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
0
451k
0.046378
16,491.56
17
64.64
13,272.052543
13,272.052543
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
531.84
50
56.84
50.935186
2.144515
50.36
83,107,458.337856
9.5
10.090146
3.035528
25.971035
0.19
141.55
DDoS
200
0
0
1
64
0.880828
0.880828
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
83,149,764.090594
9.5
9.165151
0
0
0
141.55
DDoS
201
0.031816
29,007
16.84
65.91
18,226.6802
18,226.6802
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
528.4
50
53.4
50.352881
0.997117
50.2
83,011,790.549359
9.5
10.034885
1.41165
6.126863
0.17
141.55
DoS
202
3.19965
123.12
6
64
0.756805
0.756805
0
0
1
0
0
0
0
0
0
2.28
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,361,048.376451
9.5
10.392305
0
0
0
141.55
DDoS
203
0
54
6
64
48.823206
48.823206
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
83,349,160.134877
9.5
10.392305
0
0
0
141.55
DDoS
204
0
54
6
64
1.914471
1.914471
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
83,076,446.422399
9.5
10.392305
0
0
0
141.55
DDoS
205
0
0
1
64
0.998128
0.998128
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
83,128,393.853219
9.5
9.165151
0
0
0
141.55
DDoS
206
0
54
6
64
3.96497
3.96497
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
83,313,916.867207
9.5
10.392305
0
0
0
141.55
DDoS
207
0
0
47
64
52.537816
52.537816
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
83,681,518.81489
9.5
34.409301
0
0
0
141.55
Mirai
208
8.447649
642,796.3
8.2
114.2
32.005605
32.005605
0
0
0
0
0
1
0
0
0
1.5
0
24.6
595.4
0
1
0
0
0
0
0
1
0
0
0
0
1
1
1,105.4
92.3
364.6
214.175873
114.047458
161.8
0.005179
5.5
20.606804
161.287462
14,593.422695
0.9
38.5
Benign
209
0.029141
6.15
46.7
64.59
9.587169
9.587169
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
6,202.32
578.32
592
591.278667
3.056583
587.44
83,681,306.2194
9.5
34.387764
4.357174
316.462222
0.03
141.55
Mirai
210
0
54
6
64
5.145727
5.145727
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
83,067,252.457216
9.5
10.392305
0
0
0
141.55
DDoS
211
0
0
47
64
73.362263
73.362263
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
83,676,911.01885
9.5
34.409301
0
0
0
141.55
Mirai
212
0.02779
57.56
5.88
62.72
2.216529
2.216529
0
0
1
0
0
0
0
0
0
1.04
0
0
0.04
0
0
0
0
0
0
0
1
0
0
0
0
1
1
570.1
54
56.62
54.249827
0.705143
54.32
83,094,323.723405
9.5
10.416278
0.99918
2.560828
0.25
141.55
DDoS
213
0.158898
19,931
17
64
69,630.353262
69,630.353262
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
83,103,025.072544
9.5
10
0
0
0
141.55
DDoS
214
0.537541
581,544.88
17
64
2,093.864598
2,093.864598
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
83,759,143.464851
9.5
33.286634
0
0
0
141.55
Mirai
215
4.619882
108
6
64
0.432911
0.432911
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
82,951,113.790615
9.5
10.392305
0
0
0
141.55
DoS
216
0
54.04
6
65.68
3.893729
3.893729
0
0
1
0
0
0
0
0
0
1
0
0
0.01
0
1
0
0
0
0
0
1
0
0
0
0
1
1
567.68
54
54.68
54.070576
0.199423
54.04
83,093,964.374304
9.5
10.39909
0.28233
0.245075
0.17
141.55
DDoS
217
0
54
6
64
1.503288
1.503288
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
83,331,106.823576
9.5
10.392305
0
0
0
141.55
DDoS
218
0
58
6
47.7
90.908784
90.908784
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
879
54
58
56.662457
1.867369
