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
68,401
0.000011
udp
-
INT
2
0
1,714
0
90,909.0902
254
0
623,272,704
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
857
0
0
0
3
2
1
1
1
3
0
0
0
1
3
0
Normal
0
68,402
0.530019
tcp
http
FIN
10
8
864
1,090
32.074323
62
252
11,742.97559
14,399.48438
2
2
58.875667
64.089285
2,982.070588
112.630539
255
769,602,821
2,286,731,435
255
0.143054
0.081384
0.06167
86
136
1
123
3
1
1
1
1
3
0
0
1
2
3
0
Normal
0
68,403
0.692589
tcp
http
FIN
10
8
862
1,204
24.545582
62
252
8,963.46875
12,174.6084
2
2
76.954333
86.07057
4,000.375922
131.525703
255
1,595,730,168
1,339,774,418
255
0.121242
0.085891
0.035351
86
151
1
181
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,404
0.600632
tcp
http
FIN
10
8
866
1,088
28.30352
62
252
10,389.05664
12,679.97656
2
2
66.736889
70.60643
3,397.755602
119.386391
255
3,191,656,762
3,296,752,369
255
0.157794
0.08509
0.072704
87
136
1
123
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,405
0.53516
tcp
http
FIN
10
8
834
1,334
31.7662
62
252
11,226.54883
17,460.19922
2
2
59.462222
60.444715
2,944.032529
97.529734
255
1,814,154,786
2,390,888,478
255
0.130217
0.097701
0.032516
83
167
1
246
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,406
0.772861
tcp
http
FIN
10
10
864
1,212
24.583981
62
252
8,053.194336
11,293.10449
2
2
85.782333
78.651555
5,567.610364
108.037555
255
4,022,513,260
1,012,556,791
255
0.118115
0.064991
0.053124
86
121
1
141
4
1
2
2
1
4
0
0
1
3
4
0
Normal
0
68,407
0.635867
tcp
http
FIN
10
10
838
1,236
29.880462
62
252
9,498.841797
14,002.92871
2
2
70.651889
60.406777
4,405.234086
110.383156
255
410,747,419
1,484,749,083
255
0.129129
0.091447
0.037682
84
124
1
154
4
1
2
2
1
4
0
0
1
3
4
0
Normal
0
68,408
0.00001
udp
-
INT
2
0
652
0
100,000.0025
254
0
260,800,000
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
326
0
0
0
2
2
1
1
1
2
0
0
0
19
2
0
Normal
0
68,409
0.420078
tcp
http
FIN
10
8
862
1,096
40.468674
62
252
14,778.20801
18,263.27539
2
2
46.675333
50.299
2,396.036653
74.594844
255
4,067,298,476
898,571,500
255
0.110049
0.047816
0.062233
86
137
1
126
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,410
0.541886
tcp
http
FIN
10
8
840
1,098
31.371914
62
252
11,161.01953
14,187.48633
2
2
60.209556
67.03257
3,268.581119
87.587758
255
771,798,034
1,014,747,511
255
0.149089
0.071903
0.077186
84
137
1
127
3
1
1
1
1
3
0
0
1
1
4
0
Normal
0
68,411
0.752553
tcp
http
FIN
10
8
842
1,264
22.589772
62
252
8,057.904297
11,757.31152
2
2
83.617
90.528289
4,180.010701
135.649
255
15,800,812
919,722,676
255
0.228792
0.118142
0.11065
84
158
1
210
3
1
1
1
1
3
0
0
1
1
4
0
Normal
0
68,412
0.817488
tcp
http
FIN
10
8
856
1,276
20.795412
62
252
7,545.064941
10,931.04688
2
2
90.832
107.78443
5,099.126425
210.713437
255
93,301,488
2,016,339,140
255
0.177925
0.062349
0.115576
86
160
1
217
3
1
2
1
1
3
0
0
1
3
4
0
Normal
0
68,413
1.280699
tcp
http
FIN
10
10
848
1,464
14.835648
62
252
4,772.393555
8,233.003906
2
2
142.299889
132.281
7,924.63708
239.453812
255
2,169,173,724
1,473,280,690
255
0.17784
0.089543
0.088297
85
146
1
268
3
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,414
1.036731
tcp
http
FIN
10
10
848
1,268
18.326837
62
252
5,895.454102
8,812.314453
2
2
115.192333
101.759445
6,357.083252
189.173203
255
3,031,024,354
3,562,381,604
255
0.232739
0.119859
0.11288
85
127
1
170
3
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,415
1.078316
tcp
http
FIN
10
10
852
1,184
17.620067
62
252
5,690.354492
7,908.62793
2
2
119.812889
111.819109
8,504.558964
148.954656
255
321,257,180
3,550,695,006
255
0.098476
0.071238
0.027238
85
118
1
127
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,416
0.636153
tcp
http
FIN
10
8
842
1,264
26.723132
62
252
9,532.297852
13,908.60449
2
2
70.683667
73.038
3,609.574244
93.510273
255
3,513,334,044
3,844,739,765
255
0.19427
0.12412
0.07015
84
158
1
211
4
1
1
1
1
4
0
0
1
2
4
0
Normal
0
68,417
0.525651
tcp
http
FIN
10
8
836
1,212
32.340851
