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
0
451k
0
54
6
64
0.329807
0.329807
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
83,343,831.920139
9.5
10.392305
0
0
0
141.55
DDoS
0
0
57.04
6.33
64
4.290556
4.290556
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
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1
0
0
0
0
1
1
581.33
54
66.3
54.796404
2.822973
57.04
82,926,067.466664
9.5
10.464666
4.010353
160.987842
0.05
141.55
DoS
1
0
0
1
64
33.396799
33.396799
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
83,127,993.927672
9.5
9.165151
0
0
0
141.55
DDoS
2
0.328175
76,175
17
64
4,642.13301
4,642.13301
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
83,015,696.380977
9.5
10
0
0
0
141.55
DoS
3
0.11732
101.73
6.11
65.91
6.202211
6.202211
0
0
1
0
0
0
0
0
0
1.01
0.04
0
0.02
0
0
0
0
0
0
0
1
0
0
0
0
1
1
644.6
57.88
131.6
67.95923
23.113111
57.88
82,972,999.182478
9.5
11.346876
32.716243
3,016.808286
0.19
141.55
DoS
4
0
0
47
64
1.954123
1.954123
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
83,698,395.126129
9.5
34.409301
0
0
0
141.55
Mirai
5
1.052463
108
6
64
1.902353
1.902353
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
83,365,480.004616
9.5
10.392305
0
0
0
141.55
DDoS
6
0.142555
2,322.79
6.66
79.77
493.283636
493.283636
0
0
0
0
0
1
0
0
0
0.02
0
1
30.41
0
1
0
0
0
0
0
1
0
0
0
0
1
1
973.23
62.4
166.71
93.907305
35.347029
94.41
83,707,173.305669
9.5
13.422817
48.122903
3,201.472632
0.38
141.55
Mirai
7
0.002135
192.52
16.89
65.73
16.88324
16.88324
0
0
0
0
0
0
0
0
0.01
0
0
0.01
0.02
0
0
0
0
0
0
0
0
1
0
0
0
1
1
1,885.4
156.4
180.72
177.394893
7.624944
180.72
83,007,316.822621
9.5
18.809396
10.792987
328.325187
0.19
141.55
DoS
8
0
54.2
6
64
11.243547
11.243547
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
569.4
54
56.4
54.175977
0.619849
54.2
83,089,056.366765
9.5
10.409168
0.878113
3.254011
0.12
141.55
DDoS
9
0.223192
61.54
6.11
64.64
9.087882
9.087882
0
0
0
0
1
1
0
0
0
0
0.11
0.99
0.99
0
0
0
0
0
0
0
1
0
0
0
0
1
1
573.93
54
60.93
54.444954
1.692073
54.77
83,330,874.200047
9.5
10.434347
2.39878
32.14068
0.09
141.55
DDoS
10
0
54
6
64
17.333181
17.333181
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
83,075,921.333143
9.5
10.392305
0
0
0
141.55
DDoS
11
0
0
1
75.46
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
83,150,047.381771
9.5
9.165151
0
0
0
141.55
DDoS
12
6.745006
108
6
64
0.296516
0.296516
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
82,943,426.931501
9.5
10.392305
0
0
0
141.55
DoS
13
0
0
1
64
1.507148
1.507148
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
83,150,315.600868
9.5
9.165151
0
0
0
141.55
DDoS
14
0.019979
58.56
6.11
64.64
1.62796
1.62796
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
587.88
54
74.88
56.433378
6.330105
55.16
82,943,431.125593
9.5
10.60966
8.960901
236.009885
0.18
141.55
DoS
15
0.088335
29,216
17
64
7,752.316374
7,752.316374
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
83,102,326.66587
9.5
10
0
0
0
141.55
DDoS
16
0.009798
11,833.5
16.68
67.82
24,151.398972
24,151.398972
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
530
50
55
50.396636
1.327509
50.4
83,011,689.374329
9.5
10.039417
1.880409
7.235812
0.25
141.55
DoS
17
0
54
6
64
50.099188
50.099188
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
83,093,981.154316
9.5
10.392305
0
0
0
141.55
DDoS
18
0.008513
9,025
17
64