58
166,429,800.771058
13.5
10.644897
2.645008
3.5046
1
244.6
Recon
219
0
53.46
5.94
63.36
1.421637
1.421637
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
567.24
54
54.24
54.013021
0.054336
54.06
83,348,140.033574
9.5
10.393571
0.077297
0.07472
0.04
141.55
DDoS
220
0
55.6
6.11
65.91
31.179162
31.179162
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
568.6
54
55.6
54.08
0.348712
55.6
83,089,756.478017
9.5
10.392305
0
0
0
141.55
DDoS
221
0.583307
2,014,910
6
87.6
3,437.658351
3,437.658351
0
0
0
0
0
1
0
0
0
0.2
0
270.2
2,115.2
1
0
0
0
0
0
0
1
0
0
0
0
1
1
14,227
85.6
3,416.4
908.465859
990.347119
1,196.8
166,517,697.857613
13.5
42.346824
1,393.174348
998,683.876685
1
244.6
Benign
222
0.069293
31,065
17
64
9,808.097568
9,808.097568
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
83,123,863.324801
9.5
10
0
0
0
141.55
DDoS
223
0
54
6
64
4.47992
4.47992
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
83,314,532.625151
9.5
10.392305
0
0
0
141.55
DDoS
224
0
0
1
64
2.392375
2.392375
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
83,127,727.468068
9.5
9.165151
0
0
0
141.55
DDoS
225
0.131677
35,475
17
64
6,199.609094
6,199.609094
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
83,101,809.000572
9.5
10
0
0
0
141.55
DDoS
226
0
54
6
64
10.031856
10.031856
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
83,340,873.341111
9.5
10.392305
0
0
0
141.55
DDoS
227
0
54
6
64
22.948662
22.948662
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
83,089,967.530438
9.5
10.392305
0
0
0
141.55
DDoS
228
0
54
6
64
229.805989
229.805989
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
83,331,113.455884
9.5
10.392305
0
0
0
141.55
DDoS
229
2.771601
114
6
63.56
0.932933
0.932933
0
0
1
0
0
0
0
0
0
2.02
0
0.04
0.04
0
0
0
0
0
0
0
1
0
0
0
0
1
1
573.21
54
59.52
54.375725
1.382185
55.38
83,362,573.140792
9.5
10.424673
1.879857
22.172161
0.08
141.55
DDoS
230
0
0
46.53
63.36
3.294406
3.294406
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
6,178.76
554.76
592
589.778337
8.802696
586.68
83,677,348.2377
9.5
34.343416
12.489157
1,117.089932
0.07
141.55
Mirai
231
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
83,132,209.462452
9.5
9.165151
0
0
0
141.55
DDoS
232
0.961124
108
6
64
1.801067
1.801067
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
83,361,869.126292
9.5
10.392305
0
0
0
141.55
DDoS
233
0
54
6
64
0.609447
0.609447
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
82,980,872.339503
9.5
10.392305
0
0
0
141.55
DoS
234
0
0
1
64
14.92615
14.92615
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
83,132,728.533884
9.5
9.165151
0
0
0
141.55
DDoS
235
7.920871
134.24
5.94
67.18
0.296113
0.296113
0
0
1
0
0
0
0
0
0.02
1.99
0.02
0.05
0.19
0
0
0
0
0
0
0
1
0
0
0
0
1
1
568.32
54
54.9
54.079784
0.232227
54.18
82,977,250.804578
9.5
10.39999
0.329362
0.699242
0.08
141.55
DoS
236
0.019903
73.86
6.11
64
2.918188
2.918188
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
598.02
54
85.02
56.167935
7.853634
56.82
83,075,906.837469
9.5
10.58477
11.12806
568.387759
0.11
141.55
DDoS
237
0.817385
99.9
6
64
2.163679
2.163679
0
0
1
0
0
0
0
0
0
1.85
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,677.481209
9.5
10.392305
0
0
0
141.55
DDoS
238
0
54
6
64
2.322846
2.322846
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
