Datasets:
Mireu-Lab
/
UNSW-NB15

Dataset card Data Studio Files
xet
 Community
1
id
int64
1
82.3k
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60
proto
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60k
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463k
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255
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63
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1,124,581,914
3,479,121,104
255
0.126263
0.06914
0.057123
252
45
0
0
2
1
2
2
2
2
0
0
0
2
2
0
Normal
0
81,041
0.535311
tcp
http
FIN
10
8
814
1,346
31.757241
62
252
10,954.37988
17,604.7207
2
2
59.443222
69.474
3,269.261799
92.812625
255
2,726,245,316
1,041,913,220
255
0.106837
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81
168
1
266
2
1
1
1
1
2
0
0
1
2
2
0
Normal
0
81,042
0
arp
-
INT
1
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46
0
0
0
0
0
0
0
0
60,000.724
0
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0
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0
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0
0
0
46
0
0
0
1
2
1
1
1
1
0
0
0
1
1
1
Normal
0
81,043
0.74503
tcp
http
FIN
10
10
810
1,422
25.502329
62
252
7,827.873047
13,744.41309
2
2
82.781111
73.231336
5,290.202904
102.616656
255
3,606,185,988
706,702,979
255
0.117762
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81
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1
261
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
81,044
0
arp
-
INT
1
0
46
0
0
0
0
0
0
0
0
60,000.712
0
10.954517
0
0
0
0
0
0
0
0
46
0
0
0
1
2
1
1
1
1
0
0
0
1
1
1
Normal
0
81,045
0.636418
tcp
http
FIN
10
10
822
1,150
29.854593
62
252
9,302.0625
13,010.31738
2
2
70.713111
64.545109
4,500.514325
126.157531
255
1,460,516,019
3,247,790,243
255
0.117793
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82
115
1
124
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
81,046
0.628253
tcp
http
FIN
10
8
820
1,170
27.059163
62
252
9,397.488281
13,039.33301
2
2
69.805889
74.292
3,421.82495
107.90968
255
3,732,163,650
1,368,499,070
255
0.195014
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82
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1
177
4
1
2
2
1
4
0
0
1
2
4
0
Normal
0
81,047
57.723591
tcp
http
FIN
20
16
1,658
2,408
0.606338
62
252
218.420227
312.939636
6
5
3,038.083632
3,844.460833
410,689.3275
463,199.2401
255
3,889,986,530
2,033,235,243
255
0.0938
0.055966
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83
151
1
133
3
1
1
1
1
3
0
0
2
1
3
0
Normal
0
81,048
57.723591
tcp
http
FIN
20
16
1,658
2,408
0.606338
62
252
218.420227
312.939636
6
5
3,038.083632
3,844.460833
410,689.3275
463,199.2401
255
3,889,986,530
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255
0.0938
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83
151
1
133
4
1
1
1
1
4
0
0
2
1
4
0
Normal
0
81,049
0.830953
tcp
http
FIN
10
8
804
1,092
20.458437
62
252
6,970.310059
9,203.889648
2
2
92.328111
100.03443
4,752.926556
172.277625
255
2,156,627,956
1,384,924,446
255
0.236179
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80
137
1
139
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
81,050
0.383095
tcp
http
FIN
10
8
836
1,092
44.375416
62
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15,724.55957
19,963.7168
2
2
42.566111
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2,140.186979
64.111812
255
2,953,172,974
3,271,485,988
255
0.104734
0.072518
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84
137
1
139
