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
68,301
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tcp
http
FIN
10
8
834
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42.326565
62
252
14,958.70606
22,109.40625
2
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44.626556
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213
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68,302
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udp
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1,064
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100,000.0025
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425,600,000
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1
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68,303
0.750052
tcp
http
FIN
10
8
852
1,278
22.665096
62
252
8,180.766602
11,935.17285
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83.339111
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udp
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1,064
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425,600,000
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0
0
0
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Normal
0
68,305
0.544768
tcp
http
FIN
10
8
860
1,300
31.205946
62
252
11,366.30664
16,711.70117
2
2
60.529778
66.355
3,440.889861
90.350586
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1,736,259,926
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1
228
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1
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1
5
0
0
1
2
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0
Normal
0
68,306
0.750052
tcp
http
FIN
10
8
852
1,278
22.665096
62
252
8,180.766602
11,935.17285
2
2
83.339111
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239
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1
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1
1
4
0
0
4
1
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0
Normal
0
68,307
0.523412
tcp
http
FIN
10
8
850
1,302
32.479195
62
252
11,692.50977
17,424.13281
2
2
58.034333
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3,228,097,790
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1
229
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1
1
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0
0
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Normal
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68,308
0.580837
tcp
http
FIN
10
8
846
1,106
29.268107
62
252
10,495.19922
13,332.4834
2
2
64.537444
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3,190.693516
100.659617
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3,616,420,488
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0.19522
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1
132
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1
2
2
1
5
0
0
1
2
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0
Normal
0
68,309
0.377098
tcp
http
FIN
10
8
850
1,110
45.08112
62
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16,229.20313
20,620.63477
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41.899778
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1,832,483,231
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1
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1
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0
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1
2
5
0
Normal
0
68,310
0.478704
tcp
http
FIN
10
8
838
1,146
35.51255
62
252
12,617.40039
16,761.92383
2
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53.189333
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2,706.443654
81.901766
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311,250,288
843,730,143
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0.097817
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152
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Normal
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68,311
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udp
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INT
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1,064
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386,909,088
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0
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Normal
0
68,312
1.249556
tcp
http
FIN
10
10
866
1,430
15.205402
62
252
4,993.773926
8,239.727539
2
2
138.839556
126.118219
10,360.27284
199.127516
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534,887,290
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68,313
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arp
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INT
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68,314
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arp
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Normal
0
68,315
0.495093
tcp
http
FIN
10
8
850
1,100
34.336984
62
252
12,361.31445
15,560.71289
2
2
54.903444
61.21657
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2,604,291,376
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Normal
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68,316
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udp
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INT
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1,064
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90,909.0902
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386,909,088
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2
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1
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1
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0
0
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1
1
0
Normal
0
68,317
0.627783
tcp
http
FIN
10
8
832
1,108
27.079421
62
252
9,544.699219
12,360.95898
2
2
69.753667
71.918289
3,860.056847
113.531531
255
3,878,756,013
2,270,181,903
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0.160538
0.083379
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1
132
5
1
1
1
1
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0
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1
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0
Normal
0
68,318
0.000004
udp
-
INT
2
0
1,064
0
250,000.0006
254
0
1,064,000,000
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0.004
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532
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1
1
1
2
0
0
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0
Normal
0
68,319
0.678436
tcp
http
FIN
10
8
830
1,100
25.057633
62
252
8,808.495117
11,355.53027
2
2
75.381778
77.928
3,927.406131
115.076227
255
941,132,935
994,617,173
255
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1
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1
2
2
1
4
0
0
1
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0
Normal
0
68,320
0.537437
tcp
http
FIN
10
8
832
1,096
31.631613
62
252
11,149.21289
14,275.16113
2
2
59.715222
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2,863.332872
94.095219
255
2,791,445,467
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1
127
4
1
1
1
1
4
0
0
1
1
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0
Normal
0
68,321
0.60952
tcp
http
FIN
10
8
868
1,136
27.890798
62
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10,263.81348
13,046.33106
2
2
67.724444
72.8
3,383.684054
108.953477
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3,446,313,597
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1
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Normal
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68,322
0.00001
udp
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INT
2
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1,064
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100,000.0025
254
0
425,600,000
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1
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1
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0
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Normal
0
68,323
0.586107
tcp
http
FIN
10
8
828
1,140
29.004942
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10,182.44043
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2
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65.123
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228,138,379
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1
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Normal
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68,324
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udp
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1,064
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90,909.0902
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386,909,088
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1
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0
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0
Normal
0
68,325
0.444527
tcp
http
FIN
10
8
836
1,162
38.242896
