Datasets:
abideen
/
iot

Dataset card Data Studio Files
xet
Community
1
flow_duration
float64
0
263k
Header_Length
float64
0
9.91M
Protocol Type
float64
0
47
Duration
float64
0
255
Rate
float64
0
8.39M
Srate
float64
0
8.39M
Drate
float64
0
29.7
fin_flag_number
float64
0
1
syn_flag_number
float64
0
1
rst_flag_number
float64
0
1
psh_flag_number
float64
0
1
ack_flag_number
float64
0
1
ece_flag_number
float64
0
1
cwr_flag_number
float64
0
1
ack_count
float64
0
7.4
syn_count
float64
0
12.9
fin_count
float64
0
248
urg_count
float64
0
4.4k
rst_count
float64
0
9.61k
HTTP
float64
0
1
HTTPS
float64
0
1
DNS
float64
0
1
Telnet
float64
0
1
SMTP
float64
0
1
SSH
float64
0
1
IRC
float64
0
1
TCP
float64
0
1
UDP
float64
0
1
DHCP
float64
0
1
ARP
float64
0
1
ICMP
float64
0
1
IPv
float64
0
1
LLC
float64
0
1
Tot sum
float64
42
127k
Min
float64
42
7.31k
Max
float64
42
49k
AVG
float64
42
11.6k
Std
float64
0
12.4k
Tot size
float64
42
13.1k
IAT
float64
0
168M
Number
float64
1
15
Magnitue
float64
9.17
145
Radius
float64
0
17.6k
Covariance
float64
0
155M
Variance
float64
0
1
Weight
float64
1
245
label
stringclasses
8 values
__index_level_0__
int64
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451k
0
0
1
64
29.787134
29.787134
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1
1
1
441
42
42
42
0
42
83,150,052.981786
9.5
9.165151
0
0
0
141.55
DDoS
1,000
0.001501
194.32
17
65.91
38.280746
38.280746
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0
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0
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1
1
1,918.04
182
189.04
182.381939
1.593851
183.76
83,007,285.338444
9.5
19.098783
2.267367
64.292376
0.04
141.55
DoS
1,001
0.199133
3,930.7
5.4
125.6
48.809909
48.809909
0
0
0
0
0
0
0
0
0.1
1.4
0.2
4.2
10.2
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1
1
387.1
62
101.7
70.2125
13.431606
67.3
0.005076
5.5
11.844692
18.995159
259.574346
0.7
38.5
Recon
1,002
0.07336
68.28
6.22
65.91
2.231176
2.231176
0
1
0
1
0
0
0
0
1.05
0.01
0.95
0.05
0.15
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1
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0
0
1
1
568.1
53.88
54.78
54.057424
0.199016
54.55
83,348,409.241026
9.5
10.396924
0.267948
1.034559
0.04
141.55
DDoS
1,003
0.560591
421,387.84
16.56
67.34
1,355.654137
1,355.654137
0
0
0
0
0
0
0
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0.06
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0.02
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1
1
5,498.92
466.32
554
521.762246
40.005682
534.72
83,784,583.268903
9.5
32.200453
56.628949
8,949.772969
0.18
141.55
Mirai
1,004
0
54
6
64
0
0
0
1
0
1
0
0
0
0
1
0
1
0
0
0
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0
0
0
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1
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0
0
0
1
1
567
54
54
54
0
54
83,343,900.979402
9.5
10.392305
0
0
0
141.55
DDoS
1,005
5.52913
119.34
6
64
0.399704
0.399704
0
0
0
0
0
0
0
0
0
0
0.21
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0.21
1
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1
1
567
54
54
54
0
54
82,925,081.482323
9.5
10.392305
0
0
0
141.55
DoS
1,006
0
53.46
5.94
63.36
1.508626
1.508626
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0
1
0
0
0
0
0
0
0.99
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1
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1
1
567.96
54
54.96
54.090864
0.273154
54.06
83,362,619.065642
9.5
10.401036
0.386753
0.483918
0.16
141.55
DDoS
1,007
0
0.83
1.16
64
4.508818
4.508818
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
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0
0
0
0
1
1
1
444.69
42
45.69
42.236924
0.900974
42.41
83,149,648.980929
9.5
9.190714
1.277272
9.112579
0.09
141.55
DDoS
1,008
4.504095
108
6
64
0.44404
0.44404
0
0
1
0
0
0
0
0
0
2
0
0
0
0
0
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0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,985,483.353937