82,951,266.838633
9.5
10.392305
0
0
0
141.55
DoS
239
0
0
1
64
3.255458
3.255458
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
83,149,445.987062
9.5
9.165151
0
0
0
141.55
DDoS
240
0.041613
71.68
6
67.44
3.763414
3.763414
0
0
0
0
0
0
0
0
0
0.1
0
0.03
0.13
1
0
0
0
0
0
0
1
0
0
0
0
1
1
581.52
54
67.08
55.070859
3.376966
55.2
82,951,680.41241
9.5
10.49158
4.783818
94.427141
0.13
141.55
DoS
241
0.054468
58.08
6.06
64.36
1,884.399571
1,884.399571
0
0
1
0
0
0
0
0
0
1.01
0.03
0
0.03
0
0
0
0
0
0
0
1
0
0
0
0
1
1
569.84
54
55.76
54.152432
0.474048
54.8
83,093,346.794982
9.5
10.406909
0.674331
5.717393
0.04
141.55
DDoS
242
1.676156
128,395.4
6
64
61.747029
61.747029
0
0
0
0
0
1
0
0
0
2
0
11
102.5
0
1
0
0
0
0
0
1
0
0
0
0
1
1
9,485.4
1,514
2,238
1,656.156825
285.452568
1,803.6
0.000452
5.5
57.496024
403.690893
163,894.607815
0.5
38.5
Benign
243
2.32451
880,029
17
64
683.358885
683.358885
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
83,759,118.212486
9.5
33.286634
0
0
0
141.55
Mirai
244
0
54
6
64
1.738204
1.738204
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
82,956,089.589256
9.5
10.392305
0
0
0
141.55
DoS
245
0
0
1
64
50.744403
50.744403
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
83,128,552.370049
9.5
9.165151
0
0
0
141.55
DDoS
246
0.042855
17,593
17
64
14,226.934116
14,226.934116
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
83,102,404.977811
9.5
10
0
0
0
141.55
DDoS
247
2.993967
1,813,519
17
64
1,093.355943
1,093.355943
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
83,707,371.600099
9.5
33.286634
0
0
0
141.55
Mirai
248
0
54
6
64
14.515574
14.515574
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
83,345,133.066558
9.5
10.392305
0
0
0
141.55
DDoS
249
0
54
6
64
92.892984
92.892984
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
83,089,180.540009
9.5
10.392305
0
0
0
141.55
DDoS
250
0
54
6
64
7.744698
7.744698
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
83,348,135.281844
9.5
10.392305
0
0
0
141.55
DDoS
251
10.362396
524,485.5
7.1
127.1
56.06435
56.06435
0
0
0
0
0
1
0
0
0
1.4
0
268
561.9
0
1
0
0
0
0
0
1
0
0
0
0
1
1
11,333
66
5,244
744.957905
1,271.479466
360
166,853,715.858381
13.5
38.621874
1,801.390667
1,630,743.082135
1
244.6
Spoofing
252
0
54
6
64
114.869952
114.869952
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
83,314,301.110253
9.5
10.392305
0
0
0
141.55
DDoS
253
0.010255
67.88
6.17
66.49
27.222992
27.222992
0
0
0
0
1
1
0
0
0
0
0.01
0.96
0.97
0
0
0
0
0
0
0
1
0
0
0
0
1
1
647.57
54
96.3
60.813008
13.959126
59.59
83,314,393.865013
9.5
10.944758
19.765457
1,321.901875
0.15
141.55
DDoS
254
0.108757
41,906
17
64
7,763.84605
7,763.84605
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
83,101,806.285832
9.5
10
0
0
0
141.55
DDoS
255
0
0
1
64
115.84715
115.84715
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
83,149,679.805245
9.5
9.165151
0
0
0
141.55
DDoS
256
0.084262
25,095
17
64
6,069.298721
6,069.298721
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
83,123,631.046302
9.5
10
0
0
0
141.55
DDoS
257
0.013328
26.09
1.57
64.38
17.891531
17.891531
0
0
0
0
0
0
0
0
0.01
0.09
0
0.04
0.15
0
0
0
0
0
0
0
0
0
0
0
1
1
1
9,178.9
236.8
1,450.64
833.27835
563.59517
884.49
83,245,774.85489
9.5
40.47513
796.879091
335,118.638943
0.95
141.55
DDoS
258
5.056994
108
6
64
0.395492
0.395492