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13,551.48242
18,302.59961
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49.284
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1
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0
0
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0
Normal
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68,326
0.667203
tcp
http
FIN
10
10
832
1,198
28.47709
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8,980.774414
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74.133667
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1
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1
1
1
1
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0
0
1
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0
Normal
0
68,327
0.626799
tcp
http
FIN
10
10
846
1,228
30.312748
62
252
9,725.606445
14,116.16797
2
2
69.644333
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1
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0
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0
Normal
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68,328
0.617016
tcp
http
FIN
10
8
850
1,282
27.551959
62
252
9,918.705078
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2
68.557333
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403,078,779
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220
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1
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Normal
0
68,329
0.504108
tcp
http
FIN
10
8
868
1,302
33.722932
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12,410.03906
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2
56.012
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1
230
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1
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1
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0
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0
Normal
0
68,330
0.916797
tcp
http
FIN
12
8
954
1,278
20.724327
62
252
7,635.27832
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2
2
83.345183
119.636289
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295,847,013
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1
217
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1
2
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1
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0
0
1
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0
Normal
0
68,331
0.616475
tcp
http
FIN
10
8
858
1,224
27.576139
62
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10,031.22656
13,898.37402
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68.332333
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1
1
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1
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0
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Normal
0
68,332
0.459377
tcp
http
FIN
10
8
856
1,260
37.006642
62
252
13,426.88086
19,208.625
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2
51.041889
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69.38232
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3,062,658,296
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86
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1
209
3
1
1
1
1
3
0
0
1
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0
Normal
0
68,333
0.966248
tcp
http
FIN
10
8
862
1,326
17.593827
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6,424.851562
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2
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107.360889
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213.351
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1
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0
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Normal
0
68,334
0.51366
tcp
http
FIN
10
8
862
1,198
33.095821
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12,085.81543
16,337.65527
2
2
57.073333
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1
178
3
1
1
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1
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0
0
1
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0
Normal
0
68,335
0.647834
tcp
http
FIN
10
8
840
1,364
26.24129
62
252
9,335.724609
14,744.51758
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71.981556
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0
0
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Normal
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68,336
0.556625
tcp
http
FIN
10
8
828
1,116
30.541208
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10,721.76074
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2
61.847222
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1
136
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0
0
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0
Normal
0
68,337
0.873585
tcp
http
FIN
10
10
856
1,180
21.749458
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97.065
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0
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Normal
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68,338
0.776738
tcp
http
FIN
10
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838
1,196
21.886402
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7,776.109863
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86.304222
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1
177
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1
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0
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Normal
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68,339
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tcp
http
FIN
10
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854
1,270
29.321395
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9,493.958984
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71.999
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Normal
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68,340
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tcp
http
FIN
10
8
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1,100
30.114505
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10,642.82031
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62.723556
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0
Normal
0
68,341
0.983595
tcp
http
FIN
10
10
838
1,206
19.316893
62
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6,140.73877
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2
2
109.18
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255
2,649,344,486
411,840,329
255
0.130467
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84
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1
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3
1
2
1
1
3
0
0
1
1
3
0
Normal
0
68,342
0.923456
tcp
http
FIN
10
8
850
1,100
18.409106
62
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6,627.27832
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2
2
102.465
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5,878.501065
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255
4,110,045,224
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255
0.147864
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85
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1
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3
1
1
1
1
3
0
0
1
2
3
0
Normal
0
68,343
0.494754
tcp
http
FIN
10
8
840
1,346
34.360511
62
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12,224.25684
19,047.84961
2
2
54.972667
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255
1,459,593,797
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1
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3
1
3
2
1
4
0
0
1
3
3
0
Normal
0
68,344
1.091078
tcp
http
FIN
12
8
938
1,156
17.41397
62
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6,305.689941
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2
2
99.188911
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255
1,659,526,968
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1
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3
1
3
2
1
4
0
0
1
3
3
0
Normal
0
68,345
0.515052
tcp
http
FIN
10
8
848
1,240
33.006375
62
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11,866.7627
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2
2
57.228
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255
3,725,425,170
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0.160013
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1
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3
1
1
1
1
4
0
0
1
1
3
0
Normal
0
68,346
0.580782
tcp
http
FIN
10
8
852
1,226
29.27088
62
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10,565.06543
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2
64.531333
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255
2,675,967,346
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1
192
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
68,347
0.796112
tcp
http
FIN
10
8
842
1,108
21.353779