9.5
10.392305
0
0
0
141.55
DoS
1,009
0
0
1
64
1.044588
1.044588
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,150,051.348624
9.5
9.165151
0
0
0
141.55
DDoS
1,010
0.001591
58.77
6
63.84
21.83486
21.83486
0
0
1
0
0
0
0
0
0
1.01
0
0.01
0.03
0
0
0
0
0
0
0
1
0
0
0
0
1
1
568.4
54
55.4
54.083521
0.330928
54.2
82,985,877.544586
9.5
10.400347
0.469517
1.578792
0.07
141.55
DoS
1,011
0.032001
55.68
6
67.71
4.209894
4.209894
0
0
0
0
1
1
0
0
0
0.03
0.02
0.97
1.02
0
0
0
0
0
0
0
1
0
0
0
0
1
1
569.8
54
56.8
54.229548
0.755978
54.2
83,314,579.99449
9.5
10.41426
1.070629
4.181307
0.14
141.55
DDoS
1,012
0
54
6
64
0.526091
0.526091
0
0
0
0
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,331,781.653396
9.5
10.392305
0
0
0
141.55
DDoS
1,013
0
54
6
64
35.634791
35.634791
0
0
0
0
1
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,331,690.934196
9.5
10.392305
0
0
0
141.55
DDoS
1,014
0
0
1
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26.883505
26.883505
0
0
0
0
0
0
0
0
0
0
0
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1
1
1
9,561
362
1,456.4
876.562241
544.138853
938
83,250,073.769707
9.5
41.680604
769.472095
311,678.811559
0.95
141.55
DDoS
1,015
0
53.46
5.94
63.36
1.567292
1.567292
0
1
0
1
0
0
0
0
0.99
0
0.99
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.42
54
54.42
54.025056
0.099279
54.06
83,344,773.102639
9.5
10.394727
0.140855
0.142091
0.07
141.55
DDoS
1,016
0
54
6
64
2.894629
2.894629
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,977,028.794793
9.5
10.392305
0
0
0
141.55
DoS
1,017
0
53.5
5.94
65.27
0
0
0
0
0
0
1
1
0
0
0
0.01
0
0.98
0.98
0
0
0
0
0
0
0
1
0
0
0
0
1
1
568.5
54
55.5
54.144203
0.424077
54.1
83,331,778.45073
9.5
10.406168
0.600493
0.612866
0.31
141.55
DDoS
1,018
0.007229
76.03
6.11
63.39
112.259951
112.259951
0
0
0
0
1
1
0
0
0
0
0.41
0.99
0.99
1
0
0
0
0
0
0
1
0
0
0
0
1
1
565.24
52.24
54
53.833415
0.500783
53.89
83,314,860.209509
9.5
10.376153
0.709046
1.626501
0.16
141.55
DDoS
1,019
0
0.97
46.59
64
16.7948
16.7948
0
0
0
0
0
0
0
0
0
0
0
0.01
0.01
0
0
0
0
0
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0
0
0
0
0
1
1
6,181.35
557.35
592
589.932851
8.190478
587.05
83,698,468.756948
9.5
34.348059
11.620551
967.108657
0.07
141.55
Mirai
1,020
0
0
1
64
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,150,042.306045
9.5
9.165151
0
0
0
141.55
DDoS
1,021
0
0
1
64
2.840113
2.840113
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,150,640.842018
9.5
9.165151
0
0
0
141.55
DDoS
1,022
0.737194
68.04
6
64
6.12657
6.12657
0
0
0
0
1
1
0
0
0
0
0.26
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,330,924.986603
9.5
10.392305
0
0
0
141.55
DDoS
1,023
0
54
6
64
107.433314
107.433314
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,088,805.724258
9.5
10.392305
0
0
0
141.55
DDoS
1,024
0
53.46
5.94
63.36
4.087948
4.087948
0
0
1
0
0
0
0
0
0
0.99
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
568.14
54
55.14
54.155864
0.357419
54.06
83,365,434.845271
9.5
10.407224
0.505921
0.721418
0.19
141.55
DDoS
1,025
0
0
1
64
3.007585
3.007585
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,128,818.26614
9.5
9.165151
0
0
0
141.55
DDoS
1,026
0
54
6
64
2.762601
2.762601
0
0
1
0
0
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,094,075.952547
9.5
10.392305
0
0
0
141.55
DDoS
1,027
0
0
1
64
0.998354
0.998354
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,149,819.781002
9.5
9.165151
0
0
0
141.55
DDoS
1,028
0.681208
1,026,285
17
64
2,719.33272
2,719.33272
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
5,817
554
554
554
0
554
83,789,172.618091
9.5
33.286634
0
0
0
141.55
Mirai
1,029
0
54
6
64
8.027806
8.027806
0
1
0
1
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,348,455.483803
9.5
10.392305
0
0
0
141.55
DDoS
1,030
0
0
1
64
345.665403
345.665403
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,124,154.393003
9.5
9.165151
0
0
0
141.55
DDoS
1,031
61.599302
3,901,825.9
