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
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1
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tcp
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69,303
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tcp
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FIN
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119.854444
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155.392333
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Normal
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69,305
0.810155
tcp
http
FIN
10
8
834
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20.98364
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7,415.865234
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89.914556
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69,306
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tcp
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FIN
10
8
858
1,120
28.977256
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10,540.90332
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65.078444
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69,308
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tcp
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FIN
10
8
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1,144
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11,291.19336
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60.932444
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tcp
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69,310
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tcp
http
FIN
10
10
862
1,266
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4,062.64917
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2
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169.785222
159.44
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tcp
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FIN
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69,312
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tcp
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FIN
10
10
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6,434.976562
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104.014889
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Normal
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69,313
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tcp
http
FIN
10
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104.014889
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Normal
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69,314
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tcp
http
FIN
10
10
836
1,396
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6,434.976562
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104.014889
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Normal
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69,315
0.698283
tcp
http
FIN
10
8
864
1,100
24.34543
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8,913.291016
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2
2
77.476778
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69,316
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tcp
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FIN
10
8
2,516
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11.55122
254
252
12,312.24121
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2
1
159.081444
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3,667,164,576
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0
69,317
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tcp
-
FIN
10
6
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254
252
28,867.47852
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1
2
1
1
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0
0
0
20
1
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Normal
0
69,318
0.967818
tcp
http
FIN
12
8
938
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19.63179
62
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7,108.774414
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87.983452
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1
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2
1
1
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0
0
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Normal
0
69,319
1.106651
tcp
http
FIN
10
10
862
1,446
17.168919
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5,609.718262
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122.961222
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69,320
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tcp
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FIN
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Normal
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69,321
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tcp
http
FIN
10
8
852
1,264
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0
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0
Normal
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69,322
1.144053
tcp
http
FIN
10
8
852
1,254
14.859452
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5,363.388184
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2
2
127.117
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1
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3
3
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0
0
9
3
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0
Normal
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69,323
1.144053
tcp
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FIN
10
8
852
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14.859452
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5,363.388184
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Normal
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69,324
1.144053
tcp
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FIN
10
8
852
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5,363.388184
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127.117
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tcp
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Normal
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69,326
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tcp
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FIN
10
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854
1,294
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Normal
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69,327
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tcp
http
FIN
10
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854
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Normal
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69,328
0.557856
tcp
http
FIN
10
8
850
1,126
30.473813
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10,970.57227
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61.984
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tcp
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Normal
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69,330
0.778042
tcp
http
FIN
10
10
850
1,186
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2
86.449111
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1
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Normal
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69,331
0.387306
tcp
http
FIN
10
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836
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43.892942