62
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7,617.018555
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2
2
88.447333
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255
1,960,674,852
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1
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4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
68,348
0.768216
tcp
http
FIN
10
10
846
1,260
24.732627
62
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7,935.268066
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2
85.357333
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255
2,361,507,694
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85
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1
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4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,349
0.593002
tcp
http
FIN
10
8
836
1,092
28.667693
62
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10,158.48145
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2
65.889111
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255
3,261,627,663
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1
125
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,350
0.53995
tcp
http
FIN
10
8
858
1,146
31.484396
62
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11,452.91211
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2
2
59.994444
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255
4,078,536,218
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86
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1
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4
1
1
1
1
3
0
0
1
2
3
0
Normal
0
68,351
0.922758
tcp
http
FIN
10
10
864
1,308
20.590448
62
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6,744.99707
10,212.86231
2
2
102.528667
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255
1,368,235,473
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86
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1
190
4
1
1
2
1
3
0
0
1
2
3
0
Normal
0
68,352
0.652084
tcp
http
FIN
10
8
860
1,100
26.070261
62
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9,495.708984
11,814.42871
2
2
72.453778
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255
2,311,534,153
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86
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1
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4
1
2
2
1
4
0
0
1
2
3
0
Normal
0
68,353
0.425957
tcp
http
FIN
10
8
850
1,146
39.910132
62
252
14,367.64746
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2
2
47.315222
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255
2,739,231,700
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1
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4
1
2
2
1
4
0
0
1
2
3
0
Normal
0
68,354
0.769097
tcp
http
FIN
10
10
836
1,278
24.704297
62
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7,832.5625
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2
2
85.335778
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255
3,122,179,874
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84
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1
175
4
1
2
1
1
4
0
0
1
2
3
0
Normal
0
68,355
0.628573
tcp
http
FIN
10
8
858
1,112
27.045387
62
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9,838.157227
12,383.60547
2
2
69.841444
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255
1,503,153,796
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1
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4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,356
0.655252
tcp
http
FIN
10
10
860
1,376
28.996479
62
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9,449.799805
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2
2
72.665
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255
3,641,070,123
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1
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4
1
1
1
1
4
0
0
1
2
4
0
Normal
0
68,357
0.609507
tcp
http
FIN
10
8
842
1,122
27.891393
62
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9,949.024414
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2
2
67.723
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255
3,216,131,063
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1
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4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
68,358
0.457226
tcp
http
FIN
10
8
832
1,288
37.180737
62
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13,105.11621
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2
50.802889
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255
371,125,790
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255
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1
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4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
68,359
0.367552
tcp
http
FIN
10
8
858
1,360
46.251957
62
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16,824.83008
25,901.0957
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2
40.839111
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3,987,386,467
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1
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4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,360
1.455917
tcp
http
FIN
10
10
846
1,188
13.050194
62
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4,187.051758
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2
2
161.768556
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3,429,586,196
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1
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1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,361
0.529983
tcp
http
FIN
10
8
846
1,286
32.076502
62
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11,502.25586
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2
58.789667
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2,484,010,920
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1
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4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,362
0.832346
tcp
http
FIN
10
8
856
1,102
20.424198
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7,410.379395
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2
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414,371,015
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1
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4
1
1
1
1
4
0
0
4
1
4
0
Normal
0
68,363
0.832346
tcp
http
FIN
10
8
856
1,102
20.424198
62
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7,410.379395
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2
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414,371,015
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1
180
4
1
1
1
1
4
0
0
4
1
4
0
Normal
0
68,364
0.834526
tcp
http
FIN
10
10
840
1,294
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2
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1,067,012,167
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84
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1
183
4
1
1
1
1
4
0
0
1
2
4
0
Normal
0
68,365
1.557015
tcp
http
FIN
10
10
864
1,344
12.202837
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3,997.392578
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2
173.001667
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1
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1
1
1
1
1
1
0
0
1
1
1
0
Normal
0
68,366
0.486175
tcp
http
FIN
10
8
856
1,268
34.966833
62
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12,686.79004
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2
2
54.019444
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3,680,496,475
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86
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1
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4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,367
0.622643
tcp
http
FIN
10
10
848
1,364
30.515079
62
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9,816.21875
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2
2
69.182556
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255
181,642,583
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255
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85
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1
218
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
68,368
0.441279
tcp
http
FIN
10
8
868
1,218
38.524381
62
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14,176.97168
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2
2
49.031
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255
2,468,778,941
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0.153269
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87
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1
187
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
68,369
0.749722
tcp
http
FIN
12
8
920
1,380
25.342727
62
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9,006.004883
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2
