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
67,101
1.147784
tcp
ftp
FIN
12
12
634
682
20.038614
254
252
4,056.512451
4,363.19043
3
4
104.343997
91.725633
5,473.98354
115.949203
255
100,683,226
456,482,158
255
0.185193
0.138004
0.047189
53
57
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1
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0
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0
1
2
0
Normal
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67,102
1.148288
tcp
ftp
FIN
12
12
634
682
20.029818
254
252
4,054.731934
4,361.275391
3
4
104.347089
91.553547
5,415.926789
112.262844
255
4,138,121,535
2,694,892,412
255
0.17448
0.14119
0.03329
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1
1
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2
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67,103
1.96507
tcp
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FIN
12
14
634
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12.722193
254
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2,369.381348
2,906.766602
3
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178.567733
144.301234
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212.075203
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1,162,554,095
2,772,211,602
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0.182655
0.089148
0.093507
53
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1
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0
Normal
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67,104
2.120262
tcp
-
FIN
10
8
918
354
8.017877
254
252
3,120.369141
1,169.66687
2
1
235.584667
293.323844
15,862.25724
437.942687
255
4,123,568,124
2,128,429,899
255
0.179909
0.066215
0.113694
92
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0
3
1
1
1
1
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0
0
2
2
0
Normal
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67,105
0.000002
udp
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INT
2
0
1,064
0
500,000.0013
254
0
2,128,000,000
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532
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4
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1
1
1
1
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0
0
2
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Normal
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67,106
0.000003
udp
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INT
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0
104
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333,333.3215
254
0
138,666,656
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0
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0.003
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52
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1
2
1
1
1
1
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1
2
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Normal
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67,107
1.842662
tcp
ftp
FIN
14
12
720
682
13.567328
254
252
2,904.493652
2,717.807129
3
4
141.733995
162.276906
8,176.184332
221.763937
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3,770,675,203
374,581,725
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0.144394
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1
1
1
1
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0
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67,108
0.895526
tcp
ftp
FIN
12
12
634
682
25.68323
254
252
5,199.179199
5,592.244141
3
4
81.324906
74.750633
4,059.100506
93.343047
255
2,513,503,331
881,176,208
255
0.135949
0.073263
0.062686
53
57
0
0
2
1
1
1
1
2
0
0
0
2
2
0
Normal
0
67,109
3.1201
tcp
-
FIN
10
8
916
354
5.448543
254
252
2,115.316895
794.846313
2
1
343.759222
434.110719
26,344.73071
729.204687
255
2,150,312,642
288,132,111
255
0.187817
0.081324
0.106493
92
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0
3
1
1
1
1
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2
2
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Normal
0
67,110
0.000002
udp
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INT
2
0
1,064
0
500,000.0013
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2,128,000,000
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532
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1
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1
1
1
1
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1
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Normal
0
67,111
1.120506
tcp
ftp
FIN
12
12
634
682
20.52644
254
252
4,155.265625
4,469.40918
3
4
101.86418
94.312094
6,131.266176
144.115609
255
3,035,792,867
1,887,228,659
255
0.141393
0.082448
0.058945
53
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1
1
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2
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Normal
0
67,112
1.654163
tcp
ftp
FIN
12
14
634
768
15.113384
254
252
2,814.716553
3,453.105957
3
4
150.320452
119.552078
7,969.301987
172.900203
255
4,102,211,583
1,587,468,069
255
0.217319
0.099984
0.117335
53
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0
3
1
1
1
1
3
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0
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1
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Normal
0
67,113
0.000001
udp
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INT
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104
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1,000,000.003
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416,000,000
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2
1
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1
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Normal
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67,114
5.775624
tcp
-
FIN
32
16
22,804
814
8.137649
254
252
30,600.33008
1,058.240723
12
3
186.287091
375.550937
17,926.15068
750.599875
255
4,013,447,283
3,480,610,816
255
0.27842
0.142357
0.136063
713
51
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0
3
1
1
1
1
2
0
0
0
2
5
0
Normal
0
67,115
1.745321
tcp
ftp
FIN
12
12
634
682
13.178091
254
252
2,667.704102
2,869.38623
3
4
158.665551
146.378906
9,336.041191
225.331312
255
4,046,718,410
2,978,991,964
255
0.222369
0.119755
0.102614
53
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0
0
3
1
1
1
1
3
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0
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1
3
0
Normal
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67,116
0.000011
udp
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INT
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1,064
0
90,909.0902
254
0
386,909,088
0
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0.011
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532
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2
2
3
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0
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0
Normal
0
67,117
0.000011
udp
-
INT
2
0
1,064
0
90,909.0902
254
0
386,909,088
0
0
0
0.011
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0
0
0
0
0
0
532
0
0
0
5
2
3
2
2
3
0
0
0
2
4
0
Normal
0
67,118
1.010507
tcp
ftp
FIN
12
12
634
682
22.760852
254
252
4,607.587891
4,955.928223
3
4
91.864276
82.385453
4,561.359238
108.754156
255
1,735,039,322
2,482,362,958
255
0.132966
0.064775
0.068191
53
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0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
67,119
3.667689
tcp
-
FIN
10
8
914
354
4.635071
254
252
1,795.135864
676.17511
2
1
407.477667
516.928
26,117.61198
823.105312
255
1,585,104,420
484,247,705
255
0.110897
0.049192
0.061705
91
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0
2
1
2
1
1
1
0
0
0
3
2
0
Normal
0
67,120
0.000001
udp
-
INT
2
0
104
0
1,000,000.003
254
0