62
252
11,460.07617
16,147.59668
2
2
58.405667
60.114855
2,912.409158
102.990844
255
3,721,051,052
2,417,261,923
255
0.157767
0.089331
0.068436
84
152
1
185
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,418
0.000011
udp
-
INT
2
0
1,528
0
90,909.0902
254
0
555,636,352
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
764
0
0
0
3
2
1
1
1
1
0
0
0
1
1
0
Normal
0
68,419
0.423487
tcp
http
FIN
10
8
838
1,124
40.142908
62
252
14,262.53906
18,588.52734
2
2
47.054111
50.379715
2,296.078936
76.007641
255
1,313,970,648
1,740,270,435
255
0.106631
0.055269
0.051362
84
141
1
140
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,420
1.414682
tcp
http
FIN
10
8
838
1,166
12.016835
62
252
4,269.510742
5,773.73584
2
2
157.186889
190.793422
8,957.223242
351.873406
255
4,234,873,687
3,130,711,834
255
0.211134
0.078386
0.132748
84
146
1
162
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,421
0.649296
tcp
http
FIN
10
8
830
1,242
26.182204
62
252
9,203.814453
13,392.96777
2
2
72.144
79.831711
3,774.460077
112.761125
255
2,894,143,073
3,302,594,414
255
0.121472
0.06261
0.058862
83
155
1
200
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,422
0.945067
tcp
http
FIN
10
8
832
1,308
17.988143
62
252
6,340.291504
9,692.43457
2
2
104.855667
126.619
6,152.511177
233.166766
255
1,236,276,128
4,012,652,726
255
0.121598
0.058733
0.062865
83
164
1
233
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,423
0.000011
udp
-
INT
2
0
854
0
90,909.0902
254
0
310,545,440
0
0
0
0.011
0
0
0
0
0
0
0
0
0
0
427
0
0
0
5
2
1
1
1
2
0
0
0
2
2
0
Normal
0
68,424
1.273662
tcp
http
FIN
10
8
856
1,274
13.34734
62
252
4,842.729004
7,003.428223
2
2
141.410444
169.295422
8,290.958132
323.73
255
3,327,094,297
174,274,063
255
0.18156
0.088588
0.092972
86
159
1
216
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
68,425
0.533645
tcp
http
FIN
10
8
866
1,390
31.856385
62
252
11,693.16699
18,244.33984
2
2
59.274222
69.764289
2,903.644715
107.237266
255
3,830,072,406
2,013,574,135
255
0.161506
0.045291
0.116215
87
174
1
273
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,426
0.000009
udp
-
INT
2
0
350
0
111,111.1072
254
0
155,555,552
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
175
0
0
0
4
2
1
1
1
1
0
0
0
2
1
0
Normal
0
68,427
0.542948
tcp
http
FIN
10
8
864
1,234
31.310549
62
252
11,463.34473
15,913.12598
2
2
60.327556
67.489
3,120.371174
102.615594
255
3,506,061,794
2,226,748,572
255
0.111794
0.039381
0.072413
86
154
1
195
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,428
0.630226
tcp
http
FIN
10
8
844
1,346
26.97445
62
252
9,647.333008
14,953.36523
2
2
69.890444
79.68057
3,803.363389
134.336156
255
257,924,548
136,706,330
255
0.106975
0.072453
0.034522
84
168
1
252
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,429
0.000005
udp
-
INT
2
0
1,802
0
200,000.0051
254
0
1,441,600,000
0
0
0
0.005
0
0
0
0
0
0
0
0
0
0
901
0
0
0
5
2
1
1
1
2
0
0
0
3
2
0
Normal
0
68,430
0.52247
tcp
http
FIN
10
8
860
1,110
32.537754
62
252
11,851.39844
14,883.15137
2
2
58.040556
63.13957
2,998.724478
96.581203
255
3,125,958,639
2,507,037,133
255
0.129177
0.080489
0.048688
86
139
1
134
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,431
1.204935
tcp
http
FIN
10
8
828
1,270
14.108645
62
252
4,952.964355
7,382.971191
2
2
133.881667
155.483859
7,615.32242
301.280656
255
1,708,441,795
2,223,654,754
255
0.164781
0.073593
0.091188
83
159
1
214
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,432
0.865229
tcp
http
FIN
10
10
866
1,180
21.959504
62
252
7,211.963379
9,819.365234
2
2
96.136556
88.355219
5,894.925927
141.38925
255
1,495,985,674
1,442,247,992
255
0.14046
0.069331
0.071129
87
118
1
125
1
1
1
1
1
1
0
0
1
1
1
0
Normal
0
68,433
0.000009
udp
-
INT
2
0
198
0
111,111.1072
254
0
88,000,000
0
0
0
0.009
0
0
0
0
0
0
0
0
0
0
99
0
0
0
5
2
1
1
1
2
0
0
0
2
2
0
Normal
0
68,434
0.739897
tcp
http
FIN
10
8
832
1,200
22.976171
62
252
8,098.424316
11,352.93164
2
2
82.210778
88.651859
4,744.877506
125.714305