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
82,946,965.090641
9.5
10.392305
0
0
0
141.55
DoS
259
2.660195
108
6
64
1.224121
1.224121
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
83,361,115.386174
9.5
10.392305
0
0
0
141.55
DDoS
260
2.794873
2,275,649.18
16.66
62.72
1,451.051112
1,451.051112
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
5,688.56
425.56
554
543.709102
34.271481
544.12
83,784,871.288422
9.5
32.970115
48.541973
4,634.129122
0.26
141.55
Mirai
261
2.655928
143.1
6
64
0.904633
0.904633
0
0
1
0
0
0
0
0
0
2.65
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,655.400726
9.5
10.392305
0
0
0
141.55
DDoS
262
0
54
6
64
1.573166
1.573166
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
83,089,070.071207
9.5
10.392305
0
0
0
141.55
DDoS
263
0
54
6
64
1.287193
1.287193
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
83,093,968.629628
9.5
10.392305
0
0
0
141.55
DDoS
264
0
54
6
64
32.569782
32.569782
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
83,072,482.69561
9.5
10.392305
0
0
0
141.55
DDoS
265
0
54
6
64
211.08437
211.08437
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
83,340,851.481156
9.5
10.392305
0
0
0
141.55
DDoS
266
0
54
6
64
31.68364
31.68364
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
83,068,264.259086
9.5
10.392305
0
0
0
141.55
DDoS
267
2.354811
108
6
64
0.939911
0.939911
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
83,365,583.130577
9.5
10.392305
0
0
0
141.55
DDoS
268
0
54
6
64
190.041186
190.041186
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
83,089,251.890641
9.5
10.392305
0
0
0
141.55
DDoS
269
0.049376
5.98
1.16
64
0.78353
0.78353
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
441.16
42
42.16
42.008
0.034871
42.16
83,149,331.529051
9.5
9.165151
0
0
0
141.55
DDoS
270
0.073414
22,225.72
16.89
64.64
6,048.82496
6,048.82496
0
0
0
0
0
0
0
0
0
0.01
0
0
0.01
0
0
0
0
0
0
0
0
1
0
0
0
1
1
532.64
50
57.64
50.406068
1.712015
53.22
83,016,017.555193
9.5
10.039245
2.445526
90.831466
0.09
141.55
DoS
271
0.023553
12,287.5
17
64
11,508.626026
11,508.626026
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
83,101,884.643896
9.5
10
0
0
0
141.55
DDoS
272
0
54
6
64
1.312321
1.312321
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
83,331,146.430423
9.5
10.392305
0
0
0
141.55
DDoS
273
0.055496
29,775
17
64
10,726.806403
10,726.806403
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
83,011,421.860566
9.5
10
0
0
0
141.55
DoS
274
0
0
1
64
0.499977
0.499977
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
83,149,978.04982
9.5
9.165151
0
0
0
141.55
DDoS
275
0.037546
33,125
17
64
58,270.561768
58,270.561768
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
83,102,353.274928
9.5
10
0
0
0
141.55
DDoS
276
0.023057
24,744
16.36
71.64
21,483.649112
21,483.649112
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
536.6
50.6
54.2
51.668644
1.505092
50.8
83,015,406.860068
9.5
10.157119
2.069019
12.732855
0.17
141.55
DoS
277
0.129133
52,196
17
64
7,470.675702
7,470.675702
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
83,123,491.059815
9.5
10
0
0
0
141.55
DDoS
278
0
0
1
64
162.617195
162.617195
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
83,149,567.7566
9.5
9.165151
0
0
0
141.55
DDoS
279
0
54
6
64
1.389572
1.389572
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
