Datasets:
lacg030175
/
CIC-IoT-2023

Dataset card Data Studio Files
xet
 Community
1
Header_Length
float64
Protocol Type
int64
Time_To_Live
float64
Rate
float64
fin_flag_number
float64
syn_flag_number
float64
rst_flag_number
float64
psh_flag_number
float64
ack_flag_number
float64
ece_flag_number
float64
cwr_flag_number
float64
ack_count
int64
syn_count
int64
fin_count
int64
rst_count
int64
HTTP
float64
HTTPS
float64
DNS
float64
Telnet
float64
SMTP
float64
SSH
float64
IRC
float64
TCP
float64
UDP
float64
DHCP
float64
ARP
float64
ICMP
float64
IGMP
float64
IPv
float64
LLC
float64
Tot sum
int64
Min
int64
Max
int64
AVG
float64
Std
float64
Tot size
float64
IAT
float64
Number
int64
Variance
float64
Label
large_string
attack_class
large_string
label
int64
29.6
6
64
620.615243
0
0
0
0.2
0.9
0
0
9
0
0
0
0
0.9
0.1
0
0
0
0
0.9
0.1
0
0
0
0
1
1
14,928
70
2,962
1,492.8
955.210832
1,492.8
0.00166
10
912,427.733333
Recon-PortScan
Recon
1
8
17
64
23,657.871284
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
18,200
182
182
182
0
182
0.000042
100
0
DoS-UDP_Flood
DoS
1
20
6
64
143,248.087432
0
1
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000007
100
0
DDoS-SYN_Flood
DDoS
1
6.4
17
64
112.116589
0
0
0
0
0
0
0
0
0
0
0
0
0
0.2
0
0
0
0
0
0.8
0
0
0.2
0
1
1
967
60
234
96.7
68.624664
96.7
0.00984
10
4,709.344444
BenignTraffic
Benign
0
19.88
6
64.64
4,825.587335
0
0.99
0
0
0
0
0
0
99
0
0
0
0
0.01
0
0
0
0
0.99
0.01
0
0
0
0
1
1
6,022
60
82
60.22
2.2
60.22
0.000207
100
4.84
DoS-SYN_Flood
DoS
1
29.6
6
180.5
265.118296
0
0
0
0.1
0.9
0
0
9
0
0
0
0
0.9
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
914
66
230
91.4
56.31696
91.4
0.005377
10
3,171.6
BenignTraffic
Benign
0
27.6
6
112.6
56.570389
0
0.3
0
0.2
0.7
0
0
7
3
0
0
0
0.4
0
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
1,238
60
230
123.8
71.301862
123.8
0.018049
10
5,083.955556
Recon-OSScan
Recon
1
8
17
64
8,198.084516
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
55,400
554
554
554
0
554
0.000124
100
0
Mirai-udpplain
Mirai
1
20.12
6
64
13,879.691585
0
0
0
0.01
0.01
0
0
1
0
0
0
0
0.01
0
0
0
0
0
1
0
0
0
0
0
1
1
6,297
60
357
62.97
29.7
62.97
0.000077
100
882.09
DDoS-TCP_Flood
DDoS
1
19.88
6
63.78
32,426.006958
0
0.98
0
0.01
0.01
0
0
1
98
0
0
0
0
0
0
0
0
0
0.99
0.01
0
0
0
0
1
1
6,063
60
123
60.63
6.3
60.63
0.000031
100
39.69
DDoS-SYN_Flood
DDoS
1
32
6
64
1,546.572271
0.2
0
0
0.2
1
0
0
10
0
2
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
7,172
66
3,322
717.2
1,372.850142
717.2
0.000647
10
1,884,717.511111
Recon-OSScan
Recon
1
0.2
1
65.91
63,291.142297
0
0
0
0.01
0.01
0
0
1
0
0
0
0
0
0
0
0
0
0
0.01
0
0
0
0.99
0
1
1
6,063
60
123
60.63
6.3
60.63
0.000016
100
39.69
DDoS-ICMP_Flood
DDoS
1
21.2
6
120.9
39.905657
0
0.1
0
0.2
0.6
0
0
6
1
0
0
0.3
0.1
0.1
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
947
60
262
94.7
61.982166
94.7
0.025417
10
3,841.788889
BenignTraffic
Benign
0
8
17
64
10,357.329119
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
6,000
60
60
60
0
60
0.000097
100
0
DDoS-UDP_Flood
DDoS
1
0.6
47
64.64
2,691.865943
0
0
0
0.02
0.02
0
0
2
0
0
0
0
0
0.01
0
0
0
0
0.02
0.01
0
0
0
0
1
1
57,708
93
592
577.08
85.266626
577.08
0.000372
100
7,270.397576
Mirai-greeth_flood
Mirai
1
7.76
17
62.08
5,602.190493
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.97
0
0.03
0
0
0.97
0.97
53,918
60
554
539.18
84.694624
539.18
0.00018
100
7,173.179394
Mirai-udpplain
Mirai
1
20.28
6
65.16
12,661.285356
0
0.02
0
0
0.03
0
0
3
2
0
0
0
0.03
0
0
0
0
0
0.98
0.02
0
0
0
0
1
1
6,590
60
338
65.9
39.121024
65.9
0.000079
100
1,530.454545
DoS-TCP_Flood
DoS
1
8
17
64
121,962.896191
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
6,000
60
60
60
0
60
0.000008
100
0
DoS-UDP_Flood
DoS
1