255
3,072,427,025
792,317,343
255
0.157471
0.084611
0.07286
83
150
1
179
6
1
1
2
1
4
0
0
1
2
4
0
Normal
0
68,435
1.150416
tcp
http
FIN
10
8
838
1,264
14.777263
62
252
5,250.274414
7,691.130859
2
2
127.824
153.412141
7,269.177272
308.6475
255
4,036,336,401
1,914,367,255
255
0.146638
0.075712
0.070926
84
158
1
189
6
1
2
2
2
4
0
0
4
2
4
0
Normal
0
68,436
1.150416
tcp
http
FIN
10
8
838
1,264
14.777263
62
252
5,250.274414
7,691.130859
2
2
127.824
153.412141
7,269.177272
308.6475
255
4,036,336,401
1,914,367,255
255
0.146638
0.075712
0.070926
84
158
1
189
6
1
2
2
2
4
0
0
4
2
4
0
Normal
0
68,437
0.512277
tcp
http
FIN
10
8
834
1,118
33.185171
62
252
11,728.03027
15,288.60352
2
2
56.797667
62.356285
2,991.509763
87.94007
255
816,844,935
2,196,527,434
255
0.137037
0.075779
0.061258
83
140
1
138
6
1
1
2
1
4
0
0
1
2
4
0
Normal
0
68,438
0.549366
tcp
http
FIN
10
8
836
1,142
30.944762
62
252
10,965.36719
14,562.24121
2
2
61.040667
55.559715
3,267.189493
72.076641
255
4,251,806,233
1,448,146,555
255
0.158836
0.126391
0.032445
84
143
1
150
4
1
1
1
1
4
0
0
1
2
4
0
Normal
0
68,439
0.595989
tcp
http
FIN
10
8
856
1,288
28.524017
62
252
10,349.18457
15,127.7959
2
2
66.221
71.895141
3,340.696108
132.666094
255
2,538,898,213
1,180,154,192
255
0.14228
0.064856
0.077424
86
161
1
223
4
1
1
1
1
4
0
0
1
2
4
0
Normal
0
68,440
0.490716
tcp
http
FIN
10
8
832
1,232
34.643255
62
252
12,210.72852
17,574.32031
2
2
54.524
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4,169.71004
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255
418,789,792
1,923,367,686
255
0.128878
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84
138
1
129
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,484
0.909909
tcp
http
FIN
10
8
842
1,162
18.683187
62
252
6,664.402832
8,941.553711
2
2
101.101
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255
391,539,594
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255
0.23286
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1
159
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,485
1.305835
tcp
http
FIN
10
10
830
1,176
14.550077
62
252
4,576.382324
6,487.802734
2
2
144.984333
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255
297,297,357
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255
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83
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1
123
1
1
1
1
1
1
0
0
1
2
1
0
Normal
0
68,486
0.812095
tcp
http
FIN
10
8
858
1,100
20.933512
62
252
7,614.872559
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2
2
90.095
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142.600484
255
483,098,456
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255
0.25601
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86
138
1
129
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,487
0.531592
tcp
http
FIN
10
8
838
1,090
31.979412
62
252
11,362.09668
14,356.875
2
2
59.065778
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255
3,894,557,362
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255
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84
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1
124
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,488
1.092367
tcp
http
FIN
10
10
850
1,186
17.393421
62
252
5,602.512207
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2
2
121.267667
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255
1,805,771,589
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255
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85
119
1
129
3
1
2
1
1
3
0
0
1
2
3
0
Normal
0
68,489
0.684726
tcp
http
FIN
10
8
840
1,114
24.827449
62
252
8,832.730469
11,391.41797
2
2
76.080667
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3,961.981395
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255
3,952,966,520
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255
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84
