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
0.001333
55.64
6.05
63.22
43.708167
43.708167
0
0
1
0
0
0
0
0
0
0.99
0
0
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
573.15
54
59.19
54.598892
1.478331
54.53
83,088,808.944757
9.5
10.449055
2.094205
11.69895
0.2
141.55
DDoS
300
0
0
1
64
26.88915
26.88915
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
83,124,781.37914
9.5
9.165151
0
0
0
141.55
DDoS
301
0.031737
477.07
6.17
74.86
13.160185
13.160185
0
0
1
0
0
0
0
0
0
1.03
0
0.21
0.69
0
0
0
0
0
0
0
1
0
0
0
0
1
1
633.48
54
95.24
59.666409
11.887457
59.36
82,972,716.279317
9.5
10.892813
16.833703
505.626152
0.31
141.55
DoS
302
1.681602
1,573,746.26
16.56
63.1
1,607.008409
1,607.008409
0
0
0
0
0
0
0
0
0
0
0
0.06
0.1
0
0
0
0
0
0
0
0
1
0
0
0
1
1
5,587.18
479
554
536.206926
30.473878
535.38
83,789,014.277325
9.5
32.716486
43.147442
6,234.676518
0.15
141.55
Mirai
303
0
54
6
64
301.163495
301.163495
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
83,365,546.309519
9.5
10.392305
0
0
0
141.55
DDoS
304
0.471369
155.62
6.22
65.87
3.114476
3.114476
0
0
1
0
0
0
0
0
0
1.25
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
838.12
67.38
325.12
102.318388
80.481078
69.14
83,365,597.826685
9.5
12.842968
113.932024
35,906.268375
0.21
141.55
DDoS
305
0
0
1
64
1.302168
1.302168
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
83,150,256.783865
9.5
9.165151
0
0
0
141.55
DDoS
306
0
0
1
64
12.188209
12.188209
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
83,128,173.71029
9.5
9.165151
0
0
0
141.55
DDoS
307
0.096686
25,210.5
17
64
6,199.065828
6,199.065828
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
83,098,356.572188
9.5
10
0
0
0
141.55
DDoS
308
0
0
1
64
68.35233
68.35233
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
83,128,165.123933
9.5
9.165151
0
0
0
141.55
DDoS
309
2.566593
135.92
6.11
64
0.976046
0.976046
0
0
1
0
0
0
0
0
0
2.49
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
1
1
569.28
54
56.28
54.167178
0.588857
54.19
83,365,555.015373
9.5
10.40833
0.834207
2.936745
0.12
141.55
DDoS
310
0
54
6
64
1.460175
1.460175
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
83,345,155.327292
9.5
10.392305
0
0
0
141.55
DDoS
311
0.029721
128.03
6
64
21.050655
21.050655
0
0
0
0
1
1
0
0
0
0
0.1
1.15
1.29
0
0
0
0
0
0
0
1
0
0
0
0
1
1
571.56
54
58.56
54.623458
1.429677
54.24
83,314,005.473582
9.5
10.45093
2.023685
11.542682
0.19
141.55
DDoS
312
4.681498
108
6
64
0.427214
0.427214
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
82,946,958.899361
9.5
10.392305
0
0
0
141.55
DoS
313
0
0
1
64
118.393423
118.393423
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
83,124,655.350311
9.5
9.165151
0
0
0
141.55
DDoS
314
4.290622
108
6
64
0.466133
0.466133
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
82,985,579.940167
9.5
10.392305
0
0
0
141.55
DoS
315
0
54
6
64
1.847652
1.847652
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
83,313,883.146429
9.5
10.392305
0
0
0
141.55
DDoS
316
5.99314
204.5
6
63.92
0.354274
0.354274
0
0
1
0
0
0
0
0
0
1.96
0
0.06
0.17
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.6
54
54.36
54.031298
0.100314
54.24
82,985,347.375354
9.5
10.395361
0.143036
0.346802
0.03
141.55
DoS
317
0.063622
152.01
13.78
94.41
11.117403
11.117403
0
0
0
0
0
0
0
0
0
0.14
0.01
0.03
0.17
0
0
0
0
0
0
0
0
1
0
0
0
1
1
1,575.61
124.32
220.55
149.155212