21,095.833393
21,095.833393
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
83,012,428.32223
9.5
10
0
0
0
141.55
DoS
19
0.09217
16,692.5
17
64
4,124.115328
4,124.115328
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
83,123,733.348279
9.5
10
0
0
0
141.55
DDoS
20
0
0
1
64
14.328371
14.328371
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
83,149,624.722878
9.5
9.165151
0
0
0
141.55
DDoS
21
37.887028
1,687,747.1
9.3
63.5
34.048221
34.048221
0
0
0
0
0
1
0
0
0
0
0
58.6
1,610.8
0
1
0
0
0
0
0
1
0
0
0
0
1
1
2,733.2
77
817.5
356.406944
332.122451
817.5
0.005235
5.5
24.333355
469.692075
209,236.192461
0.9
38.5
Benign
22
0
81
6
64
37.23935
37.23935
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
82,925,823.777276
9.5
10.392305
0
0
0
141.55
DoS
23
0
0
1
64
4,972.500296
4,972.500296
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
83,128,576.459921
9.5
9.165151
0
0
0
141.55
DDoS
24
0
53.46
5.94
63.36
0.329388
0.329388
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
568.02
54
55.02
54.105864
0.299135
54.06
83,068,547.055392
9.5
10.402469
0.423495
0.551418
0.17
141.55
DDoS
25
0.199232
755,901
6
64
3,244.965758
3,244.965758
0
0
0
0
0
1
0
0
0
0
0
119
646.5
0
1
0
0
0
0
0
1
0
0
0
0
1
1
363
66
66
66
0
66
0.000006
5.5
11.489125
0
0
0
38.5
Spoofing
26
0
0
47
64
3.118461
3.118461
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
83,676,994.778597
9.5
34.409301
0
0
0
141.55
Mirai
27
0.941905
130.68
6
64
3.044595
3.044595
0
0
1
0
0
0
0
0
0
2.42
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,362,094.360631
9.5
10.392305
0
0
0
141.55
DDoS
28
0
54
6
64
114.09657
114.09657
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
83,072,244.960673
9.5
10.392305
0
0
0
141.55
DDoS
29
0.182352
30,274
17
64
5,555.451084
5,555.451084
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
83,106,701.971994
9.5
10
0
0
0
141.55
DDoS
30
0
54
6
64
11.65243
11.65243
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
83,362,640.063556
9.5
10.392305
0
0
0
141.55
DDoS
31
6.661733
108
6
64
0.300222
0.300222
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
82,943,426.946492
9.5
10.392305
0
0
0
141.55
DoS
32
0
0
1
64
16.8278
16.8278
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
83,128,033.40459
9.5
9.165151
0
0
0
141.55
DDoS
33
0
0
0.99
63.36
6.544966
6.544966
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
441.18
42
42.18
42.009
0.03923
42.18
83,149,812.24426
9.5
9.165151
0
0
0
141.55
DDoS
34
0
54
6
64
20.436094
20.436094
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
83,348,228.761385
9.5
10.392305
0
0
0
141.55
DDoS
35
0
54
6
64
60.873119
60.873119
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
83,331,101.699234
9.5
10.392305
0
0
0
141.55
DDoS
36
0
54
6
64
24.207439
24.207439
0
1
0
1
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,344,976.840306
9.5
10.392305
0
0
0
141.55
DDoS
37
0.106348
38,217
17
64
8,857.995581
8,857.995581
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
83,102,400.479794
9.5
10
0
0
0
141.55
DDoS
38
0
54
6
64
2.104608
2.104608
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
83,349,321.341529
9.5
10.392305
0
0
0
141.55
DDoS
39
0
54
6
64
1.076698
1.076698
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
83,330,936.88698
9.5
10.392305
0
0
0
141.55
DDoS
40
0.017671
5,565.41
15.61
81.75
9,027.058915
9,027.058915
0
0
0
0
0
0
0
0
0
0
0
0.01