6
64
63.861036
63.861036
0
0
0
0
0
1
0
0
0
1.8
0
203.6
3,690.4
0
1
0
0
0
0
0
1
0
0
0
0
1
1
29,295
970.8
2,962
1,896.778523
695.808109
1,667.8
166,519,077.370616
13.5
61.609419
986.240944
488,944.129058
1
244.6
Benign
1,032
0.045716
19,325
17
64
16,534.253497
16,534.253497
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525
50
50
50
0
50
83,098,354.393614
9.5
10
0
0
0
141.55
DDoS
1,033
0
0
47
64
12.335862
12.335862
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
6,216
592
592
592
0
592
83,698,662.915516
9.5
34.409301
0
0
0
141.55
Mirai
1,034
0.13476
33,183.29
17
63.8
5,096.388028
5,096.388028
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
555.72
50
80.72
51.619836
6.863905
60.24
83,015,824.975641
9.5
10.13451
9.784532
1,595.850123
0.03
141.55
DoS
1,035
0
54
6
64
3.941796
3.941796
0
1
0
1
0
0
0
0
1
0
1
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,340,915.78919
9.5
10.392305
0
0
0
141.55
DDoS
1,036
0.01797
12.6
1.16
63.86
2.259643
2.259643
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
532.98
42
133.98
52.71945
27.885206
47.11
83,124,883.2946
9.5
10.043543
39.474313
4,579.900208
0.18
141.55
DDoS
1,037
0
54
6
64
44.793712
44.793712
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,072,311.534465
9.5
10.392305
0
0
0
141.55
DDoS
1,038
0
54
6
64
26.890787
26.890787
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,089,971.836679
9.5
10.392305
0
0
0
141.55
DDoS
1,039
0.142734
19,924
17
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3,039.16241
3,039.16241
0
0
0
0
0
0
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0
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0
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0
1
1
525
50
50
50
0
50
83,106,160.58897
9.5
10
0
0
0
141.55
DDoS
1,040
0
0
1
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21.868607
21.868607
0
0
0
0
0
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0
0
0
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0
1
1
1
441
42
42
42
0
42
83,124,693.535429
9.5
9.165151
0
0
0
141.55
DDoS
1,041
0
54
6
64
26.873558
26.873558
0
0
0
0
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0
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1
1
567
54
54
54
0
54
83,072,387.044748
9.5
10.392305
0
0
0
141.55
DDoS
1,042
0
54
6
64
74.866868
74.866868
0
1
0
1
0
0
0
0
1
0
1
0
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1
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0
0
0
1
1
567
54
54
54
0
54
83,344,185.07721
9.5
10.392305
0
0
0
141.55
DDoS
1,043
0.828407
93.42
6
64
1.813539
1.813539
0
0
1
0
0
0
0
0
0
1.73
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1
1
567
54
54
54
0
54
83,365,494.103548
9.5
10.392305
0
0
0
141.55
DDoS
1,044
4.987777
106.92
5.94
63.36
0.39697
0.39697
0
0
1
0
0
0
0
0
0
1.98
0
0
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1
0
0
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1
0
0
0
0
1
1
567.42
54
54.42
54.025056
0.099279
54.06
82,981,669.758992
9.5
10.394727
0.140855
0.142091
0.07
141.55
DoS
1,045
0
0
1
64
1.840429
1.840429
0
0
0
0
0
0
0
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1
1
1
441
42
42
42
0
42
83,150,685.471877
9.5
9.165151
0
0
0
141.55
DDoS
1,046
0.057046
77.32
6
63.93
17.82731
17.82731
0
0
1
0
0
0
0
0
0
1.42
0
0
0.02
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0
0
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0
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1
0
0
0
0
1
1
570
54
57
54.262881
0.830514
54.2
83,362,131.503048
9.5
10.417419
1.176038
4.736863
0.15
141.55
DDoS
1,047
0
54
6
64
63.883513
63.883513
0
0
1
0
0
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1
0
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1
0
0
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0
1
1
567
54
54
54
0
54
83,362,054.398776
9.5
10.392305
0
0
0
141.55
DDoS
1,048
0
0
1
64
12.835196
12.835196
0
0
0
0
0
0
0
0
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0
