604
0.000646
0.000528
0.000118
0
0
null
null
2
3
2
4
1
1
5
null
0
59.166.0.4
55719
149.171.126.0
53
udp
CON
0.000954
146
178
31
29
0
0
dns
612,159.3125
746,331.25
2
2
0
0
0
0
73
89
0
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0
1,424,262,060
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0
0
null
null
3
2
4
4
2
1
1
null
0
59.166.0.3
29752
149.171.126.2
80
tcp
FIN
0.075063
1,044
824
31
29
2
2
http
97,411.50781
79,080.24219
8
10
255
255
3,890,081,367
1,746,850,469
131
82
1
524,288
694.875659
16.995699
1,424,262,060
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10.673857
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0.000484
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4
null
1
1
1
2
1
1
1
null
0
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
152,000,000
0
2
0
0
0
0
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57
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0
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1,424,262,060
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0.003
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0
0
0
0
2
null
null
11
11
11
11
11
11
11
Generic
1
175.45.176.2
48625
149.171.126.17
111
tcp
FIN
0.809181
564
354
254
252
2
1
-
5,022.362305
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10
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255
255
2,327,913,863
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0
6,321.610847
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108.32743
0.114378
0.050886
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1
null
null
1
1
1
1
1
1
1
Reconnaissance
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
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0
2
null
null
11
11
11
11
11
11
11
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
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null
null
11
11
11
11
11
11
11
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
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2
null
null
11
11
11
11
11
11
11
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
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2
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null
null
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11
11
11
11
11
11
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
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2
null
null
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22
6
6
6
6
23
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
0
254
0
0
0
dns
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null
null
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11
11
11
11
11
11
Generic
1
175.45.176.0
1043
149.171.126.10
53
udp
INT
0.000003
114
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254
0
0
0
dns
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null
null
22
22
6
6
6
6
23
Generic
1
175.45.176.3
35872
149.171.126.17
34913
udp
INT
0.000009
360
0
254
0
0
0
-
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0
0
0
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0
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null
null
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1
1
2
1
1
1
Shellcode
1
175.45.176.2
40354
149.171.126.13
111
udp
INT
0.000006
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0
254
0
0
0
-
112,000,000
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2
0
0
0
0
0
84
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0
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0.006
0
0
0
0
0
2
null
null
1
1
1
1
1
1
1
Reconnaissance
1
149.171.126.10
1043
175.45.176.0
53
udp
INT
0.000009
264
0
60
0
0
0
dns
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2
0
0
0
0
0
132
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0
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0
null
null
18
18
18
18
18
18
18
null
0
149.171.126.10
1043
175.45.176.0
53
udp
INT
0.000009
264
0
60
0
0
0
dns
117,333,328
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2
0
0
0
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132
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null
null
18
18
18
18
18
18
18
null
0
149.171.126.10
1043
175.45.176.0
53
udp
INT
0.000009
264
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60
0
0
0
dns
117,333,328
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2
0
0
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132
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0
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0
null
null
18
18
18
18
18
18
18
null
0
149.171.126.10
1043
175.45.176.0
53
udp
INT
0.000009
264
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60
0
0
0
dns
117,333,328
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2
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0
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132
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null
null
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18
18
18
18
18
18
null
0
149.171.126.10
1043
175.45.176.0
53
udp
INT
0.000009
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60
0
0
0
dns
117,333,328
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132
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null
null
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18
18
18
18
18
18
null
0
149.171.126.10
1043
175.45.176.0
53
udp
INT
0.000009
264
0
60
0
0
0
dns
117,333,328
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2
0
0
0
0
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132
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0
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null
null
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18
18
18
18
18
18
null
0
149.171.126.10
1043
175.45.176.0
53
udp
INT
0.000009
264
0
60
0
0
0
dns
117,333,328
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2
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0
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132
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null
null
18
18
18
18
18
18
18
null
0
149.171.126.10
1043
175.45.176.0
53
udp
INT
0.000009
264
0
60
0
0
0
dns
117,333,328
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2
0
0
0
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132
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0
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1,424,262,061
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null
null
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18
18
18
18
18
18
null
0
59.166.0.3
46251
149.171.126.7
6881
tcp
FIN
0.447785
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1,644
31
29
4
4
-
25,798.0957
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16
18
255
255
3,890,086,737
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91
0
0
1,817.619597
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0
null
null
12
9
10
8
6
1
6
null
0
59.166.0.7
15751
149.171.126.4
5190
tcp
FIN
1.834187
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19,084
31
29
11
15
-
16,451.97461
81,636.16406
50
52
255
255
3,534,271,083
1,384,995,314
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367
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0
2,742.174706
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0.000726
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0
null
null
1
3
5
1
1
1
1
null
0
59.166.0.3
35429
149.171.126.3
34838
udp
CON
0.035989
536
304
31
29
0
0
-
89,360.63281
50,682.15234
4
4
0
0
0
0
134
76
0
0
9.410177
10.788328
1,424,262,061
1,424,262,061
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7.633
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0
0
0
0
null
null
12
4
6
8
1
1
3
null
0