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1
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2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,490
0.649586
tcp
http
FIN
10
8
840
1,108
26.170514
62
252
9,310.544922
11,946.07031
2
2
72.176222
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255
2,359,275,347
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255
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84
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1
132
2
1
1
1
1
2
0
0
1
2
2
0
Normal
0
68,491
1.204323
tcp
http
FIN
10
10
852
1,196
15.776498
62
252
5,094.978516
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2
2
133.813667
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255
1,964,126,115
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255
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85
120
1
134
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,492
1.143184
tcp
http
FIN
10
10
866
1,318
16.620247
62
252
5,458.438965
8,306.625
2
2
127.020444
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255
950,745,585
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255
0.151672
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87
132
1
194
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,493
0.392008
tcp
http
FIN
10
8
832
1,290
43.366461
62
252
15,285.40234
23,040.3457
2
2
43.556444
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2,139.253988
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255
3,186,675,175
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255
0.130194
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83
161
1
223
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,494
0.852355
tcp
http
FIN
10
10
838
1,184
22.291181
62
252
7,086.249023
10,005.2207
2
2
94.706111
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5,923.386479
126.965508
255
2,591,803,909
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255
0.157813
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84
118
1
128
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,495
0.707947
tcp
http
FIN
10
10
848
1,362
26.838167
62
252
8,633.414062
13,854.14453
2
2
78.660778
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5,172.297515
108.436375
255
3,750,943,343
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255
0.131615
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85
136
1
217
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,496
0.864747
tcp
http
FIN
10
8
842
1,324
19.658929
62
252
7,012.455566
10,722.21094
2
2
96.083
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191.477969
255
525,464,910
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255
0.232418
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0.081578
84
166
1
241
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,497
0.00001
udp
-
INT
2
0
1,838
0
100,000.0025
254
0
735,200,000
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0
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0.01
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0
0
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0
0
0
0
919
0
0
0
4
2
1
1
1
2
0
0
0
1
2
0
Normal
0
68,498
0.956046
tcp
http
FIN
10
8
846
1,116
17.781571
62
252
6,376.262207
8,175.338867
2
2
106.227333
125.261289
5,859.099223
255.123344
255
2,754,604,726
2,006,599,903
255
0.152833
0.064186
0.088647
85
140
1
136
3
1
2
1
1
3
0
0
1
1
3
0
Normal
0
68,499
0.597804
tcp
http
FIN
10
8
846
1,110
28.437414
62
252
10,197.32227
13,007.60742
2
2
66.422667
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3,303.288769
91.707562
255
3,035,442,906
2,077,757,769
255
0.158517
0.099176
0.059341
85
139
1
134
3
1
1
1
1
3
0
0
1
2
3
0
Normal
0
68,500
0.000012
udp
-
INT
2
0
2,140
0
83,333.33039
254
0
713,333,312
0
0
0
0.012
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0
0
0
0
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0
0
0
0
1,070
0
0
0
6
2
1
1
1
1
0
0
0
2
1
0
Normal
0