1
1
1
441
42
42
42
0
42
83,128,637.197186
9.5
9.165151
0
0
0
141.55
DDoS
1,049
0
0
1
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109.199651
109.199651
0
0
0
0
0
0
0
0
0
0
0
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0
1
1
1
441
42
42
42
0
42
83,149,334.158299
9.5
9.165151
0
0
0
141.55
DDoS
1,050
0.061668
23,925
17
64
13,607.484678
13,607.484678
0
0
0
0
0
0
0
0
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1
0
0
0
1
1
525
50
50
50
0
50
83,102,139.265693
9.5
10
0
0
0
141.55
DDoS
1,051
0.075555
18.21
40.97
63.72
3.99837
3.99837
0
0
0
0
0
0
0
0
0.08
0.01
0
0.05
0.16
0
0
0
0
0
0
0
0
0
0
0
0
1
1
5,300.42
368.54
547.69
497.731709
61.036904
524.82
83,702,747.329998
9.5
30.771731
86.403655
11,562.569841
0.41
141.55
Mirai
1,052
0.044062
43,075
17
64
19,548.130227
19,548.130227
0
0
0
0
0
0
0
0
0
0
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0
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0
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0
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1
0
0
0
1
1
525
50
50
50
0
50
83,028,435.256173
9.5
10
0
0
0
141.55
DoS
1,053
0
54
6
64
8.38959
8.38959
0
1
0
1
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
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1
0
0
0
0
1
1
567
54
54
54
0
54
83,345,060.899189
9.5
10.392305
0
0
0
141.55
DDoS
1,054
0.083951
23,825
17
64
6,078.399871
6,078.399871
0
0
0
0
0
0
0
0
0
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1
0
0
0
1
1
525
50
50
50
0
50
83,123,885.507096
9.5
10
0
0
0
141.55
DDoS
1,055
0
0
1
64
0.984106
0.984106
0
0
0
0
0
0
0
0
0
0
0
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0
0
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0
0
0
1
1
1
441
42
42
42
0
42
83,150,696.359002
9.5
9.165151
0
0
0
141.55
DDoS
1,056
0
54
6
64
1.313592
1.313592
0
0
0
0
1
1
0
0
0
0
0
1
1
1
0
0
0
0
0
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1
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0
0
0
1
1
567
54
54
54
0
54
83,331,047.342094
9.5
10.392305
0
0
0
141.55
DDoS
1,057
0.003315
2,975
17
64
18,539.703819
18,539.703819
0
0
0
0
0
0
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1
0
0
0
1
1
525
50
50
50
0
50
83,012,445.81393
9.5
10
0
0
0
141.55
DoS
1,058
0
54
6
64
25.917483
25.917483
0
0
0
0
0
0
0
0
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1
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1
1
567
54
54
54
0
54
83,037,707.676819
9.5
10.392305
0
0
0
141.55
DDoS
1,059
0
0
1
64
3.13624
3.13624
0
0
0
0
0
0
0
0
0
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0
1
1
1
441
42
42
42
0
42
83,128,970.527909
9.5
9.165151
0
0
0
141.55
DDoS
1,060
0.05799
14,255
17
64
66,011.27903
66,011.27903
0
0
0
0
0
0
0
0
0
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1
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0
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1
1
525
50
50
50
0
50
83,097,799.391607
9.5
10
0
0
0
141.55
DDoS
1,061
2.596873
143.1
6
64
0.972152
0.972152
0
0
1
0
0
0
0
0
0
2.65
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1
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0
1
1
567
54
54
54
0
54
83,362,440.194346
9.5
10.392305
0
0
0
141.55
DDoS
1,062
0.00357
2.38
46.29
63.5
11.042799
11.042799
0
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0
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0.02
0
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0.01
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0
1
1
6,140.38
516.38
592
586.423858
19.504058
581.8
83,693,965.364097
9.5
34.243557
27.660105
2,593.269738
0.15
141.55
Mirai
1,063
0
54
6
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25.592658
25.592658
0
0
0
0
0
0
0
0
0
0
0
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1
0
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1
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1
1
567
54
54
54
0
54
83,037,269.940493
9.5
10.392305
