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
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DDoS
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83,102,279.74449
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10.330235
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82,985,892.95985
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83,068,405.890254
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4.31816
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82,950,857.214475
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83,072,053.824479
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15.264365
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42
42
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42
83,150,561.999329
9.5
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0.016898
10,706.5
16.68
67.82
12,684.655287
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50.099304
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50.4
83,011,751.300493
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0.422088
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141.55
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1.953035
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582.09
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68.01
55.049629
3.513464
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83,365,390.686039
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10.489732
4.979641
114.844314
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141.55
DDoS
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567
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83,313,986.690659
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DDoS
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44,550
16.83
63.36
23,630.188201
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526.1
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51.1
50.076877
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50.1
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141.55
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104,551.621678
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73.55
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55.02
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12,290
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2,817.2
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166,518,510.319099
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38.391886
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718,112.655567
1
244.6
Benign
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13,863.511606
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83,098,584.397563
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2,126
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2.440003
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584.4
54
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55.003914
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535.15
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441
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1,727.16
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567
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83,344,165.652983
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DDoS
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567
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DDoS
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568.02
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DDoS
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441
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42
42
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83,150,264.016279
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DDoS
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525
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DDoS
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441
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83,149,994.654422
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DDoS
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0
0
0
0
0
1
1
1
444.06
42
45.06
42.317593
0.897405
42.18
83,127,792.143726
9.5
9.199377
1.270485
4.962759
0.17
141.55
DDoS
2,140
0
0
1
64
9.545797
9.545797
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
83,124,138.363191
9.5
9.165151
0
0
0
141.55
DDoS
2,141
0.663045
93.57
6.11
64.64
1.790183
1.790183
0
0
1
0
0
0
0
0
0
1.55
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
580.72
54
67.72
54.818508
3.243098
55.96