26.50904
148.72
83,011,203.613929
9.5
17.198031
37.452069
3,334.103969
0.36
141.55
DoS
318
0
54
6
64
30.737072
30.737072
0
0
0
0
1
1
0
0
0
0
0.05
0.95
0.95
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,332,153.659592
9.5
10.392305
0
0
0
141.55
DDoS
319
0.05142
42,459.36
16.84
66.55
16,934.284313
16,934.284313
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
530.52
50
55.52
50.325075
1.297185
50.84
83,016,471.022514
9.5
10.032313
1.840855
13.349534
0.13
141.55
DoS
320
4.633375
108
6
64
0.431651
0.431651
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
82,973,030.663599
9.5
10.392305
0
0
0
141.55
DoS
321
0
54
6
64
1.980188
1.980188
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
83,330,862.967744
9.5
10.392305
0
0
0
141.55
DDoS
322
0.038764
34,025
17
64
17,552.80965
17,552.80965
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
83,016,343.69604
9.5
10
0
0
0
141.55
DoS
323
0
54
6
64
24.659669
24.659669
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
83,330,947.155857
9.5
10.392305
0
0
0
141.55
DDoS
324
0.726263
127.96
6
79.34
44.086829
44.086829
0
0
1
0
0
0
0
0
0.01
1.66
0
0.06
0.25
0
0
0
0
0
0
0
1
0
0
0
0
1
1
809.76
54.8
281.4
81.307682
67.13618
69.96
83,365,607.122405
9.5
12.162549
95.051804
23,584.53303
0.26
141.55
DDoS
325
4.848344
101.44
6.05
67.18
0.359015
0.359015
0
0
0
0
1
1
0
0
0
0
0
1.85
1.85
0
0
0
0
0
0
0
1
0
0
0
0
1
1
581.62
54.12
67.48
56.023805
4.106767
55.06
83,331,696.746588
9.5
10.573266
5.717461
91.190434
0.19
141.55
DDoS
326
0.005583
163.08
16.89
65.91
5.626683
5.626683
0
0
0
0
0
0
0
0
0
0.02
0.01
0
0.01
0
0
0
0
0
0
0
0
1
0
0
0
1
1
1,699.52
159.84
162.68
161.923158
0.525836
161.6
83,007,913.566192
9.5
17.993628
0.682105
11.63169
0.02
141.55
DoS
327
0.00232
54.5
5.83
62.59
9.82474
9.82474
0
0
0
0
1
1
0
0
0
0
0
0.98
0.99
0
0
0
0
0
0
0
1
0
0
0
0
1
1
569.32
54
55.76
54.122531
0.427182
55.08
83,332,034.90673
9.5
10.401646
0.539909
3.071301
0.09
141.55
DDoS
328
0
54
6
64
1.990561
1.990561
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
83,068,522.168266
9.5
10.392305
0
0
0
141.55
DDoS
329
4.841398
109.14
6
65.73
0.4379
0.4379
0
0
1
0
0
0
0
0
0
2.01
0
0
0.02
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
82,985,354.316979
9.5
10.41426
1.070629
4.181307
0.14
141.55
DoS
330
0
54
6
64
15.138499
15.138499
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
83,345,001.503671
9.5
10.392305
0
0
0
141.55
DDoS
331
0
54
6
64
3.072489
3.072489
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
83,348,396.008306
9.5
10.392305
0
0
0
141.55
DDoS
332
0.213411
29,205
17
64
5,848.780617
5,848.780617
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
83,102,278.564271
9.5
10
0
0
0
141.55
DDoS
333
0
54
6
64
4.015758
4.015758
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
82,973,142.680658
9.5
10.392305
0
0
0
141.55
DoS
334
0.121475
28,317.5
17
64
3,837.7073
3,837.7073
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
83,123,464.38039
9.5
10
0
0
0
141.55
DDoS
335
0.158025
22,116.5
17
64
4,341.967531
4,341.967531
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
83,101,808.684968
9.5
10
0
0
0
141.55
DDoS
336
0.032278
32,525
17
64
20,144.4297
20,144.4297
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
83,028,630.710469
9.5
10
0
0
0
141.55
DoS
337
0
54
6
64
3.449518
3.449518
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