0
0
0
141.55
DDoS
1,064
0
0
1
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0.735296
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1
1
1
441
42
42
42
0
42
83,482,370.366781
9.5
9.165151
0
0
0
141.55
DDoS
1,065
0
54
6
64
1.948548
1.948548
0
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1
0
0
0
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1
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1
1
567
54
54
54
0
54
82,985,627.61018
9.5
10.392305
0
0
0
141.55
DoS
1,066
4.68837
108
6
64
0.426588
0.426588
0
0
1
0
0
0
0
0
0
2
0
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1
1
567
54
54
54
0
54
82,985,464.219733
9.5
10.392305
0
0
0
141.55
DoS
1,067
0.003532
3,175
17
64
43,703.984869
43,703.984869
0
0
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1
1
525
50
50
50
0
50
83,012,159.902053
9.5
10
0
0
0
141.55
DoS
1,068
0
54
6
64
43.15838
43.15838
0
0
1
0
0
0
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1
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1
1
567
54
54
54
0
54
83,076,900.362873
9.5
10.392305
0
0
0
141.55
DDoS
1,069
0
54
6
64
7.473014
7.473014
0
1
0
1
0
0
0
0
1
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1
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1
1
567
54
54
54
0
54
83,344,958.417177
9.5
10.392305
0
0
0
141.55
DDoS
1,070
0
55.76
6.11
65.91
0.67227
0.67227
0
0
1
0
0
0
0
0
0
0.99
0
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1
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0
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0
1
1
582.84
54
69.84
55.017038
3.867594
55.76
82,985,891.51934
9.5
10.48583
5.482925
167.918653
0.09
141.55
DoS
1,071
0
0
1
64
22.651393
22.651393
0
0
0
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1
1
1
441
42
42
42
0
42
83,132,489.030794
9.5
9.165151
0
0
0
141.55
DDoS
1,072
0.331854
35,653.5
17
64
6,172.278757
6,172.278757
0
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1
1
525
50
50
50
0
50
83,101,800.04981
9.5
10
0
0
0
141.55
DDoS
1,073
0.035495
87,559.7
16.83
63.36
4,467.786305
4,467.786305
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0
0
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1
1
5,723.14
460.14
554
541.167166
29.427518
549.06
83,711,506.702514
9.5
32.877066
41.654185
4,890.329916
0.19
141.55
Mirai
1,074
0.000327
54.78
6
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5.752477
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0
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0.02
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1
1
567.84
54
54.84
54.050113
0.198557
54.12
83,033,990.486494
9.5
10.397141
0.28171
0.568365
0.07
141.55
DDoS
1,075
0
182
17
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9.350655
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1
1
1,911
182
182
182
0
182
83,006,950.746208
9.5
19.078784
0
0
0
141.55
DoS
1,076
0.02185
21,475
17
64
19,681.465552
19,681.465552
0
0
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1
1
525
50
50
50
0
50
83,103,031.812315
9.5
10
0
0
0
141.55
DDoS
1,077
0
0
1
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1.973352
1.973352
0
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1
1
1
441
42
42
42
0
42
83,124,064.554924
9.5
9.165151
0
0
0
141.55
DDoS
1,078
0.95345
32,649
17
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5,719.609398
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0
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1
1
525
50
50
50
0
50
83,102,355.83075
9.5
10
0
0
0
141.55
DDoS
1,079
0
1.46
1.05
63.89
0
0
0
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0.01
0.01
0
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1
1
1
9,630.84
362.72
1,467.92
898.597601
544.680734
924.32
83,284,240.299827
9.5
42.231389
770.294569
312,355.050506
0.95
141.55
DDoS
1,080
0.060152
19,838.5
17
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10,393.776473
10,393.776473
0
