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
80,901
0.00001
tcp
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REQ
2
0
90
0
100,000.0025
254
0
36,000,000
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1
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0.01
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45
0
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6
6
2
1
1
6
0
0
0
2
6
0
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0
80,902
0.95895
tcp
-
FIN
10
8
2,516
354
17.727723
254
252
18,895.66797
2,586.162109
2
1
106.55
123.842141
5,811.487848
211.700891
255
4,203,722,864
3,183,289,097
255
0.2347
0.091299
0.143401
252
44
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0
2
1
1
1
1
3
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0
0
1
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80,903
0.000004
tcp
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REQ
2
0
90
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250,000.0006
254
0
90,000,000
0
1
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0.004
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1
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Normal
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80,904
0.00001
tcp
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REQ
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0
90
0
100,000.0025
254
0
36,000,000
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0.01
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1
6
0
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0
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Normal
0
80,905
0.00001
tcp
-
REQ
2
0
90
0
100,000.0025
254
0
36,000,000
0
1
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0.01
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255
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0
0
0
0
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6
6
1
1
1
6
0
0
0
1
6
0
Normal
0
80,906
0.651952
tcp
http
FIN
10
8
820
1,092
26.075538
62
252
9,055.880859
11,730.92481
2
2
72.439111
82.8
3,713.15845
104.002031
255
3,749,129,360
2,067,612,548
255
0.161039
0.071621
0.089418
82
137
1
139
4
1
2
1
1
4
0
0
1
1
4
0
Normal
0
80,907
0.641798
tcp
http
FIN
10
8
804
1,068
26.488084
62
252
9,024.646484
11,654.75684
2
2
71.305444
77.176859
3,892.267997
107.120844
255
1,905,134,997
754,829,646
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0.154006
0.101559
0.052447
80
134
1
127
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
80,908
0.000004
tcp
-
REQ
2
0
90
0
250,000.0006
254
0
90,000,000
0
1
0
0.004
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255
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4
6
3
1
1
4
0
0
0
2
5
0
Normal
0
80,909
0.783181
tcp
http
FIN
10
8
828
1,230
21.706349
62
252
7,620.205078
11,001.28809
2
2
86.947222
97.699
4,364.012113
153.858906
255
587,787,544
2,906,616,404
255
0.227787
0.099279
0.128508
83
154
1
208
4
1
2
2
1
4
0
0
1
2
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0
Normal
0
80,910
0.00001
tcp
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REQ
2
0
90
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100,000.0025
254
0
36,000,000
0
1
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0.01
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1
1
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5
0
Normal
0
80,911
2.258274
tcp
-
FIN
10
8
2,516
354
7.527873
254
252
8,023.82666
1,098.183838
2
1
247.296111
312.579156
17,637.87917
677.400813
255
1,636,930,106
951,498,515
255
0.155371
0.070211
0.08516
252
44
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0
2
1
1
1
1
1
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1
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Normal
0
80,912
0.00001
tcp
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REQ
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0
90
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100,000.0025
254
0
36,000,000
0
1
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0.01
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255
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Normal
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80,913
0.00001
tcp
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REQ
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0
90
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100,000.0025
254
0
36,000,000
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1
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0.01
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Normal
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80,914
0.000012
tcp
-
REQ
2
0
90
0
83,333.33039
254
0
29,999,998
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1
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0.012
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255
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5
6
1
1
1
5
0
0
0
1
5
0
Normal
0
80,915
0.59477
tcp
http
FIN
10
8
838
1,066
28.582477
62
252
10,155.18555
12,549.38867
2
2
66.030778
70.910859
3,591.807316
101.899719
255
669,003,383
1,351,919,759
255
0.161871
0.098384