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
81,051
0.585891
tcp
http
FIN
10
8
806
1,080
29.015636
62
252
9,913.106445
12,903.42383
2
2
65.099
70.651711
3,152.035874
95.906109
255
4,035,480,516
2,259,489,267
255
0.141341
0.090475
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81
135
1
133
5
1
2
2
1
4
0
0
1
2
4
0
Normal
0
81,052
0.559873
tcp
http
FIN
10
8
820
1,130
30.36403
62
252
10,545.24902
14,131.77637
2
2
62.208111
69.616141
3,600.417687
100.651883
255
662,313,891
3,651,239,484
255
0.106134
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0.046613
82
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1
157
5
1
2
2
1
4
0
0
1
2
4
0
Normal
0
81,053
0.44114
tcp
http
FIN
10
8
840
1,250
38.536519
62
252
13,709.93359
19,839.50781
2
2
49.015556
48.079715
2,478.665944
59.11391
255
3,866,359,705
2,278,404,482
255
0.111557
0.067955
0.043602
84
156
1
217
5
1
1
2
1
4
0
0
1
2
4
0
Normal
0
81,054
0.702084
tcp
http
FIN
10
8
830
1,232
24.213627
62
252
8,511.801758
12,283.43066
2
2
78.009333
87.976
4,050.512073
153.817391
255
1,570,274,723
1,076,105,753
255
0.124979
0.052322
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83
154
1
208
5
1
1
1
1
4
0
0
1
1
4
0
Normal
0
81,055
0.445139
tcp
http
FIN
10
8
824
1,070
38.190319
62
252
13,335.16113
16,839.68359
2
2
49.459889
55.156715
2,532.807679
70.893687
255
3,566,568,330
1,203,553,828
255
0.095598
0.035587
0.060011
82
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1
127
5
1
4
4
2
4
0
0
4
4
4
0
Normal
0
81,056
1.368762
tcp
http
FIN
10
10
820
1,164
13.881157
62
252
4,313.386719
6,125.243164
2
2
152.084667
135.842219
10,246.63918
206.755484
255
132,700,348
2,069,763,352
255
0.214218
0.144974
0.069244
82
116
1
131
5
1
4
4
2
4
0
0
4
4
4
0
Normal
0
81,057
1.368762
tcp
http
FIN
10
10
820
1,164
13.881157
62
252
4,313.386719
6,125.243164
2
2
152.084667
135.842219
10,246.63918
206.755484
255
132,700,348
2,069,763,352
255
0.214218
0.144974
0.069244
82
116
1
131
5
1
4
4
2
4
0
0
4
4
4
0
Normal
0
81,058
0.445139
tcp
http
FIN
10
8
824
1,070
38.190319
62
252
13,335.16113
16,839.68359
2
2
49.459889
55.156715
2,532.807679
70.893687
255
3,566,568,330
1,203,553,828
255
0.095598
0.035587
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82
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1
127
5
1
4
4
2
4
0
0
4
4
4
0
Normal
0
81,059
0.792824
tcp
http
FIN
10
8
840
1,088
21.442339
62
252
7,628.427246
9,606.167969
2
2
88.091556
96.600859
4,576.529755
142.387141
255
3,719,396,875
1,708,993,874
255
0.249603
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84
136
1
137
6
1
1
1
1
6
0
0
1
1
6
0
Normal
0
81,060
0.409089
tcp
http
FIN
10
8
802
1,170
41.55575
62
252
14,119.17676
20,024.98242
2
2
45.454333
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2,217.58239
67.10843
255
790,395,398
4,065,948,248
255
0.088431
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0.03404
80
146
1
178
6
1
4
4
4
6
0
0
16
4
6
0
Normal
0
81,061
0.409089
tcp
http
FIN
10
8
802
1,170
41.55575
62
252
14,119.17676
20,024.98242
2
2
45.454333
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2,217.58239
67.10843
255
790,395,398
4,065,948,248
255
0.088431
0.054391
0.03404
80
146
1
178
6
1
4
4
4
6
0
0
16
4
6
0
Normal
0
81,062
0.409089
tcp
http
FIN
10
8
802
1,170
41.55575
62
252
14,119.17676
20,024.98242
2
2
45.454333
48.54043
2,217.58239
67.10843
255
790,395,398
4,065,948,248
255
0.088431
0.054391
0.03404
80
146
1
178
6
1
4
4
4
6
0
0
16
4
6
0
Normal
0
81,063
0.409089
tcp
http
FIN
10
8
802
1,170
41.55575
62
252
14,119.17676
