Datasets:
lacg030175
/
CIC-IoT-2023-neto-full

Dataset card Data Studio Files
xet
 Community
1
flow_duration
float32
Header_Length
float32
Protocol Type
float32
Duration
float32
Rate
float32
Srate
float32
Drate
float32
fin_flag_number
float32
syn_flag_number
float32
rst_flag_number
float32
psh_flag_number
float32
ack_flag_number
float32
ece_flag_number
float32
cwr_flag_number
float32
ack_count
float32
syn_count
float32
fin_count
float32
urg_count
float32
rst_count
float32
HTTP
float32
HTTPS
float32
DNS
float32
Telnet
float32
SMTP
float32
SSH
float32
IRC
float32
TCP
float32
UDP
float32
DHCP
float32
ARP
float32
ICMP
float32
IPv
float32
LLC
float32
Tot sum
float32
Min
float32
Max
float32
AVG
float32
Std
float32
Tot size
float32
IAT
float32
Number
float32
Magnitue
float32
Radius
float32
Covariance
float32
Variance
float32
Weight
float32
Label
large_string
Label_orig
large_string
attack_class
large_string
label
int8
0
54
6
64
127.49807
127.49807
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
83,331,160
9.5
10.392304
0
0
0
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0
0
47
64
12.310643
12.310643
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
83,702,648
9.5
34.409302
0
0
0
141.550003
Mirai-greeth_flood
Mirai-greeth_flood
Mirai
1
0
54
6
64
1.376512
1.376512
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
83,089,272
9.5
10.392304
0
0
0
141.550003
DDoS-SYN_Flood
DDoS-SYN_Flood
DDoS
1
0
0
1
64
91.937004
91.937004
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
83,149,400
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
1.652816
1,902,757
6
64
781.520569
781.520569
0
0
0
0
0
1
0
0
0
0
0
18
1,295.5
1
0
0
0
0
0
0
1
0
0
0
0
1
1
15,930.599609
696.400024
4,393.600098
2,784.164795
1,115.339111
3,146.199951
0.000283
5.5
74.418892
1,577.327637
1,572,142.625
0.8
38.5
BenignTraffic
BenignTraffic
Benign
0
0
54
6
64
100.820976
100.820976
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
83,037,120
9.5
10.392304
0
0
0
141.550003
DDoS-TCP_Flood
DDoS-TCP_Flood
DDoS
1
4.498921
108
6
64
0.444551
0.444551
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
82,943,176
9.5
10.392304
0
0
0
141.550003
DoS-TCP_Flood
DoS-TCP_Flood
DoS
1
0.028166
18,842.740234
16.889999
64
13,851.683594
13,851.683594
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0
0
0
0
0
0
0
1
0
0
0
1
1
667.400024
50
192.399994
59.523304
35.386066
64.239998
83,106,680
9.5
10.70334
50.151234
12,668.274414
0.1
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
54
6
64
8.50243
8.50243
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
82,947,312
9.5
10.392304
0
0
0
141.550003
DoS-TCP_Flood
DoS-TCP_Flood
DoS
1
0
0
1
64
1.491512
1.491512
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
83,149,752
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
54
6
64
17.649267
17.649267
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
9.5
10.392304
0
0
0
141.550003
DDoS-TCP_Flood
DDoS-TCP_Flood
DDoS
1
0
54
6
64
2.685393
2.685393
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
83,343,784
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0.274505
29,550.5
17
64
10,927.302734
10,927.302734
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
83,123,504
9.5
10
0
0
0
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
54
6
64
7.37556
7.37556
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
83,343,752
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0.140512
46,857.761719
16.780001
63.919998
18,567.839844
18,567.839844
0
0
0
0
0
0
0
0
0
0
0
1.12
5.67
0
0
0
0
0
0
0
0
1
0
0
0
1
1
526.76001
50
50.959999
50.100109
0.291762
50.32
83,012,384
9.5
10.010009
0.414174
1.440088
0.06
141.550003
DoS-UDP_Flood
DoS-UDP_Flood
DoS
1
0
54
6
64
34.405415
34.405415
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
83,330,984
9.5
10.392304
0
0
0
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0
0
1
64
3.236397
3.236397
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
83,149,800
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
54
6
64
2.625064
2.625064
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