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1
1
525
50
50
50
0
50
83,097,869.200527
9.5
10
0
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0
141.55
DDoS
1,081
0
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6
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11.65515
11.65515
0
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1
1
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1
1
567
54
54
54
0
54
83,330,982.399835
9.5
10.392305
0
0
0
141.55
DDoS
1,082
0
54
6
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3.930694
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1
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1
1
567
54
54
54
0
54
82,985,464.48468
9.5
10.392305
0
0
0
141.55
DoS
1,083
0
54
6
64
3.093163
3.093163
0
1
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1
0
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1
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1
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1
1
567
54
54
54
0
54
83,345,135.099505
9.5
10.392305
0
0
0
141.55
DDoS
1,084
33.700009
430,393.7
8.2
183.9
52.454325
52.454325
0
0
0
0
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1
0
0
0.1
1.2
0
16.9
394.5
0
1
0
0
0
0
0
1
0
0
0
0
1
1
658.2
82.4
230
137.470159
67.784699
98.8
0.005176
5.5
16.436485
95.862041
5,134.084873
0.9
38.5
Benign
1,085
8.733242
167.28
6.11
65.91
0.343579
0.343579
0
0
1
0
0
0
0
0
0
2.97
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
581.08
54
68.08
54.870371
3.381156
55.76
82,972,976.518275
9.5
10.472564
4.794998
144.256431
0.08
141.55
DoS
1,086
0
54
6
64
1.657386
1.657386
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,033,931.833445
9.5
10.392305
0
0
0
141.55
DDoS
1,087
0.257928
28,918
16.84
65.91
5,049.422378
5,049.422378
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
527.2
50
52.2
50.153754
0.556995
50.2
83,123,574.771762
9.5
10.015316
0.789224
2.85895
0.11
141.55
DDoS
1,088
0
54
6
64
2.437226
2.437226
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,067,422.83304
9.5
10.392305
0
0
0
141.55
DDoS
1,089
0.016212
5,169.5
16.67
65.27
6,330.907643
6,330.907643
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
527.2
50
52.2
50.14389
0.539456
50.3
83,103,003.057102
9.5
10.014402
0.765177
1.8781
0.17
141.55
DDoS
1,090
0.049037
75.91
6.11
64.64
6.621274
6.621274
0
0
0
0
1
1
0
0
0.02
0
0
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
583.9
54
70.9
54.994566
3.970231
56.58
83,318,144.989789
9.5
10.485382
5.634282
123.772554
0.13
141.55
DDoS
1,091
0.034859
10,959
17
64
11,903.750891
11,903.750891
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525
50
50
50
0
50
83,495,216.877881
9.5
10
0
0
0
141.55
DDoS
1,092
0
0
1
64
3.996723
3.996723
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
441
42
42
42
0
42
83,149,749.808735
9.5
9.165151
0
0
0
141.55
DDoS
1,093
0.002727
58.34
5.94
63.36
115.065452
115.065452
0
0
1
0
0
0
0
0
0
1
0
0.01
0.04
0
0
0
0
0
0
0
1
0
0
0
0
1
1
569.16
54.06
56.16
54.275208
0.587953
54.18
83,089,857.370605
9.5
10.418566
0.832853
1.392031
0.27
141.55
DDoS
1,094
2.344646
107.46
6
64
0.844477
0.844477
0
0
1
0
0
0
0
0
0
1.99
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,353.27498
9.5
10.392305
0
0
0
141.55
DDoS
1,095
0
0.62
46.13
67.64
6.676875
6.676875
0
0
0
0
0
0
0
0
0
0.01
0
0
0.01
0
0
0
0
0
0
0
0
0
0
0
0
1
1
6,084.62
518.04
592
581.934311
25.09327
581.48
83,681,069.974402
9.5
34.105977
35.538514
4,542.503515
0.14
141.55
Mirai
1,096
2.348222
108
6
64
0.851966
0.851966
0
0
1
0
0
0
0
0
0
2
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,362,399.582457
9.5
10.392305
0
0
0
141.55
DDoS
1,097
0.160573
19,800.5
17
64
101,642.137414
101,642.137414
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
1
525
50
50
50
0
50
83,106,479.529113
9.5
10
0
0
0
141.55
DDoS
1,098
0
54
6
64
23.621431
23.621431
0
1
0
1
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,344,758.238019
9.5
10.392305
0
0
0
141.55
DDoS
1,099