83,361,351.126214
9.5
10.46762
4.601269
151.627165
0.07
141.55
DDoS
2,142
0.069483
36,225
17
64
10,424.985061
10,424.985061
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
83,016,564.27074
9.5
10
0
0
0
141.55
DoS
2,143
0.122709
40,117.5
17
64
6,567.615254
6,567.615254
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
83,107,456.935833
9.5
10
0
0
0
141.55
DDoS
2,144
0
0
1
64
40.024849
40.024849
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
83,124,530.537708
9.5
9.165151
0
0
0
141.55
DDoS
2,145
0.073914
21,673.5
17
64
5,893.171308
5,893.171308
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
83,102,805.307653
9.5
10
0
0
0
141.55
DDoS
2,146
0
54
6
64
19.742946
19.742946
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,068,388.429725
9.5
10.392305
0
0
0
141.55
DDoS
2,147
10.04616
511,328.38
16.34
65.27
37.452905
37.452905
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
9,398.02
338.94
1,502.48
921.064915
545.621664
879.12
83,370,872.361793
9.5
42.7953
771.602114
313,596.555277
0.95
141.55
DDoS
2,148
0.045954
9.52
46.29
64.47
41.571497
41.571497
0
0
0
0
0
0
0
0
0
0.09
0
0
0.05
0
0
0
0
0
0
0
0
0
0
0
0
1
1
6,114.56
490.56
592
584.180715
26.561638
582.82
83,681,546.999322
9.5
34.177574
37.63331
3,144.340349
0.23
141.55
Mirai
2,149
0
54
6
64
35.734997
35.734997
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
83,093,398.356509
9.5
10.392305
0
0
0
141.55
DDoS
2,150
0.014625
12,222.5
17
64
26,861.793736
26,861.793736
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
83,015,914.903019
9.5
10
0
0
0
141.55
DoS
2,151
0
54
6
64
2.34062
2.34062
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,076,371.210115
9.5
10.392305
0
0
0
141.55
DDoS
2,152
0
57.28
6.22
65.53
31.481974
31.481974
0
0
0
0
0
0
0
0
0
0
0
0.01
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
603.72
55.76
90.72
60.408022
10.815574
57.28
83,067,290.751494
9.5
10.88683
14.840357
620.739807
0.19
141.55
DDoS
2,153
4.284237
270
6
64
1.167069
1.167069
0
0
1
0
0
0
0
0
0
5
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,482.969325
9.5
10.392305
0
0
0
141.55
DDoS
2,154
3.505504
142.02
6
64
0.870225
0.870225
0
0
1
0
0
0
0
0
0
2.63
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,361,110.752491
9.5
10.392305
0
0
0
141.55
DDoS
2,155
0.048494
16,790.4
16.45
63.57
12,286.439077
12,286.439077
0
0
0
0
0
0
0
0
0.04
0.1
0
0.07
0.3
0
0
0
0
0
0
0
0
1
0
0
0
1
1
572.9
50
89.58
53.230826
9.801627
54.75
83,123,515.717534
9.5
10.285433
13.890113
935.060499
0.13
141.55
DDoS
2,156
0
54
6
64
8.838953
8.838953
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
83,034,117.39293
9.5
10.392305
0
0
0
141.55
DDoS
2,157
0.014751
55.08
6
64
2.806368
2.806368
0
0
1
0
0
0
0
0
0
1
0.02
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,985,394.549552
9.5
10.392305
0
0
0
141.55
DoS
2,158
0.03595
14,295.5
17
64
9,774.133969
9,774.133969
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
83,102,850.447679
9.5
10
0
0
0
141.55
DDoS
2,159
0
0
1
64
12.922151
12.922151
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
83,150,652.377103
9.5
9.165151
0
0
0
141.55
DDoS
2,160
4.987548
108
6
64
0.400999
0.400999
0
0
1
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,985,282.925739
9.5
10.392305
0
0
0
141.55
DoS
2,161
5.465371
108
6
64
0.365941
0.365941
0
0
1
0
0
0
0
0
0
2
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,981,672.110629
9.5
10.392305
0
0
0
141.55
DoS
2,162
0.191505
36,163
17
64
4,463.320257
4,463.320257
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
83,101,864.691964
9.5
10
0
0
0
141.55
DDoS
2,163
0.073903
7,992.5
17
64
6,474.163264
6,474.163264
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
83,106,923.040374
9.5
10
0
0
0
141.55
DDoS
2,164
0
54
6
64
3.759578
3.759578
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
83,093,173.40619
9.5
10.392305
0
0
0
141.55
DDoS
2,165
4.94208
108
6
64
0.404688
0.404688
0
0
1
0
0
0
0
0
0
2
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,985,451.074911
9.5
10.392305
0
0
0
141.55
DoS
2,166
0.026164
68.2
6.22
67.38
5.808067
5.808067
0
0
0
0
1
1
0
0
0
0
0
0.98
0.98
0
0
0
0
0
0
0
1
0
0
0
0
1
1
572.4
54
56.8
54.430524
0.996357
54.4
83,314,729.113258
9.5
10.433214
1.411011
7.195728
0.14
141.55
DDoS
2,167
0
0
47
64
14.009733
14.009733
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
83,677,543.675734
9.5
34.409301
0
0
0
141.55
Mirai
2,168
0.006348
62.64
6
64
48.918512
48.918512
0
0
0
0
1
1
0
0
0
0
0.16
1
1
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,314,867.060088
9.5
10.392305
0
0
0
141.55
DDoS
2,169
0
0
1
64
14.033242
14.033242
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