83,344,536
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0
54
6
64
25.899639
25.899639
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
83,348,240
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
1.650582
143.220001
6
65.910004
1.779585
1.779585
0
0
1
0
0
0
0
0
0
2.65
0
0
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567.200012
54
54.200001
54.011181
0.045906
54.040001
83,361,104
9.5
10.39339
0.065224
0.042584
0.05
141.550003
DDoS-SynonymousIP_Flood
DDoS-SynonymousIP_Flood
DDoS
1
0
0
1
64
72.772293
72.772293
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
9,745.320313
373.519989
1,467.920044
906.008179
543.773132
949.52002
83,250,056
9.5
42.374767
768.995728
311,293.4375
0.95
141.550003
DDoS-ICMP_Fragmentation
DDoS-ICMP_Fragmentation
DDoS
1
0
54
6
64
0.948663
0.948663
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
83,332,160
9.5
10.392304
0
0
0
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0
54
6
64
2.313584
2.313584
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
82,972,896
9.5
10.392304
0
0
0
141.550003
DoS-SYN_Flood
DoS-SYN_Flood
DoS
1
0.020231
16.32
44.509998
67.599998
8.061784
8.061784
0
0
0
0
0
0
0
0
0
0.05
0
0.01
0.04
0
0
0
0
0
0
0
0
0
0
0
0
1
1
5,795.419922
458.529999
578
560.705688
40.377022
545.640015
83,646,512
9.5
33.469257
57.22945
6,806.384277
0.27
141.550003
Mirai-greip_flood
Mirai-greip_flood
Mirai
1
0
54
6
64
31.532665
31.532665
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
83,093,320
9.5
10.392304
0
0
0
141.550003
DDoS-SYN_Flood
DDoS-SYN_Flood
DDoS
1
0
0
1
64
2.226329
2.226329
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
83,128,824
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
54
6
64
40.249928
40.249928
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
83,089,712
9.5
10.392304
0
0
0
141.550003
DDoS-SYN_Flood
DDoS-SYN_Flood
DDoS
1
0
54
6
64
14.092248
14.092248
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
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0.000251
54.939999
6
64.489998
26.301479
26.301479
0
0
0
0
0
0
0
0
0
0.02
0
0
0.01
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567.400024
54
54.400002
54.020527
0.088248
54.200001
83,076,272
9.5
10.39432
0.126316
0.398892
0.02
141.550003
DDoS-TCP_Flood
DDoS-TCP_Flood
DDoS
1
0
54
6
64
26.291384
26.291384
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
83,072,384
9.5
10.392304
0
0
0
141.550003
DDoS-TCP_Flood
DDoS-TCP_Flood
DDoS
1
0
54
6
64
0.476668
0.476668
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
83,365,680
9.5
10.392304
0
0
0
141.550003
DDoS-SynonymousIP_Flood
DDoS-SynonymousIP_Flood
DDoS
1
0
15.14
46.59
65.739998
22.229605
22.229605
0
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
1
1
6,228.120117
578
737.119995
594.514832
46.665058
587.359985
83,663,880
9.5
34.463184
66.065201
13,419.299805
0.17
141.550003
Mirai-greip_flood
Mirai-greip_flood
Mirai
1
0
0
1
64
8.515282
8.515282
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
83,150,128
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0.398456
39,785
17
64
2,004.486816
2,004.486816
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
83,102,448
9.5
10
0
0
0
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
0
47
64
2.60318
2.60318
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
83,677,624
9.5
34.409302
0
0
0
141.550003
Mirai-greeth_flood
Mirai-greeth_flood
Mirai
1
0
0
1
64
6.486063
6.486063
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
83,129,072
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
0
1
64
67.075157
67.075157
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
83,149,328
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0.035128
18,865
17
64
10,831.143555
10,831.143555
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
83,098,368
9.5
10
0
0
0
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
54
6
64
4.31726
4.31726
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
83,076,384
9.5
10.392304
0
0
0
141.550003
DDoS-TCP_Flood
DDoS-TCP_Flood
DDoS
1
0
0
1
64
3.302804
3.302804
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