416,000,000
0
0
0
0.001
0
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0
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0
4
2
1
1
1
2
0
0
0
2
4
0
Normal
0
67,121
2.014718
tcp
ftp
FIN
12
14
634
768
12.408684
254
252
2,310.993408
2,835.13623
3
4
183.143915
144.818922
10,858.1554
186.792047
255
3,522,459,206
3,282,565,652
255
0.259029
0.132063
0.126966
53
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0
0
2
1
1
1
1
2
0
0
0
3
2
0
Normal
0
67,122
0.872631
tcp
ftp
FIN
12
12
634
682
26.357074
254
252
5,335.588379
5,738.966309
3
4
79.330091
74.108633
3,909.952693
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255
3,446,162,878
2,190,194,831
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0
0
1
1
1
1
1
1
0
0
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1
1
0
Normal
0
67,123
1.80309
tcp
ftp
FIN
14
12
720
682
13.865087
254
252
2,968.237793
2,777.454346
3
4
138.699236
156.725906
8,527.416435
243.560375
255
3,819,748,995
2,048,093,921
255
0.135001
0.055998
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51
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0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
67,124
2.788653
tcp
-
FIN
10
8
912
354
6.096133
254
252
2,355.259033
889.318298
2
1
309.850333
378.771156
21,795.00609
801.696438
255
372,908,053
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255
0.221285
0.136599
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91
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0
0
2
1
2
1
1
1
0
0
0
3
2
0
Normal
0
67,125
2.180726
tcp
ftp
FIN
12
12
634
682
10.546946
254
252
2,135.068848
2,296.48291
3
4
198.247818
190.742359
14,714.29748
392.774375
255
1,480,759,139
4,089,961,129
255
0.153571
0.081758
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53
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0
0
2
1
1
1
1
2
0
0
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3
2
0
Normal
0
67,126
2.802846
tcp
-
FIN
30
16
22,158
850
16.05511
254
252
61,137.85938
2,274.830811
11
4
96.612306
172.447062
6,756.495706
299.054562
255
626,846,570
1,849,224,706
255
0.363504
0.216139
0.147365
739
53
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0
4
1
1
1
1
3
0
0
0
1
4
0
Normal
0
67,127
0.00001
udp
-
INT
2
0
1,064
0
100,000.0025
254
0
425,600,000
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532
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1
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1
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1
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Normal
0
67,128
0.000001
udp
-
INT
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104
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1,000,000.003
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416,000,000
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0.001
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1
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Normal
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67,129
3.119597
tcp
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FIN
10
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910
354
5.449422
254
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2,100.27124
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1
343.676444
432.923156
25,401.14782
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Normal
0
67,130
0.000008
udp
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INT
2
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1,064
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125,000.0003
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532,000,000
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Normal
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67,131
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udp
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INT
2
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104
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111,111.1072
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46,222,220
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52
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1
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1
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Normal
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67,132
0.909884
tcp
ftp
FIN
12
12
634
682
25.277948
254
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5,117.135742
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3
4
82.716724
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134,695,415
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255
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1
1
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0
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1
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Normal
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67,133
0.000001
udp
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INT
2
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1,064
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1,000,000.003
254
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4,256,000,000
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532
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2
2
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1
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Normal
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67,134
2.152841
tcp
-
FIN
10
8
908
354
7.896542
254
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3,039.704102
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239.148778
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91
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1
1
1
1
1
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0
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Normal
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67,135
1.823941
tcp
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FIN
12
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826
768
13.706584
254
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3,324.668945
3,131.680176
3
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165.790267
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505,645,182
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255
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Normal
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udp
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INT
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2,128,000,000
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532
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Normal
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udp
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104
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111,111.1072
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udp
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INT
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104
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111,111.1072
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udp
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1.855927
tcp
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8
906
354
9.159843
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3,517.379639
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Normal
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udp
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Normal
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tcp
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32
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728
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31,614.7793
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