0.063487
84
133
1
126
4
1
1
1
1
4
0
0
1
1
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0
Normal
0
80,916
0.000007
tcp
-
REQ
2
0
90
0
142,857.1409
254
0
51,428,572
0
1
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0.007
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255
0
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45
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5
6
25
1
1
5
0
0
0
1
5
0
Normal
0
80,917
0.872277
tcp
http
FIN
10
8
834
1,062
19.489221
62
252
6,887.720215
8,529.400391
2
2
96.898333
105.728
4,707.663488
150.430594
255
3,381,384,418
1,870,560,179
255
0.216522
0.132177
0.084345
83
133
1
123
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,918
0.000035
tcp
-
REQ
2
0
90
0
28,571.42781
254
0
10,285,714
0
1
0
0.035
0
0
0
245
0
0
0
0
0
0
45
0
0
0
5
6
2
1
1
5
0
0
0
2
5
0
Normal
0
80,919
0.882224
tcp
http
FIN
10
8
800
1,074
19.269482
62
252
6,528.954102
8,523.912109
2
2
98.024889
112.297141
4,992.400928
198.548797
255
3,140,860,049
1,982,266,855
255
0.281122
0.095842
0.18528
80
134
1
130
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
80,920
1.735158
tcp
-
FIN
10
8
2,516
354
9.797379
254
252
10,442.85352
1,429.264648
2
1
186.616556
235.461422
11,975.68888
324.168625
255
1,131,931,005
3,628,209,045
255
0.189658
0.086927
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252
44
0
0
1
1
1
1
1
1
0
0
0
1
1
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Normal
0
80,921
0.000007
tcp
-
REQ
2
0
90
0
142,857.1409
254
0
51,428,572
0
1
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0.007
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255
0
0
0
0
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2
1
1
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0
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2
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0
Normal
0
80,922
0.000004
tcp
-
REQ
2
0
90
0
250,000.0006
254
0
90,000,000
0
1
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0.004
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255
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45
0
0
0
5
6
1
1
1
5
0
0
0
1
5
0
Normal
0
80,923
0.723036
tcp
http
FIN
10
8
838
1,176
23.511969
62
252
8,353.664062
11,385.3252
2
2
80.337333
94.545141
4,372.917506
115.24925
255
365,414,724
2,301,569,772
255
0.116223
0.061137
0.055086
84
147
1
241
3
1
1
1
1
3
0
0
9
1
3
0
Normal
0
80,924
0.723036
tcp
http
FIN
10
8
838
1,176
23.511969
62
252
8,353.664062
11,385.3252
2
2
80.337333
94.545141
4,372.917506
115.24925
255
365,414,724
2,301,569,772
255
0.116223
0.061137
0.055086
84
147
1
241
4
1
2
2
2
4
0
0
9
2
4
0
Normal
0
80,925
0.000004
tcp
-
REQ
2
0
90
0
250,000.0006
254
0
90,000,000
0
1
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0.004
0
0
0
255
0
0
0
0
0
0
45
0
0
0
5
6
1
1
1
5
0
0
0
1
5
0
Normal
0
80,926
0.723036
tcp
http
FIN
10
8
838
1,176
23.511969
62
252
8,353.664062
11,385.3252
2
2
80.337333
94.545141
4,372.917506
115.24925
255
365,414,724
2,301,569,772
255
0.116223
0.061137
0.055086
84
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1
241
4
1
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2
2
4
0
0
9
2
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0
Normal
0
80,927
0.000004
tcp
-
REQ
2
0
90
0
250,000.0006
254
0
90,000,000
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1
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0.004
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255
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22
1
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Normal
0
80,928
0.000004
tcp
-
REQ
2
0
90
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250,000.0006
254
0
90,000,000
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1
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0.004
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255
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22
1
1
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0
0
0
2
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0
Normal
0
80,929
0.89003
tcp
http
FIN
10
10
816
1,370
21.347594
62
252
6,606.518555
11,082.77246
2
2
98.892222
92.185109
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136.328937
255
2,492,374,366
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255
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1
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0
1
1
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Normal
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80,930
0.000006
tcp
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REQ
2
0
90
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166,666.6608
254
0
59,999,996
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255
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Normal
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80,931
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tcp
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90
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100,000.0025
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36,000,000
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1