83,149,744
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0.043019
8,896
16.51
65.269997
5,451.334473
5,451.334473
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
528.619995
50
52.32
50.201351
0.565687
50.779999
83,123,576
9.5
10.019961
0.80359
5.949641
0.06
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
0
47
64
4.135893
4.135893
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
83,647,256
9.5
34
0
0
0
141.550003
Mirai-greip_flood
Mirai-greip_flood
Mirai
1
0.009314
71.099998
6.11
64
66.873039
66.873039
0
0
0
0
1
1
0
0
0
0
0.31
0.99
0.99
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567.359985
54
54.360001
54.018002
0.07846
54.360001
83,314,856
9.5
10.392304
0
0
0
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0.025792
23,161
16.68
64
19,065.541016
19,065.541016
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
530.880005
50
53.080002
50.402512
1.03127
50.560001
83,123,808
9.5
10.039657
1.461165
9.769766
0.11
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
0
1
64
9.179153
9.179153
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
83,128,688
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
0
47
64
3.738335
3.738335
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
83,698,488
9.5
34.409302
0
0
0
141.550003
Mirai-greeth_flood
Mirai-greeth_flood
Mirai
1
0
54
6
64
12.045
12.045
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
83,094,168
9.5
10.392304
0
0
0
141.550003
DDoS-SYN_Flood
DDoS-SYN_Flood
DDoS
1
0
0
47
64
17.07139
17.07139
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
9.5
34.409302
0
0
0
141.550003
Mirai-greeth_flood
Mirai-greeth_flood
Mirai
1
0.058343
27,922
16.83
63.360001
131,741.453125
131,741.453125
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
526.400024
50
51.400002
50.114773
0.377989
50.099998
83,102,856
9.5
10.011452
0.535314
1.045327
0.14
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
54
6
64
6.13863
6.13863
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
83,090,048
9.5
10.392304
0
0
0
141.550003
DDoS-SYN_Flood
DDoS-SYN_Flood
DDoS
1
0
54
6
64
18.610193
18.610193
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
83,344,000
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0.68239
237.309998
6
65.519997
3.985291
3.985291
0
0
1
0
0
0
0
0
0
2.33
0
0.17
0.38
0
0
0
0
0
0
0
1
0
0
0
0
1
1
666.700012
54
153.699997
60.341164
24.195074
66.059998
83,361,192
9.5
10.887499
34.308281
6,291.569336
0.23
141.550003
DDoS-SynonymousIP_Flood
DDoS-SynonymousIP_Flood
DDoS
1
0.175139
199.830002
6.11
67.82
7.542905
7.542905
0
1
0
1
0
0
0
0
0.96
0.15
0.96
0.21
0.58
0
0
0
0
0
0
0
1
0
0
0
0
1
1
675.090027
54
120.660004
62.169621
19.103777
62.700001
83,348,304
9.5
11.030017
27.056561
2,769.55249
0.14
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0
54
6
64
39.506851
39.506851
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
83,345,176
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0
0
1
64
0.003395
0.003395
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
83,128,360
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
182
17
64
31.692587
31.692587
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
83,007,008
9.5
19.078785
0
0
0
141.550003
DoS-UDP_Flood
DoS-UDP_Flood
DoS
1
0
3.19
45.93
65.269997
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
0
1
1
6,134.709961
536.049988
592
587.192444
14.661906
578.030029
83,677,320
9.5
34.265514
20.817799
2,014.056641
0.11
141.550003
Mirai-greeth_flood
Mirai-greeth_flood
Mirai
1
73.550018
1,460,040.25
9.3
204.899994
42.161167
42.161167
0
0
0
0
0
1
0
0
0
1
0
212.600006
1,678.300049
0
1
0
0
0
0
0
1
0
0
0
0
1
1
490.399994
66
143.600006
80.798416
26.942078
112
0.009746
5.5
12.636234
38.101852
1,742.830566
0.5
38.5
BenignTraffic
BenignTraffic
Benign
0
0.08195
29,135.5
16.83
63.360001
94,078.703125
94,078.703125
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
525.200012
50
50.200001
50.010262
0.044124
50.099998
83,123,808
9.5
10.00105
0.063158
0.099723
0.02
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
53.459999
5.94
63.360001