20,024.98242
2
2
45.454333
48.54043
2,217.58239
67.10843
255
790,395,398
4,065,948,248
255
0.088431
0.054391
0.03404
80
146
1
178
6
1
4
4
4
6
0
0
16
4
6
0
Normal
0
81,064
0.99046
tcp
http
FIN
10
8
828
1,100
17.163742
62
252
6,025.483398
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2
2
110.051111
124.47743
5,779.88594
203.778172
255
3,619,801,961
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255
0.193169
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83
138
1
142
6
1
1
1
1
6
0
0
1
1
6
0
Normal
0
81,065
1.198161
tcp
http
FIN
10
8
824
1,078
14.18841
62
252
4,954.259277
6,302.992676
2
2
128.710778
160.747281
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283.276187
255
79,149,789
3,097,276,962
255
0.136349
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82
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1
132
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
81,066
0.577823
tcp
http
FIN
10
8
822
1,310
29.420775
62
252
10,245.35254
15,880.2959
2
2
64.202556
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3,146.070227
101.202711
255
3,964,224,546
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255
0.090466
0.04616
0.044306
82
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1
248
4
1
3
3
3
4
0
0
9
3
4
0
Normal
0
81,067
0.577823
tcp
http
FIN
10
8
822
1,310
29.420775
62
252
10,245.35254
15,880.2959
2
2
64.202556
71.344
3,146.070227
101.202711
255
3,964,224,546
3,807,319,955
255
0.090466
0.04616
0.044306
82
164
1
248
4
1
3
3
3
4
0
0
9
3
4
0
Normal
0
81,068
0.577823
tcp
http
FIN
10
8
822
1,310
29.420775
62
252
10,245.35254
15,880.2959
2
2
64.202556
71.344
3,146.070227
101.202711
255
3,964,224,546
3,807,319,955
255
0.090466
0.04616
0.044306
82
164
1
248
4
1
3
3
3
4
0
0
9
3
4
0
Normal
0
81,069
0.496081
tcp
http
FIN
10
8
822
1,164
34.268598
62
252
11,933.53516
16,432.80078
2
2
55.120111
55.43657
2,884.93841
83.949945
255
454,092,704
1,692,339,758
255
0.111106
0.071979
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82
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1
174
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
81,070
0.728008
tcp
http
FIN
10
10
806
1,182
26.098615
62
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7,977.93457
11,692.17969
2
2
80.889778
68.848891
5,373.40152
114.635367
255
3,689,806,442
3,936,015,785
255
0.134423
0.079715
0.054708
81
118
1
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3
1
2
2
1
3
0
0
1
2
3
0
Normal
0
81,071
0.744396
tcp
http
FIN
10
10
834
1,248
25.52405
62
252
8,070.973145
12,079.59277
2
2
82.710667
74.358336
5,473.691289
122.426383
255
203,435,081
1,683,433,562
255
0.124537
0.060382
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83
125
1
173
3
1
2
2
1
3
0
0
1
2
3
0
Normal
0
81,072
0.601408
tcp
http
FIN
10
8
810
1,072
28.267
62
252
9,697.244141
12,477.38672
2
2
66.823111
75.617
3,423.381575
134.695594
255
3,053,310,003
1,446,427,183
255
0.128824
0.044909
0.083915
81
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1
128
6
1
1
1
1
6
0
0
1
1
6
0
Normal
0
81,073
0.697857
tcp
http
FIN
10
8
832
1,212
24.360291
62
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8,586.286133
12,162.9502
2
2
77.525111
86.027141
4,064.279814
125.475828
255
3,923,169,257
1,218,095,444
255
0.170445
0.095657
0.074788
83
152
1
199
6
1
3
3
3
6
0
0
9
3
6
0
Normal
0
81,074
0.697857
tcp
http
FIN
10
8
832
1,212
24.360291
62
252
8,586.286133
12,162.9502
2
2
77.525111
86.027141
4,064.279814
125.475828
255
3,923,169,257
1,218,095,444
255
0.170445