83,094,338.406881
9.5
10.392305
0
0
0
141.55
DDoS
338
0
0
47
64
39.422188
39.422188
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
83,681,561.923151
9.5
34.409301
0
0
0
141.55
Mirai
339
0.681509
117,412.12
12.38
117.85
185.026692
185.026692
0
0
0
0
0
0
0
0
0
0.75
0.05
4.24
14.19
0
0
0
0
0
0
0
0
1
0
0
0
1
1
11,961.45
358.29
1,853.8
1,086.806356
519.344115
1,178.77
83,483,227.116167
9.5
45.452792
733.299991
378,312.141929
0.94
141.55
DDoS
340
0.033767
40,225
17
64
23,841.784005
23,841.784005
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
83,123,564.814976
9.5
10
0
0
0
141.55
DDoS
341
0.000582
55.2
6.11
64.64
34.343802
34.343802
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
568.64
54
55.64
54.088974
0.371295
54.41
83,348,230.937009
9.5
10.400882
0.528194
3.489007
0.04
141.55
DDoS
342
0
0
47
64
3.661595
3.661595
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
6,069
578
578
578
0
578
83,581,761.38193
9.5
34
0
0
0
141.55
Mirai
343
0
53.46
5.94
63.36
1.997916
1.997916
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
83,067,296.722814
9.5
10.402469
0.423495
0.551418
0.17
141.55
DDoS
344
2.649573
198.72
6
64
1.386238
1.386238
0
0
1
0
0
0
0
0
0
3.68
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,361,436.581033
9.5
10.392305
0
0
0
141.55
DDoS
345
0.032312
33,561.91
17
64.64
21,882.307285
21,882.307285
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
529.51
50
54.51
50.315196
1.14184
50.41
83,016,340.985782
9.5
10.031166
1.617909
12.014735
0.11
141.55
DoS
346
0
55.22
6.06
65.91
56.322063
56.322063
0
1
0
1
0
0
0
0
0.98
0
0.98
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
590.32
54
77.32
55.619186
5.882743
56.2
83,343,808.690153
9.5
10.542182
8.336107
211.385567
0.23
141.55
DDoS
347
0.07121
42,094.77
16.89
65.73
15,553.674161
15,553.674161
0
0
0
0
0
0
0
0
0.03
0.02
0
0.11
0.25
0
0
0
0
0
0
0
0
1
0
0
0
1
1
526.92
50
51.92
50.140781
0.495879
50.16
83,012,427.639793
9.5
10.014033
0.70249
2.082567
0.12
141.55
DoS
348
2.583965
2,536,627.5
16.83
63.36
1,772.030714
1,772.030714
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
5,718.2
455.2
549.06
536.227166
29.427518
549.06
83,707,374.670154
9.5
32.653744
41.654185
4,890.329916
0.19
141.55
Mirai
349
0.117818
43,625
17
64
7,404.158326
7,404.158326
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
83,102,287.041078
9.5
10
0
0
0
141.55
DDoS
350
0
54
6
64
0.329166
0.329166
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
83,344,520.343339
9.5
10.392305
0
0
0
141.55
DDoS
351
0
0
1
64
2.432213
2.432213
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
83,149,488.626892
9.5
9.165151
0
0
0
141.55
DDoS
352
2.532116
598,033.47
16.73
64
160.74
160.74
0
0
0
0
0
0
0
0
0
0.05
0
0.16
0.36
0
0
0
0
0
0
0
0
0
0
0
0
1
1
9,518.53
343.28
1,467.92
888.436872
545.359901
926.35
83,370,282.870933
9.5
41.981219
771.228334
313,184.375405
0.95
141.55
DDoS
353
0
0
1
64
7.04032
7.04032
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
83,124,013.052851
9.5
9.165151
0
0
0
141.55
DDoS
354
0.160206
3,625
17
64
2,175.967459
2,175.967459
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
83,102,148.049871
9.5
10
0
0
0
141.55
DDoS
355
0.006749
8,197.4
16.68
67.82
24,718.30323
24,718.30323
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
534
50
54.8
50.639462
1.394361
50.8
83,011,821.547885
9.5
10.062479
1.97507
16.34732