20.722795
20.722795
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
567.719971
54
54.720001
54.052792
0.185955
54.060001
82,950,848
9.5
10.397389
0.263434
0.292861
0.12
141.550003
DoS-TCP_Flood
DoS-TCP_Flood
DoS
1
0
54
6
64
516.12677
516.12677
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
83,344,944
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0.099286
286.589996
16.67
63.830002
2.623168
2.623168
0
0
0
0
0
0
0
0
0
0.1
0
0.08
0.26
0
0
0
0
0
0
0
0
1
0
0
0
1
1
2,083.919922
163.639999
373.279999
192.755951
52.602169
205.5
83,003,720
9.5
19.577171
74.584915
15,433.928711
0.32
141.550003
DoS-UDP_Flood
DoS-UDP_Flood
DoS
1
5.491421
108
6
64
0.364204
0.364204
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
82,985,880
9.5
10.392304
0
0
0
141.550003
DoS-SYN_Flood
DoS-SYN_Flood
DoS
1
14.79056
921,602.125
15.9
60
62.779659
62.779659
0
0
0
0
0
0
0
0
0
0
0
16.6
35
0
0
0
0
0
0
0
0
1
0
0
0
1
1
6,738.200195
924.200012
1,292
1,250.792725
115.855598
1,169.400024
0.00049
5.5
49.999435
163.844559
44,812.773438
0.3
38.5
MITM-ArpSpoofing
MITM-ArpSpoofing
Spoofing
1
0
53.459999
5.94
63.360001
1.877671
1.877671
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
567.059998
54
54.060001
54.002998
0.013077
54.060001
83,075,896
9.5
10.392304
0
0
0
141.550003
DDoS-TCP_Flood
DDoS-TCP_Flood
DDoS
1
0
54
6
64
18.08334
18.08334
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
82,973,024
9.5
10.392304
0
0
0
141.550003
DoS-SYN_Flood
DoS-SYN_Flood
DoS
1
6.414051
108
6
64
0.311815
0.311815
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
82,980,904
9.5
10.392304
0
0
0
141.550003
DoS-SYN_Flood
DoS-SYN_Flood
DoS
1
0
54
6
64
1.199094
1.199094
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
83,345,048
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0
54
6
64
1.021935
1.021935
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
83,313,928
9.5
10.392304
0
0
0
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0
54
6
64
535.158386
535.158386
0
0
0
0
1
1
0
0
0
0
0
1
1
1
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,331,056
9.5
10.392304
0
0
0
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0.188888
415,777
17
64
3,977.077148
3,977.077148
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
83,784,776
9.5
33.286633
0
0
0
141.550003
Mirai-udpplain
Mirai-udpplain
Mirai
1
0.042221
10,971.740234
16.889999
63.77
4,906.42041
4,906.42041
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
526.200012
50
51.200001
50.067081
0.275438
50.240002
83,098,896
9.5
10.006726
0.391345
1.533019
0.05
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0.078412
44,475.820313
16.559999
65.269997
11,516.55957
11,516.55957
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
0
0
0
0
0
0
0
1
0
0
0
1
1
527.859985
50
52.560001
50.182224
0.639161
50.459999
83,012,448
9.5
10.018227
0.906693
2.777635
0.15
141.550003
DoS-UDP_Flood
DoS-UDP_Flood
DoS
1
0.247692
20,966
16.84
64
4,230.825195
4,230.825195
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
526.679993
50
51.68
50.096931
0.391189
50.279999
83,123,832
9.5
10.009687
0.555344
2.574432
0.06
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
0
1
64
1.079903
1.079903
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
83,128,880
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
4.322455
123.93
6.11
64
0.502161
0.502161
0
0
0
0
1
1
0
0
0
0
0
1.98
1.98
0
0
0
0
0
0
0
1
0
0
0
0
1
1
622.289978
54
109.290001
61.559422
17.334833
56.91
83,314,088
9.5
10.988887
24.537182
1,696.954712
0.19
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0
54
6
64
49.124271
49.124271
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
83,344,112
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0
54
6
64
1,677,721.625
1,677,721.625
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
83,344,480
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0.054164
81.540001
6
64
18.918369
18.918369
0
0
0
1
0
0
0
0
0
0
0.51
1
1
0
0
0
0
0
0
0
1
0
0
0
0
1
1
567
54
54
54
0
54
83,314,008
9.5
10.392304
0
0
0
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0
0
1
65.910004