0.095657
0.074788
83
152
1
199
6
1
3
3
3
6
0
0
9
3
6
0
Normal
0
81,075
0.697857
tcp
http
FIN
10
8
832
1,212
24.360291
62
252
8,586.286133
12,162.9502
2
2
77.525111
86.027141
4,064.279814
125.475828
255
3,923,169,257
1,218,095,444
255
0.170445
0.095657
0.074788
83
152
1
199
6
1
3
3
3
6
0
0
9
3
6
0
Normal
0
81,076
0.569044
tcp
http
FIN
10
8
810
1,156
29.874667
62
252
10,248.76856
14,227.37109
2
2
63.227111
71.648859
3,136.877013
122.499625
255
1,918,188,235
2,703,353,972
255
0.110548
0.042813
0.067735
81
145
1
171
6
1
2
2
2
6
0
0
4
2
6
0
Normal
0
81,077
0.569044
tcp
http
FIN
10
8
810
1,156
29.874667
62
252
10,248.76856
14,227.37109
2
2
63.227111
71.648859
3,136.877013
122.499625
255
1,918,188,235
2,703,353,972
255
0.110548
0.042813
0.067735
81
145
1
171
6
1
2
2
2
6
0
0
4
2
6
0
Normal
0
81,078
1.898797
tcp
http
FIN
12
10
914
1,246
11.059634
62
252
3,530.656494
4,727.203613
2
2
172.617903
190.598219
12,387.13145
290.236344
255
3,314,611,425
1,582,141,915
255
0.606397
0.182369
0.424028
76
125
1
173
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
81,079
0.619219
tcp
http
FIN
10
8
840
1,124
27.453938
62
252
9,767.141602
12,712.78809
2
2
68.802111
65.241145
3,480.698154
94.170563
255
3,084,927,319
1,487,768,577
255
0.178531
0.135921
0.04261
84
141
1
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2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
81,080
0.353788
tcp
http
FIN
10
8
820
1,206
48.051377
62
252
16,687.96094
23,878.70703
2
2
39.309778
41.334715
1,988.593818
56.267914
255
2,734,458,079
3,689,335,868
255
0.084253
0.05248
0.031773
82
151
1
195
5
1
1
1
1
5
0
0
1
1
5
0
Normal
0
81,081
0.56473
tcp
http
FIN
10
8
802
1,068
30.102882
62
252
10,227.89648
13,245.26758
2
2
62.747778
66.652289
3,128.218602
118.985781
255
2,207,281,206
4,137,044,677
255
0.184124
0.086027
0.098097
80
134
1
127
5
1
1
1
1
5
0
0
1
1
5
0
Normal
0
81,082
0.654292
tcp
http
FIN
10
8
828
1,090
25.982284
62
252
9,121.30957
11,664.5166
2
2
7,251.1931
9,062.592
718,548.6597
23,767.782
255
2,687,601,613
739,598,901
255
0.19163
0.073651
0.117979
83
136
1
138
5
1
3
3
2
5
0
0
4
3
5
0
Normal
0
81,083
0.654292
tcp
http
FIN
10
8
828
1,090
25.982284
62
252
9,121.30957
11,664.5166
2
2
7,251.1931
9,062.592
718,548.6597
23,767.782
255
2,687,601,613
739,598,901
255
0.19163
0.073651
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83
136
1
138
5
1
3
3
2
5
0
0
4
3
5
0
Normal
0
81,084
0.46547
tcp
http
FIN
10
8
804
1,074
36.522226
62
252
12,443.33691
16,155.71387
2
2
51.718889
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2,605.725009
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255
2,541,725,509
3,651,466,977
255
0.105302
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0.063365
80
134
1
130
5
1
3
3
1
5
0
0
1
3
5
0
Normal
0
81,085
0.468258
tcp
http
FIN
10
8
808
1,082
36.304773
62
252
12,437.58789
16,179.11523
2
2
52.028667
48.21257
2,566.070382
82.167367
255
3,406,085,426
653,469,620
255
0.152116
0.112913
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81
135
1
134
4
1
3
3
2
4
0
0
4
3
4
0
Normal
0
81,086
0.468258
tcp
http
FIN
10
8
808
1,082
36.304773
62
252
12,437.58789
16,179.11523
2
2
52.028667
48.21257
2,566.070382
82.167367
255
3,406,085,426
653,469,620
255
0.152116
0.112913
0.039203
81
135
1
134
4
1
3
3
2
4
0
0
4
3
4
0
Normal
0
81,087
0.997467
tcp
http
FIN
10
10
802
1,174
19.04825
62
252
5,790.667969
8,477.473633
2
2
110.829667
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147.716875
255
7,000,432
3,938,147,371
255
0.147504
0.070753
0.076751