83,129,043.576116
9.5
9.165151
0
0
0
141.55
DDoS
2,170
1.078447
578,209.8
17
64
1,006.871206
1,006.871206
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
83,784,866.965611
9.5
33.286634
0
0
0
141.55
Mirai
2,171
0
0
1
64
15.256342
15.256342
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
83,149,577.471602
9.5
9.165151
0
0
0
141.55
DDoS
2,172
0
54
6
64
21.829302
21.829302
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
83,088,831.921669
9.5
10.392305
0
0
0
141.55
DDoS
2,173
0.011038
62.93
5.94
67.18
10.460523
10.460523
0
0
1
0
0
0
0
0
0
1.01
0.01
0.03
0.14
0
1
0
0
0
0
0
1
0
0
0
0
1
1
570.53
54
56.25
54.196771
0.540395
54.93
83,093,967.51016
9.5
10.411147
0.768968
6.831793
0.09
141.55
DDoS
2,174
0.44378
40,654
17
64
2,857.034209
2,857.034209
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
83,123,637.104715
9.5
10
0
0
0
141.55
DDoS
2,175
0
54
6
64
1.811899
1.811899
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,925,088.382067
9.5
10.392305
0
0
0
141.55
DoS
2,176
0
53.46
5.94
63.36
0
0
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
567.12
54
54.12
54.006158
0.026475
54.06
83,344,264.072612
9.5
10.392912
0.037895
0.0359
0.02
141.55
DDoS
2,177
0.103419
35,743
17
64
6,929.074263
6,929.074263
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
83,102,355.854058
9.5
10
0
0
0
141.55
DDoS
2,178
0.11778
32,760.2
16.73
67.63
8,438.005478
8,438.005478
0
0
0
0
0
0
0
0
0
0.05
0
0
0.03
0
0
0
0
0
0
0
0
1
0
0
0
1
1
532.28
50
54.08
50.726339
1.440773
50.44
83,011,844.479832
9.5
10.070998
2.039718
12.540452
0.17
141.55
DoS
2,179
0
54
6
64
0
0
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
83,313,872.440461
9.5
10.392305
0
0
0
141.55
DDoS
2,180
0
54
6
64
2.596508
2.596508
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
83,348,181.845382
9.5
10.392305
0
0
0
141.55
DDoS
2,181
0
58
6
48.7
0.133304
0.133304
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
1,045
58
204
67.764062
36.280658
58
166,429,025.009931
13.5
11.64389
51.419103
1,331.690213
1
244.6
Recon
2,182
0
54
6
64
12.754343
12.754343
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
82,972,879.178666
9.5
10.392305
0
0
0
141.55
DoS
2,183
0
54
6
64
44.327177
44.327177
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
83,344,765.585669
9.5
10.392305
0
0
0
141.55
DDoS
2,184
0
54
6
64
0.852723
0.852723
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
83,340,854.970679
9.5
10.392305
0
0
0
141.55
DDoS
2,185
0
54
6
64
0.996829
0.996829
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,546.974137
9.5
10.392305
0
0
0
141.55
DDoS
2,186
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
83,150,683.956434
9.5
9.165151
0
0
0
141.55
DDoS
2,187
0.076335
37,949
17
64
9,920.780937
9,920.780937
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
83,123,706.790186
9.5
10
0
0
0
141.55
DDoS
2,188
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
83,150,713.912667
9.5
9.165151
0
0
0
141.55
DDoS
2,189
4.098937
111.52
6.11
65.91
0.488131
0.488131
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
602.2
55.76
89.2
60.332022
10.484298
55.76
82,946,593.881553
9.5
10.88683
14.840357
620.739807
0.19
141.55
DoS
2,190
0
53.46
5.94
63.36
24.554515
24.554515
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
568.02
54
55.02
54.105864
0.299135
54.06
83,089,762.90996
9.5
10.402469
0.423495
0.551418
0.17
141.55
DDoS
2,191
0.130748
14,445
17
64
2,231.800839
2,231.800839
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
83,098,813.461314
9.5
10
0
0
0
141.55
DDoS
2,192
0.009863
60.1
6.11
63.96
4.26596
4.26596
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
600.44
54
87.44
58.572022
10.484298
55.76
83,072,468.841656
9.5
10.776277
14.840357
620.739807
0.19
141.55
DDoS
2,193
0
54
6
64
4.639671
4.639671
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
83,343,903.268339
9.5
10.392305
0
0
0
141.55
DDoS
2,194
0
54
6
64
1.053465
1.053465
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
83,314,024.364067
9.5
10.392305
0
0
0
141.55
DDoS
2,195
0
54
6
64
4.777311
4.777311
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
83,344,166.052868
9.5
10.392305
0
0
0
141.55
DDoS
2,196
0.254091
28,462
17
64
7,152.360124
7,152.360124
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
83,102,051.731882
9.5
10
0
0
0
141.55
DDoS
2,197
0
54
6
64
43.590092
43.590092
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,956,259.025504
9.5
10.392305
0
0
0
141.55
DoS
2,198
0.000269
81.54
6
64
4,081.224696
4,081.224696
0
0
1
0
0
0
0
0
0
1.51
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,361,045.191742
9.5
10.392305
0
0
0
141.55
DDoS
2,199