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Normal
0
80,932
1.058422
tcp
-
FIN
10
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2,516
354
16.061647
254
252
17,119.82617
2,343.11084
2
1
117.602444
130.91243
6,283.892207
278.051
255
1,086,411,143
3,636,707,412
255
0.155774
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252
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0
0
1
1
1
1
1
1
0
0
0
1
1
0
Normal
0
80,933
0.575804
tcp
http
FIN
10
8
832
1,168
29.523935
62
252
10,406.31934
14,199.27637
2
2
63.941111
69.695289
3,395.233907
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255
2,487,178,922
2,738,152,255
255
0.132944
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177
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1
1
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Normal
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80,934
0.000009
tcp
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2
0
90
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111,111.1072
254
0
40,000,000
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0.009
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1
1
1
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0
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1
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0
Normal
0
80,935
0.873631
tcp
http
FIN
10
10
836
1,350
21.748312
62
252
6,895.359863
11,125.97852
2
2
97.070111
86.651445
6,563.830788
132.505453
255
3,737,548,413
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255
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1
225
5
1
1
1
1
5
0
0
1
1
5
0
Normal
0
80,936
0.762003
tcp
http
FIN
10
8
814
1,212
22.309623
62
252
7,695.507812
11,139.06348
2
2
84.667
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2,709,915,765
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80,937
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tcp
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90,000,000
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80,938
0.55794
tcp
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6
2,516
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26.884611
254
252
32,476.60938
3,211.814941
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1
61.888222
97.491203
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127.179906
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1,545,966,981
846,800,149
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0.134274
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252
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tcp
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Normal
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80,940
0.692061
tcp
http
FIN
10
8
820
1,098
24.564308
62
252
8,531.040039
11,108.84766
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76.895667
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80,941
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tcp
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166,666.6608
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tcp
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tcp
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252
18,839.79297
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106.761222
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0
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Normal
0
80,944
0.712464
tcp
http
FIN
10
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tcp
-
REQ
2
0
90
0
100,000.0025
254
0
36,000,000
0
1
0
0.01
0
0
0
255
0
0
0
0
0
0
45
0
0
0
5
6
1
1
1
5
0
0
0
1
5
0
Normal
0
80,992
0.572991
tcp
http
FIN
10
8
820
1,200
29.668877
62
252
10,303.82617
14,659.91602
2
2
63.652778
67.013859
3,248.229481
91.606227
255
3,036,011,565
1,091,311,822
255
0.161142
0.103884
0.057258
82
150
1
193
6
1
1
1
1
6
0
0
1
1
6
0
Normal
0
80,993
0.000002
tcp
-
REQ
2
0
90
0
500,000.0013
254
0
180,000,000
0
1
0
0.002
0
0
0
255
0
0
0
0
0
0
45
0
0
0
5
6
22
1
1
5
0
0
0
2
5
0
Normal
0
80,994
0.00001
tcp
-
REQ
2
0
90
0
100,000.0025
254
0
36,000,000
0
1
0
0.01
0
0
0
255
0
0
0
0
0
0
45
0
0
0
5
6
22
1
1
5
0
0
0
2
5
0
Normal
0
80,995
0.00001
tcp
-
REQ
2
0
90
0
100,000.0025
254
0
36,000,000
0
1
0
0.01
0
0
0
255
0
0
0
0
0
0
45
0
0
0
5
6
1
1
1
5
0
0
0
1
5
0
Normal
0
80,996
0.565135
tcp
http
FIN
10
8
808
1,178
30.081308
62
252
10,305.50195
14,594.74316
2
2
62.792778
59.439
3,118.483404
90.760852
255
622,949,528
2,106,814,683
255
0.179438
0.148581
0.030857
81
147
1
181
5
1
3
2
2
5
0
0
4
2
5
0
Normal
0
80,997
0.00001
tcp
-
REQ
2
0
90
0
100,000.0025
254
0
36,000,000
0
1
0
0.01
0
0
0
255
0
0
0
0
0
0
45
0
0
0
9
6
4
1
1
8
0
0
0
5
8
0
Normal
0
80,998
0.93112
tcp
-
FIN
10
8
2,516
354
18.257583
254
252
19,460.43555
2,663.459229
2
1
98.997778
121.736141
5,466.271341
224.642016
255
4,096,778,150
2,785,165,788
255
0.156145
0.078966
0.077179
252
44
0
0
2
1
1
1
1
2
0
0
0
1
2
0
Normal
0
80,999
0.000001
tcp
-
REQ
2
0
90
0
1,000,000.003
254
0
360,000,000
0
1
0
0.001
0
0
0
255
0
0
0
0
0
0
45
0
0
0
9
6
4
1
1
8
0
0
0
5
8
0
Normal
0
81,000
0.00001
tcp
-
REQ
2
0
90
0
100,000.0025
254
0
36,000,000
0
1
0
0.01
0
0
0
255
0
0
0
0
0
0
45
0
0
0
9
6
4
1
1
8
0
0
0
5
8
0
Normal
0