80
117
1
136
4
1
3
3
1
4
0
0
1
3
4
0
Normal
0
81,088
0.585368
tcp
http
FIN
10
8
806
1,086
29.041561
62
252
9,921.963867
12,996.95313
2
2
65.040889
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3,240.377543
107.229805
255
934,219,068
1,483,307,336
255
0.202481
0.118309
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81
136
1
136
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
81,089
0.551819
tcp
http
FIN
10
8
808
1,090
30.807202
62
252
10,554.18457
13,830.62109
2
2
61.313222
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3,230.076374
103.348969
255
4,112,245,851
1,131,585,524
255
0.171569
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81
136
1
138
4
1
1
1
1
4
0
0
1
1
4
0
Normal
0
81,090
0.921764
tcp
http
FIN
12
8
890
1,162
20.612651
62
252
7,082.072754
8,826.553711
2
2
83.796724
114.85457
4,913.978744
175.985
255
893,221,025
3,133,513,983
255
0.122834
0.085083
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74
145
1
174
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
81,091
1.040807
tcp
http
FIN
10
8
806
1,126
16.33348
62
252
5,580.285156
7,578.734375
2
2
115.645222
118.336711
7,299.777074
263.186656
255
1,361,080,315
2,910,555,567
255
0.254215
0.18309
0.071125
81
141
1
156
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
81,092
0.730264
tcp
http
FIN
10
8
806
1,292
23.279252
62
252
7,953.288086
12,390.04004
2
2
81.140444
87.244711
4,445.558799
138.15225
255
3,148,413,309
3,521,105,396
255
0.209892
0.118736
0.091156
81
162
1
239
2
1
1
1
1
2
0
0
1
1
2
0
Normal
0
81,093
0.681674
tcp
http
FIN
10
8
808
1,338
24.938607
62
252
8,543.672852
13,742.63965
2
2
75.741556
80.423141
3,809.109073
131.557312
255
2,527,577,919
1,575,455,541
255
0.188328
0.118209
0.070119
81
167
1
261
6
1
1
1
1
6
0
0
1
2
7
0
Normal
0
81,094
0.625511
tcp
http
FIN
10
8
808
1,252
27.17778
62
252
9,310.788086
14,017.33984
2
2
69.501222
72.214289
3,467.783314
121.558008
255
1,984,268,931
2,332,969,061
255
0.17987
0.097824
0.082046
81
157
1
219
6
1
2
1
1
6
0
0
1
1
7
0
Normal
0
81,095
0.952771
tcp
http
FIN
10
10
834
1,260
19.941833
62
252
6,305.817383
9,521.700195
2
2
105.863444
96.664445
6,125.000466
158.219516
255
1,948,334,661
1,554,172,937
255
0.142704
0.058669
0.084035
83
126
1
180
6
1
4
4
1
6
0
0
1
4
7
0
Normal
0
81,096
0.846253
tcp
http
FIN
10
10
830
1,224
22.451915
62
252
7,061.718262
10,417.68848
2
2
94.028111
78.771219
5,944.311278
107.397531
255
478,414,132
3,402,804,778
255
0.123276
0.081446
0.04183
83
122
1
162
3
1
1
1
1
4
0
0
1
2
3
0
Normal
0
81,097
0.665972
tcp
http
FIN
10
8
830
1,244
25.526599
62
252
8,973.350586
13,081.63086
2
2
73.843667
83.32043
3,658.936752
129.782062
255
4,027,126,411
3,942,253,852
255
0.158959
0.082726
0.076233
83
156
1
215
3
1
3
2
2
4
0
0
4
3
3
0
Normal
0
81,098
0.665972
tcp
http
FIN
10
8
830
1,244
25.526599
62
252
8,973.350586
13,081.63086
2
2
73.843667
83.32043
3,658.936752
129.782062
255
4,027,126,411
3,942,253,852
255
0.158959
0.082726
0.076233
83
156
1
215
3
1
3
2
2
4
0
0
4
3
3
0
Normal
0
81,099
0.620451
tcp
http
FIN
10
8
838
1,092
27.399425
62
252
9,734.854492
12,326.51758
2
2
68.939
76.457141
3,514.114582
132.194484
255
2,515,447,107
2,007,487,300
255
0.135609
0.085128
0.050481
84
137
1
139
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0
81,100
0.87174
tcp
http
FIN
10
8
802
1,332
19.501228
62
252
6,625.829102
10,700.43848
2
2
96.782111
116.612141
5,350.033754
216.364891
255
3,275,692,534
3,613,773,523
255
0.135528
0.055449
0.080079
80
167
1
258
3
1
1
1
1
3
0
0
1
1
3
0
Normal
0