0.12
141.55
DoS
356
0
0
1
64
7.083342
7.083342
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
83,124,816.087923
9.5
9.165151
0
0
0
141.55
DDoS
357
0
53.46
5.94
63.36
35.279011
35.279011
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
568.14
54
55.14
54.155864
0.357419
54.06
83,348,302.592377
9.5
10.407224
0.505921
0.721418
0.19
141.55
DDoS
358
0
54
6
64
30.537148
30.537148
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
83,034,117.75043
9.5
10.392305
0
0
0
141.55
DDoS
359
0
54
6
64
213.586454
213.586454
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
83,072,485.728349
9.5
10.392305
0
0
0
141.55
DDoS
360
0
54
6
64
35.76225
35.76225
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
83,343,901.684597
9.5
10.392305
0
0
0
141.55
DDoS
361
0
54
6
64
0.499545
0.499545
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
82,955,910.183964
9.5
10.392305
0
0
0
141.55
DoS
362
0.956843
1,333.9
6
197.7
4.336956
4.336956
0
0
0
1
0
1
0
0
0.6
1.3
0.7
0.6
3.7
0
0
0
0
0
0
0
1
0
0
0
0
1
1
304.2
54
57.6
54.776667
1.445659
57.6
0.001069
5.5
10.466073
2.044471
7.087889
0.3
38.5
Recon
363
0.392192
26,692.94
17
64.64
1,441.730259
1,441.730259
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
528.08
50
53.08
50.183747
0.728042
50.44
83,106,185.486431
9.5
10.01825
1.032938
7.641352
0.07
141.55
DDoS
364
0.098168
28,207
17
64
70,751.83156
70,751.83156
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
83,102,210.048489
9.5
10
0
0
0
141.55
DDoS
365
0
54
6
64
9.59017
9.59017
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
83,349,382.011799
9.5
10.392305
0
0
0
141.55
DDoS
366
0
81
6
64
27.336254
27.336254
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
82,925,803.857597
9.5
10.392305
0
0
0
141.55
DoS
367
0
54
6
64
34.946971
34.946971
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
83,037,136.432589
9.5
10.392305
0
0
0
141.55
DDoS
368
0
54
6
64
33.699475
33.699475
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
83,348,242.701321
9.5
10.392305
0
0
0
141.55
DDoS
369
0.005459
6,375
17
64
23,166.164609
23,166.164609
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
83,016,010.495407
9.5
10
0
0
0
141.55
DoS
370
3.468459
1,511,982.34
16.84
65.91
805.008706
805.008706
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
5,802.48
539.48
554
553.234374
3.244268
549.16
83,763,124.319728
9.5
33.26297
4.62472
356.51919
0.03
141.55
Mirai
371
0
54
6
64
6.095411
6.095411
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
83,344,090.605478
9.5
10.392305
0
0
0
141.55
DDoS
372
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
83,150,702.236665
9.5
9.165151
0
0
0
141.55
DDoS
373
0.009485
55.68
6
65.73
4.251477
4.251477
0
0
0
0
0
0
0
0
0
0.03
0
0
0.02
0
0
0
0
0
0
0
1
0
0
0
0
1
1
571
54.2
58
54.719548
1.191397
54.2
83,034,149.126858
9.5
10.459079
1.686404
8.015752
0.19
141.55
DDoS
374
4.23078
109.85
6
64.59
0.474889
0.474889
0
0
0
0
0
0
0
0
0
0
0
0.01
0.03
0
0
0
0
0
0
0
1
0
0
0
0
1
1
582.2
54
69.2
55.438686
4.324942
54.95
82,946,578.803181
9.5
10.524742
6.123582
121.315466
0.16
141.55
DoS
375
0.286127
83.7
6
64
4.297097
4.297097
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
567
54
54
54
0
54
83,361,057.200625
9.5
10.392305
0
0
0
141.55
DDoS
376
0
54
6
64
2.180579
2.180579
0
0
0
0
1
1
0
0
0
0
0
1
1
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,332,150.503229