2
68.156548
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155.115625
255
69,876,603
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77
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1
269
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
68,370
0.796877
tcp
http
FIN
10
8
852
1,296
21.333279
62
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7,700.059082
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2
2
88.541889
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194.657203
255
2,443,555,977
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1
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2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,371
1.020689
tcp
http
FIN
10
10
858
1,246
18.614877
62
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6,058.652344
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2
2
113.409889
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6,232.860761
192.716187
255
2,260,961,340
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255
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86
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1
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2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
68,372
0.657962
tcp
http
FIN
10
8
838
1,328
25.837357
62
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9,179.861328
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2
2
73.106889
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3,831.921206
149.688219
255
3,901,805,837
2,082,736,238
255
0.105417
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84
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1
242
3
1
1
1
1
3
0
0
1
2
3
0
Normal
0
68,373
0.604405
tcp
http
FIN
10
10
838
1,210
31.435876
62
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9,993.299805
14,414.17578
2
2
67.064778
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4,166.373824
108.633531
255
4,121,451,025
920,478,153
255
0.124094
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84
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1
140
3
1
2
2
1
3
0
0
1
2
3
0
Normal
0
68,374
0.651079
tcp
http
FIN
10
8
830
1,122
26.110503
62
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9,178.609375
12,066.12402
2
2
72.342111
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3,643.756149
133.439922
255
332,071,195
2,041,132,399
255
0.166245
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83
140
1
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3
1
2
2
1
3
0
0
1
2
3
0
Normal
0
68,375
0.402712
tcp
http
FIN
10
8
836
1,108
42.213792
62
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14,958.58106
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2
2
44.745778
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255
2,796,764,471
716,349,429
255
0.094366
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84
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1
133
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,376
0.751098
tcp
http
FIN
10
10
842
1,268
25.2963
62
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8,073.51416
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2
2
83.455333
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124.288992
255
938,023,381
1,148,031,618
255
0.126624
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84
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1
170
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
68,377
0.719844
tcp
http
FIN
10
8
844
1,098
23.616228
62
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8,446.274414
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2
2
79.982667
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4,193.980736
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255
1,029,024,182
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255
0.19299
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84
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1
128
3
1
1
1
1
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0
0
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0
Normal
0
68,378
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arp
-
INT
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60,000.756
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68,379
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arp
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1
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1
1
1
1
0
0
0
1
1
1
Normal
0
68,380
0.413276
tcp
http
FIN
10
8
862
1,092
41.134739
62
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15,021.43848
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2
2
45.919556
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255
1,717,824,321
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86
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1
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5
1
2
2
1
5
0
0
1
2
5
0
Normal
0
68,381
0.468534
tcp
http
FIN
10
8
828
1,110
36.283387
62
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12,737.60254
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2
2
52.059333
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255
3,263,682,785
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255
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1
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5
1
2
2
1
5
0
0
1
2
5
0
Normal
0
68,382
0.500747
tcp
http
FIN
10
8
860
1,118
33.949278
62
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12,365.52539
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2
2
55.638556
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1,983,040,651
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0.180365
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86
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1
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5
1
3
2
1
5
0
0
1
2
5
0
Normal
0
68,383
0.410596
tcp
http
FIN
10
8
854
1,310
41.403227
62
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14,983.09766
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2
45.621778
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68,384
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tcp
http
FIN
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68,385
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tcp
http
FIN
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68,386
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tcp
http
FIN
10
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68,387
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tcp
http
FIN
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tcp
http
FIN
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68,389
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tcp
http
FIN
10
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tcp
http
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68,391
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tcp
http
FIN
10
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68,392
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tcp
http
FIN
10
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0
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68,393
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tcp
http
FIN
10
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842
1,100
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Normal
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68,394
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tcp
http
FIN
12
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udp
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Normal
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68,396
0.534709
tcp
http
FIN
10
8
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1,118
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11,505.32422
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Normal
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68,397
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tcp
http
FIN
10
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1,208
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Normal
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68,398
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tcp
http
FIN
10
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1,266
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15,864.60547
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3
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Normal
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68,399
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tcp
http
FIN
12
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946
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Normal
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68,400
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tcp
http
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10
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1
225
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