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15,553.59277
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43.034
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Normal
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69,332
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tcp
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FIN
10
8
840
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69,334
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tcp
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10
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tcp
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69,337
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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tcp
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10
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10
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tcp
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tcp
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4
0
0
1
3
4
0
Normal
0
69,381
0.729695
tcp
http
FIN
10
8
832
1,178
23.297404
62
252
8,211.649414
11,303.35254
2
2
81.077222
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255
4,183,772,167
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255
0.152695
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83
147
1
167
4
1
3
3
2
4
0
0
4
3
4
0
Normal
0
69,382
0.729695
tcp
http
FIN
10
8
832
1,178
23.297404
62
252
8,211.649414
11,303.35254
2
2
81.077222
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4,406.390914
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255
4,183,772,167
2,894,041,238
255
0.152695
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83
147
1
167
4
1
3
3
2
4
0
0
4
3
4
0
Normal
0
69,383
0.813376
tcp
http
FIN
10
8
868
1,230
20.900543
62
252
7,691.399902
10,592.88672
2
2
90.283778
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255
3,802,457,113
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0.130026
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87
154
1
193
3
1
1
1
1
3
0
0
1
2
3
0
Normal
0
69,384
0.540691
tcp
http
FIN
10
8
844
1,352
31.441247
62
252
11,244.86914
17,503.52734
2
2
60.076778
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255
938,035,908
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255
0.119535
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84
169
1
255
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,385
0.798768
tcp
http
FIN
10
8
866
1,280
21.282776
62
252
7,812.030762
11,217.27441
2
2
88.752
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255
929,835,917
340,589,680
255
0.227708
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87
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1
219
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,386
0.682241
tcp
http
FIN
10
8
846
1,120
24.91788
62
252
8,935.258789
11,491.54004
2
2
75.702667
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2,432,456,175
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85
140
1
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2
1
1
1
1
2
0
0
1
2
2
0
Normal
0
69,387
0.839786
tcp
http
FIN
10
10
836
1,212
22.624812
62
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7,173.255859
10,393.12402
2
2
93.309556
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168.695938
255
751,863,504
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255
0.168617
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84
121
1
142
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
69,388
0.848918
tcp
http
FIN
10
8
836
1,202
20.025491
62
252
7,096.091797
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2
2
94.324222
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255
590,964,132
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255
0.127783
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84
150
1
180
4
1
3
3
2
4
0
0
4
4
4
0
Normal
0
69,389
0.848918
tcp
http
FIN
10
8
836
1,202
20.025491
62
252
7,096.091797
9,913.795898
2
2
94.324222
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203.529
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590,964,132
1,374,821,425
255
0.127783
0.094171
0.033612
84
150
1
180
4
1
3
3
2
4
0
0
4
4
4
0
Normal
0
69,390
0.95106
tcp
http
FIN
10
10
848
1,196
19.977709
62
252
6,426.513672
9,059.365234
2
2
105.673333
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161.795656
255
3,149,375,000
1,232,429,409
255
0.093424
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85
120
1
134
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
69,391
0.808202
tcp
http
FIN
10
8
854
1,274
21.034345
62
252
7,611.958008
11,036.84473
2
2
89.800222
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4,932.187263
154.836563
255
1,616,196,373
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255
0.124833
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85
159
1
216
2
1
1
1
1
2
0
0
1
2
2
0
Normal
0
69,392
0.652514
tcp
http
FIN
10
8
862
1,206
26.053082
62
252
9,513.972656
12,946.84863
2
2
72.501556
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3,534.979113
127.177805
255
1,925,061,965
3,392,971,681
255
0.143171
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86
151
1
181
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
69,393
0.490657
tcp
http
FIN
10
8
854
1,342
34.647422
62
252
12,538.29004
19,157.98633
2
2
54.517444
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3,007.796026
88.618375
255
1,457,978,036
3,578,946,498
255
0.114166
0.080724
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85
168
1
250
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,394
0.842957
tcp
http
FIN
10
10
850
1,190
22.539702
62
252
7,260.156738
10,164.21973
2
2
93.661889
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6,676.115099
119.805211
255
2,842,825,479
2,512,524,409
255
0.119785
0.061946
0.057839
85
119
1
130
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,395
1.220279
tcp
http
FIN
10
10
842
1,206
15.57021
62
252
4,969.355469
7,119.683594
2
2
135.586556
126.104219
8,736.243618
185.179125
255
3,937,938,648
39,944,575
255
0.132376
0.084315
0.048061
84
121
1
138
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
69,396
0.547501
tcp
http
FIN
10
8
852
1,294
31.05017
62
252
11,207.28516
16,555.2207
2
2
60.833444
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3,130.507334
107.280281
255
3,388,298,504
221,529,891
255
0.152967
0.076813
0.076154
85
162
1
226
3
1
2
2
1
3
0
0
1
2
3
0
Normal
0
69,397
0.595927
tcp
http
FIN
10
8
838
1,204
28.526984
62
252
10,135.46973
14,149.38379
2
2
66.214111
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3,250.160266
115.987672
255
4,263,873,556
3,419,787,917
255
0.153743
0.090836
0.062907
84
151
1
181
3
1
2
2
1
3
0
0
1
2
3
0
Normal
0
69,398
0.661078
tcp
http
FIN
10
8
846
1,298
25.715575
62
252
9,221.302734
13,747.24316
2
2
73.453111
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3,720.502132
121.344195
255
2,149,710,317
1,933,828,707
255
0.128932
0.091507
0.037425
85
162
1
227
5
1
1
1
1
4
0
0
1
1
3
0
Normal
0
69,399
0.787275
tcp
http
FIN
10
8
844
1,108
21.593471
62
252
7,722.841309
9,856.78418
2
2
87.475
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147.213984
255
3,637,929,358
2,154,574,534
255
0.279235
0.168436
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84
139
1
133
5
1
2
2
1
4
0
0
1
3
3
0
Normal
0
69,400
0.726927
tcp
http
FIN
10
8
848
1,112
23.386118
62
252
8,407.99707
10,708.09082
2
2
80.769667
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255
2,527,988,240
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255
0.139962
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0.065645
85
139
1
134
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0