9.5
10.392305
0
0
0
141.55
DDoS
377
0.036835
32,225
17
64
280,173.733473
280,173.733473
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
83,012,437.951551
9.5
10
0
0
0
141.55
DoS
378
0
54
6
64
13,400.332268
13,400.332268
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
83,067,236.335639
9.5
10.392305
0
0
0
141.55
DDoS
379
0
54
6
64
4.027322
4.027322
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
83,345,110.634765
9.5
10.392305
0
0
0
141.55
DDoS
380
0
54
6
64
29.51052
29.51052
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
83,089,081.74661
9.5
10.392305
0
0
0
141.55
DDoS
381
0
0
47
64
26.489058
26.489058
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
83,677,120.322433
9.5
34.409301
0
0
0
141.55
Mirai
382
0
54
6
64
33.270524
33.270524
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
83,072,065.414496
9.5
10.392305
0
0
0
141.55
DDoS
383
0
0
1
64
81.40012
81.40012
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
83,124,823.082705
9.5
9.165151
0
0
0
141.55
DDoS
384
0
54
6
64
24.882118
24.882118
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
83,089,863.923904
9.5
10.392305
0
0
0
141.55
DDoS
385
0
54
6
64
1.937723
1.937723
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
83,343,896.950567
9.5
10.392305
0
0
0
141.55
DDoS
386
0.033151
30,725
17
64
18,534.986066
18,534.986066
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
83,011,677.537995
9.5
10
0
0
0
141.55
DoS
387
0
54
6
64
1.050423
1.050423
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
83,330,868.586105
9.5
10.392305
0
0
0
141.55
DDoS
388
0
54
6
64
1.033011
1.033011
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
83,318,193.357473
9.5
10.392305
0
0
0
141.55
DDoS
389
0.072464
21,327
17
64
7,974.634611
7,974.634611
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
83,097,826.525104
9.5
10
0
0
0
141.55
DDoS
390
0
0
1
64
1.332925
1.332925
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
83,128,996.607378
9.5
9.165151
0
0
0
141.55
DDoS
391
0
54
6
64
21.38053
21.38053
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
83,090,053.018027
9.5
10.392305
0
0
0
141.55
DDoS
392
333.398225
47,346.3
9.3
63.1
47.036062
47.036062
0
0
0
0
0
1
0
0
0
1.4
0
3.1
9.1
0
1
0
0
0
0
0
1
0
0
0
0
1
1
5,646.2
213.8
1,394.9
996.030556
519.534871
828.7
0.005566
5.5
44.067031
734.73326
306,051.553378
0.9
38.5
Spoofing
393
0
54
6
64
31.139938
31.139938
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
83,072,248.922363
9.5
10.392305
0
0
0
141.55
DDoS
394
0
54
6
64
13.860062
13.860062
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
83,344,024.314209
9.5
10.392305
0
0
0
141.55
DDoS
395
5.731706
125.92
6
64
0.404768
0.404768
0
0
1
0
0
0
0
0
0
2.16
0.16
0
0.16
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
82,972,550.727289
9.5
10.392305
0
0
0
141.55
DoS
396
0
0
47
64
1.905704
1.905704
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
6,069
578
578
578
0
578
83,581,722.450473
9.5
34
0
0
0
141.55
Mirai
397
1.514579
319,713.8
6
97.4
138.232313
138.232313
0
0
0
0
0
1
0
0
0.2
1.6
0.3
9.4
273.7
0
1
0
0
0
0
0
1
0
0
0
0
1
1
3,245.8
56.4
1,514.8
413.695238
513.656404
933.2
0.001399
5.5
25.089705
726.419853
524,619.393995
0.8
38.5
Benign
398
0.055128
9,392.5
17
64
7,454.084231
7,454.084231
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
83,102,060.015546
9.5
10
0
0
0
141.55
DDoS
399