0.01
0
0
0
0
0
0
0
0
1
0
0
0
1
1
551.37
50
64.87
51.493787
3.620237
58.51
83,123,585.266459
9.5
10.135101
5.165004
400.663986
0.11
141.55
DDoS
41
7.05314
108
6
64
0.283562
0.283562
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
82,981,049.183261
9.5
10.392305
0
0
0
141.55
DoS
42
0
54
6
64
32.396578
32.396578
0
1
0
1
0
0
0
0
1
0
1
0
0
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,344,977.338058
9.5
10.392305
0
0
0
141.55
DDoS
43
0
54
6
64
2.529985
2.529985
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
83,330,936.626919
9.5
10.392305
0
0
0
141.55
DDoS
44
0
123.04
6
64
12.615112
12.615112
0
0
1
0
0
0
0
0
0
0.73
0.27
0
0.16
0
0
0
0
0
0
0
1
0
0
0
0
1
1
1,310.8
84.16
165.76
123.215391
38.997886
123.04
83,089,437.897719
9.5
15.534241
55.145414
2,236.901806
0.71
141.55
DDoS
45
0
0
0.99
72.91
3.08185
3.08185
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
442.44
42
43.44
42.089015
0.3458
42.18
83,128,755.474452
9.5
9.17485
0.490397
1.508881
0.08
141.55
DDoS
46
0
54
6
64
12.389721
12.389721
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
82,980,870.536586
9.5
10.392305
0
0
0
141.55
DoS
47
0.001204
55.12
6
64
18.821084
18.821084
0
0
1
0
0
0
0
0
0
1.01
0.01
0
0.01
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567.32
54
54.32
54.019781
0.076844
54.04
83,090,046.444956
9.5
10.394216
0.108977
0.074513
0.08
141.55
DDoS
48
0
0
1
64
0.800842
0.800842
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
83,149,998.094934
9.5
9.165151
0
0
0
141.55
DDoS
49
0.063454
25,479
17
64
8,034.747371
8,034.747371
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
83,123,582.605923
9.5
10
0
0
0
141.55
DDoS
50
0
54
6
64
24.009571
24.009571
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
83,089,242.171768
9.5
10.392305
0
0
0
141.55
DDoS
51
0.143941
32,324.5
17
64
5,398.429353
5,398.429353
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
83,098,539.874448
9.5
10
0
0
0
141.55
DDoS
52
0
0
1
64
1.210802
1.210802
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
83,128,823.935018
9.5
9.165151
0
0
0
141.55
DDoS
53
48.272384
128,041.4
10.4
97.8
39,966.184035
39,966.184035
0
0
0
0
0
1
0
0
0
0.4
0
312.5
677.1
0
1
0
0
0
0
0
1
0
0
0
0
1
1
10,171.8
55.6
1,566.4
661.318481
694.90707
636.4
166,520,013.984598
13.5
36.393289
983.968335
484,212.324176
1
244.6
Benign
54
0.000302
745.01
6.16
65.91
66.669323
66.669323
0
0
0
0
0
0
0
0
0
0
0
0
0.49
0
0
0
0
0
0
0
0
0
0
0
0
1
1
9,716.92
330.13
1,479.8
927.175603
538.441929
923.92
83,335,506.160853
9.5
42.884646
761.34849
308,670.82169
0.94
141.55
DDoS
55
0
2.3
1.15
65.27
70.058992
70.058992
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
467.96
42
66.62
44.095772
6.486489
44.06
83,153,707.443454
9.5
9.375082
9.187337
323.840612
0.14
141.55
DDoS
56
0.152987
17,635
17
64
3,601.595667
3,601.595667
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
83,106,187.949508
9.5
10
0
0
0
141.55
DDoS
57
0
79.38
5.88
62.72
9.872114
9.872114
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
567.3
54
54.18
54.015649
0.050157
54.12
82,925,790.677608
9.5
10.393837
0.071518
0.086701
0.03
141.55
DoS
58
0
54
6
64
71.878121
71.878121
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
83,067,439.879422
9.5
10.392305
0
0
0
141.55
DDoS
59
0
54
6
64
926.713213
926.713213
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
83,348,625.287232
9.5
10.392305
0
0
0