8.927137
8.927137
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
83,128,824
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
54
6
64
51.016598
51.016598
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
83,348,624
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
4.789042
2,239,511.75
16.83
63.360001
845.088196
845.088196
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
5,767.600098
504.600006
554
550.696289
12.275784
549.059998
83,789,008
9.5
33.185398
17.39797
1,524.584106
0.1
141.550003
Mirai-udpplain
Mirai-udpplain
Mirai
1
0
0.78
1.05
64
23.427219
23.427219
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
442.440002
42
43.439999
42.078125
0.326015
42.360001
83,153,712
9.5
9.173679
0.46378
2.689919
0.04
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
182
17
64
36.212738
36.212738
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
83,007,296
9.5
19.078785
0
0
0
141.550003
DoS-UDP_Flood
DoS-UDP_Flood
DoS
1
0.103811
41,908.121094
16.120001
63.950001
17,327.988281
17,327.988281
0
0
0
0
0
0
0
0
0.02
0.08
0
0.61
3.34
0
0
0
0
0
0
0
0
1
0
0
0
1
1
543.809998
50
61.290001
51.086899
3.007932
55.299999
83,103,120
9.5
10.104875
4.279607
100.370857
0.21
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
55.23
6
63.950001
1.417697
1.417697
0
1
0
1
0
0
0
0
1
0
0.99
0.01
0.01
0
0
0
0
0
0
0
1
0
0
0
0
1
1
586.679993
54
73.68
55.86272
5.599661
55.23
83,348,232
9.5
10.561685
7.928427
203.366394
0.16
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0
54
6
64
24.844166
24.844166
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
83,072,328
9.5
10.392304
0
0
0
141.550003
DDoS-TCP_Flood
DDoS-TCP_Flood
DDoS
1
0
54
6
64
2.13057
2.13057
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
83,344,952
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0
54
6
64
10.485227
10.485227
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
83,362,408
9.5
10.392304
0
0
0
141.550003
DDoS-SynonymousIP_Flood
DDoS-SynonymousIP_Flood
DDoS
1
0
54
6
64
2.009582
2.009582
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
83,314,664
9.5
10.392304
0
0
0
141.550003
DDoS-PSHACK_Flood
DDoS-PSHACK_Flood
DDoS
1
0
54
6
64
3.473311
3.473311
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
83,344,280
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1
0.169773
88,375
17
64
10,410.544922
10,410.544922
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
83,123,488
9.5
10
0
0
0
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
0
1
64
30.495712
30.495712
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
83,482,384
9.5
9.165152
0
0
0
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0.102751
13,805
17
64
3,795.06958
3,795.06958
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
83,102,984
9.5
10
0
0
0
141.550003
DDoS-UDP_Flood
DDoS-UDP_Flood
DDoS
1
0
54
6
64
4.903579
4.903579
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
83,071,568
9.5
10.392304
0
0
0
141.550003
DDoS-TCP_Flood
DDoS-TCP_Flood
DDoS
1
1.292861
687,818.6875
15.4
83.099998
962.443298
962.443298
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
5,454
447.519989
554
526.191162
45.667965
505.600006
83,789,296
9.5
32.395477
64.387222
9,598.511719
0.22
141.550003
Mirai-udpplain
Mirai-udpplain
Mirai
1
0.024243
6,123.299805
14.76
91.32
5,336.89209
5,336.89209
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
592.799988
52.200001
87.599998
55.997131
8.94563
55.599998
83,012,136
9.5
10.530048
12.6592
577.427979
0.24
141.550003
DoS-UDP_Flood
DoS-UDP_Flood
DoS
1
0.040599
4.77
1.05
63.790001
5.255447
5.255447
0
0
0
0
0
0
0
0
0
0
0
0.03
0.05
0
0
0
0
0
0
0
0
0
0
0
1
1
1
442.320007
42
43.32
42.092251
0.334197
42.119999
83,132,728
9.5
9.175199
0.473534
1.029222
0.11
141.550003
DDoS-ICMP_Flood
DDoS-ICMP_Flood
DDoS
1
0
162
17
64
7.011073
7.011073
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
83,007,680
9.5
18
0
0
0
141.550003
DoS-UDP_Flood
DoS-UDP_Flood
DoS
1
0
54
6
64
1.49184
1.49184
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
83,349,328
9.5
10.392304
0
0
0
141.550003
DDoS-RSTFINFlood
DDoS-RSTFINFlood
DDoS
1