83,093,264.339127
9.5
10.392305
0
0
0
141.55
DDoS
280
46.912162
50,479.9
6
165.2
13.386276
13.386276
0
0
0
0
0
1
0
0
0
1
0
171.3
351.7
0
1
0
0
0
0
0
1
0
0
0
0
1
1
568
66
187.6
100.02377
46.954323
95.3
0.011884
5.5
14.072789
66.403441
2,792.685771
0.8
38.5
Benign
281
0
182
17
64
1.62374
1.62374
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
1,911
182
182
182
0
182
83,006,951.624358
9.5
19.078784
0
0
0
141.55
DoS
282
0
54
6
64
37.947887
37.947887
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
82,955,804.440892
9.5
10.392305
0
0
0
141.55
DoS
283
0.043286
45,525
17
64
21,030.686625
21,030.686625
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
83,015,404.35001
9.5
10
0
0
0
141.55
DoS
284
0.138653
34,275
17
64
5,897.408944
5,897.408944
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
83,098,711.19027
9.5
10
0
0
0
141.55
DDoS
285
0
54
6
64
256.571586
256.571586
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
83,348,621.546832
9.5
10.392305
0
0
0
141.55
DDoS
286
0.025553
6,042.36
17
63.94
29,095.454325
29,095.454325
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
526.64
49.24
52.4
50.034561
0.797121
50.36
83,011,729.836796
9.5
10.003343
1.130629
5.574573
0.25
141.55
DoS
287
0
54
6
64
3.85734
3.85734
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
83,331,240.336317
9.5
10.392305
0
0
0
141.55
DDoS
288
0.122248
25,925
17
64
36,291.44647
36,291.44647
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
83,102,459.983093
9.5
10
0
0
0
141.55
DDoS
289
0
0
46.06
62.72
31.073752
31.073752
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
6,130.88
506.88
592
585.812469
21.813428
581.36
83,698,525.902159
9.5
34.225292
30.929377
3,042.705964
0.16
141.55
Mirai
290
0
54.24
6
64
1.617889
1.617889
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
568.44
54
55.44
54.083083
0.335305
54.24
83,362,345.843731
9.5
10.400308
0.476009
1.891419
0.06
141.55
DDoS
291
2.901964
242.92
6.05
65.27
1.988351
1.988351
0
0
0
0
0
1
0
0
0.04
1.05
0
0.02
3.08
1
0
0
0
0
0
0
1
0
0
0
0
1
1
746.34
65.22
100.44
70.206154
10.509853
70.04
82,986,299.737671
9.5
11.820466
14.883831
799.894706
0.14
141.55
DoS
292
246.525004
25,192.8
7.1
83.1
5.72194
5.72194
0
0
0
0
0
1
0
0
0.1
1.6
0
14
35.2
0
0
0
0
0
0
0
1
0
0
0
0
1
1
3,885.5
66
676.5
252.32592
238.917556
230.5
166,861,490.594026
13.5
22.484459
338.456075
57,312.820205
1
244.6
Spoofing
293
0
53.46
5.95
65.91
25.762905
25.762905
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
572.28
54
59.28
54.387148
1.363668
54.44
83,361,355.899321
9.5
10.429094
1.931849
15.749415
0.12
141.55
DDoS
294
0
54
6
64
11.74448
11.74448
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
83,344,011.23637
9.5
10.392305
0
0
0
141.55
DDoS
295
0.814643
85.32
6
64
1.067307
1.067307
0
0
1
0
0
0
0
0
0
1.58
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,365,595.625925
9.5
10.392305
0
0
0
141.55
DDoS
296
0
0
1
64
1.429126
1.429126
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
83,150,272.127129
9.5
9.165151
0
0
0
141.55
DDoS
297
0
54
6
64
98.049302
98.049302
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
83,313,816.065239
9.5
10.392305
0
0
0
141.55
DDoS
298
0
54
6
64
29.728915
29.728915
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
83,331,320.263308
9.5
10.392305
0
0
0
141.55
DDoS
299