141.55
DDoS
60
0
162
17
64
25.336338
25.336338
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
1,701
162
162
162
0
162
83,008,107.345343
9.5
18
0
0
0
141.55
DoS
61
0
0
1
64
2.982356
2.982356
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
83,124,530.918423
9.5
9.165151
0
0
0
141.55
DDoS
62
0
54
6
64
7.39834
7.39834
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
83,313,727.328551
9.5
10.392305
0
0
0
141.55
DDoS
63
0
54
6
64
3.585884
3.585884
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
83,313,810.603918
9.5
10.392305
0
0
0
141.55
DDoS
64
0
54
6
64
34.467065
34.467065
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
83,349,144.64562
9.5
10.392305
0
0
0
141.55
DDoS
65
0.086804
20,793.44
17
64
5,429.283758
5,429.283758
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
536.76
50
61.76
50.638011
2.662456
52.94
83,016,348.403808
9.5
10.060058
3.787534
179.402628
0.04
141.55
DoS
66
0
55.52
6
65.69
295.113738
295.113738
0
0
1
0
0
0
0
0
0
0.99
0
0.01
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
583.72
54
70.72
55.168533
4.233164
55.52
83,362,223.937451
9.5
10.499854
5.998103
165.132926
0.11
141.55
DDoS
67
3.689854
1,999,693.34
16.83
64
967.363559
967.363559
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
5,644.2
381.2
554
533.861699
52.38708
544.4
83,759,012.775431
9.5
32.656804
74.159179
8,089.021322
0.36
141.55
Mirai
68
0
0
1
64
5.574181
5.574181
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
83,127,777.761014
9.5
9.165151
0
0
0
141.55
DDoS
69
48.095663
101,026.4
8.8
137.7
13.947935
13.947935
0
0
0
0
0
1
0
0
0
0.8
0
137.9
334.7
0
1
0
0
0
0
0
1
0
0
0
0
1
1
6,720.3
156
3,922.9
1,177.51123
1,302.11719
919.3
0.027246
5.5
47.21417
1,841.471789
2,063,959.135738
0.9
38.5
Benign
70
0
0
1
64
163.479196
163.479196
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
83,123,999.449689
9.5
9.165151
0
0
0
141.55
DDoS
71
0
54
6
64
6.26977
6.26977
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
83,068,281.052859
9.5
10.392305
0
0
0
141.55
DDoS
72
0.001568
55.66
5.94
65.1
13.834713
13.834713
0
0
1
0
0
0
0
0
0
0.98
0
0.02
0.03
0
0
0
0
0
0
0
1
0
0
0
0
1
1
569.46
54
56.46
54.160518
0.602912
54.3
83,361,295.927885
9.5
10.407749
0.854917
2.605696
0.2
141.55
DDoS
73
0
54
6
64
11.096923
11.096923
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
83,076,118.731582
9.5
10.392305
0
0
0
141.55
DDoS
74
2.814847
160.38
5.94
63.36
1.055136
1.055136
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
568.08
54
55.08
54.125864
0.327419
54.06
83,361,307.935367
9.5
10.404376
0.463495
0.631418
0.18
141.55
DDoS
75
2.3345
1,092,305.45
16.84
72.79
799.009104
799.009104
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
5,478.28
455.04
554
526.350156
39.362002
526.65
83,759,393.007874
9.5
32.376356
55.749657
7,805.972476
0.21
141.55
Mirai
76
0
54
6
64
31.709476
31.709476
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
83,075,976.372733
9.5
10.392305
0
0
0
141.55
DDoS
77
46.342407
1,301,464.8
4.8
168.3
34.22313
34.22313
0
0
0
0
0
1
0
0
0
1.2
0
58.8
1,243.2
0
1
0
0
0
0
0
1
0
0
0
0
1
1
361.2
64.8
66
65.813333
0.428562
64.8
0.03805
5.5
11.472815
0.606078
0.931556
0.2
38.5
Benign
78
0
54
6
64
0.568905
0.568905
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
83,072,370.755912
9.5
10.392305
0
0
0
141.55
DDoS
79
0.000769
55.68
6
64
47.448741
47.448741
0
0
0
0
0
0
0
0
0.02
0
0
0.01
0.03
0
0
0
0
0
0
0
1
0
0
0
0
1
1
568.56
54
55.56
54.120586
0.411596
54.12
82,955,885.316434
9.5
10.403885
0.582993
1.328944
0.13
141.55
DoS
80
0
54
6
64
17.193223
17.193223
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
83,331,863.697136
9.5
10.392305
0
0
0
141.55
DDoS
81
0
54
6
64
2.468323
2.468323
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
83,093,975.984662
9.5
10.392305
0
0
0
141.55
DDoS
82
2.918451
108
6
64
0.685296
0.685296
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
83,362,147.647648
9.5
10.392305
0
0
0
141.55
DDoS
83
0
55.64
6.11
63.37
0.523337
0.523337
0
0
0
0
1
1
0
0
0
0
0
0.99
0.99
0
0
0
0
0
0
0
1
0
0
0
0
1
1
580.12
54
67.12
54.811028
3.150623
55.64
83,314,550.544523
9.5
10.467321
4.468066
125.255713
0.08
141.55
DDoS
84
0
54
6
64
2.801612
2.801612
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
83,348,614.381007
9.5
10.392305
0
0
0
141.55
DDoS
85
88.80775
5,290,348.6
7.1
63.6
61.443831
61.443831
0
0
0
0
0
1
0
0
0
1.6
0
250.3
5,158.3
0
1
0
0
0
0
0
1
0
0
0
0
1
1
7,898.4
1,227.3
1,514
1,469.563333
101.938534
1,227.3
0.001833
5.5
54.184531
144.162858
52,769.983222
0.2
38.5
Benign
86
0
0.58
46.59
65.91
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
6,135.9
511.9
592
584.98107
22.174725
586.66
83,702,743.732633
9.5
34.200002
31.400214
3,376.862084
0.15
141.55
Mirai
87
0.110296
6.66
1.37
67.82
0.387674
0.387674
0
0
0
0
0
0
0
0
0
0.01
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
460.31
42
51.1
43.522208
3.227652
43.46
83,128,694.13107
9.5
9.321594
4.570727
75.477319
0.14
141.55
DDoS
88
0
54
6
64
26.206842
26.206842
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
83,345,129.055084
9.5
10.392305
0
0
0
141.55
DDoS
89
0
54
6
64
13.736908
13.736908
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
83,093,109.751435
9.5
10.392305
0
0
0
141.55
DDoS
90
0.258358
72.36
6
64
2.681959
2.681959
0
0
1
0
0
0
0
0
0
1.34
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,671.204285
9.5
10.392305
0
0
0
141.55
DDoS
91
0.007037
10,875
17
64
31,003.088863
31,003.088863
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
83,028,632.280326
9.5
10
0
0
0
141.55
DoS
92
0.001511
2
45.76
62.56
18.573067
18.573067
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
6,001.7
510.7
592
574.680079
32.743003
575.94
83,693,904.416321
9.5
33.875733
46.36292
7,206.886594
0.15
141.55
Mirai
93
0
54
6
64
3.915465
3.915465
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
83,076,368.758231
9.5
10.392305
0
0
0
141.55
DDoS
94
7.942958
108.18
6.11
65.91
0.249435
0.249435
0
0
0
0
0
0
0
0
0
0
0.01
0
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
570.24
54
57.24
54.20803
0.791099
54.36
82,943,163.706199
9.5
10.412197
1.121507
7.025522
0.09
141.55
DoS
95
0
54
6
64
7.509286
7.509286
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
83,344,068.608245
9.5
10.392305
0
0
0
141.55
DDoS
96
0
0
1
64
24.492987
24.492987
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
83,123,992.202361
9.5
9.165151
0
0
0
141.55
DDoS
97
0
56.45
6.11
64
2.939548
2.939548
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
598.85
54
85.85
56.461962
8.403415
56.45
83,344,543.294975
9.5
10.61088
11.902766
553.95741
0.13
141.55
DDoS
98
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
83,150,192.51004
9.5
9.165151
0
0
0
141.55
DDoS
99
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