0
1
64
45,206.984264
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
6,000
60
60
60
0
60
0.000022
100
0
DDoS-ICMP_Flood
DDoS
1
20
6
64
55,583.143387
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000018
100
0
DoS-TCP_Flood
DoS
1
23.2
6
74
100.680613
0
0
0
0.3
0.7
0
0
7
0
0
0
0
0.7
0
0
0
0
0
0.7
0.1
0
0.1
0.1
0
0.9
0.9
1,414
60
284
141.4
94.067588
141.4
0.011249
10
8,848.711111
MITM-ArpSpoofing
Spoofing
1
25.6
6
56.3
121.80882
0
0.1
0
0.3
0.7
0
0
7
1
0
0
0.3
0.1
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
1,275
60
262
127.5
80.907698
127.5
0.008638
10
6,546.055556
Recon-OSScan
Recon
1
4.32
47
68.88
1,114.033844
0.01
0
0
0.06
0.14
0
0
14
0
1
0
0
0.14
0.01
0
0
0
0
0.14
0.01
0
0.01
0
0
0.99
0.99
50,560
54
578
505.6
170.771393
505.6
0.000898
100
29,162.868687
Mirai-greip_flood
Mirai
1
20.24
6
63.79
57,244.492971
0
0
0
0
0.01
0
0
1
0
0
0
0.01
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,018
60
78
60.18
1.8
60.18
0.000017
100
3.24
DDoS-TCP_Flood
DDoS
1
9.8
6
63.36
2,353.613494
0
0
0
0
0.49
0
0
49
0
0
0
0
0
0
0
0
0
0
0.49
0
0
0.01
0
0
0.99
0.99
92,946
60
1,514
929.46
576.697449
929.46
0.000425
100
332,579.947879
DDoS-ACK_Fragmentation
DDoS
1
0.24
1
64.63
1,133.185279
0
0.01
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.01
0
0
0.02
0.97
0
0.98
0.98
91,742
60
1,514
917.42
589.920131
917.42
0.00089
100
348,005.761212
DDoS-ICMP_Fragmentation
DDoS
1
20
6
64
37,160.485514
0
1
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000027
100
0
DDoS-SynonymousIP_Flood
DDoS
1
7.92
17
63.36
10,107.000169
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.99
0
0.01
0
0
0.99
0.99
18,078
60
182
180.78
12.2
180.78
0.000099
100
148.84
DoS-UDP_Flood
DoS
1
19.2
6
93.5
186.112423
0
0
0
0
0.5
0
0
5
0
0
0
0
0.5
0.1
0
0
0
0
0.5
0.4
0
0.1
0
0
0.9
0.9
686
60
90
68.6
10.62701
68.6
0.005383
10
112.933333
BenignTraffic
Benign
0
24.8
6
104.9
86.296159
0
0
0
0.4
0.7
0
0
7
0
0
0
0.2
0.4
0.2
0
0
0
0
0.7
0.3
0
0
0
0
1
1
1,286
66
262
128.6
86.089359
128.6
0.012637
10
7,411.377778
VulnerabilityScan
Recon
1
20
6
64
31,112.706772
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000032
100
0
DDoS-TCP_Flood
DDoS
1
20
6
64
67,748.408981
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000015
100
0
DoS-TCP_Flood
DoS
1
20
6
82.7
100.74252
0
0
0
0.2
0.5
0
0
5
0
0
0
0
0.5
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
5,310
66
1,514
531
552.80718
531
0.011831
10
305,595.777778
BenignTraffic
Benign
0
20
6
64
26,309.772927
0
1
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000038
100
0
DDoS-SynonymousIP_Flood
DDoS
1
32
6
63.6
1,673.103833
0
0
0
0
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
18,036
66
2,962
1,803.6
915.79561
1,803.6
0.000607
10
838,681.6
BenignTraffic
Benign
0
34.52
6
65.48
1,207.452615
0.02
0.01
0
0.2
0.97
0
0
97
1
2
0
0.92
0.05
0.01
0
0
0
0
0.98
0.02
0
0
0
0
1
1
72,117
66
2,962
721.17
784.057899
721.17
0.000828
100
614,746.78899
DoS-HTTP_Flood
DoS
1
15.2
17
72.2
325.872426
0
0
0
0.2
0.3
0
0
3
0
0
0
0
0.3
0.3
0
0
0
0
0.3
0.7
0
0
0
0
1
1
1,392
60
666
139.2
187.467212
139.2
0.003133
10
35,143.955556
BenignTraffic
Benign
0
21.6
6
44.9
512.137537
0
0.9
0
0
0
0
0
0
9
0
0
0
0
0
0
0
0
0
0.9
0
0
0.1
0
0
0.9
0.9
600
60
60
60
0
60
0.001953
10
0
Recon-HostDiscovery
Recon
1
13.6
6
54.8
40.050494
0
0.2
0
0
0.2
0
0
2
2
0
0
0
0
0
0
0
0.1
0
0.3
0.3
0
0.2
0.2
0
0.8
0.8
1,304
60
345
130.4
112.408185
130.4
0.025796
10
12,635.6
SqlInjection
Web-based
1
0
1
64
48,686.059199
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
6,000
60
60
60
0
60
0.000021
100
0
DDoS-ICMP_Flood
DDoS
1
32
6
232
619.158572
0
0
0
0
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
660
66
66
66
0
66
0.001706
10
0
BenignTraffic
Benign
0
0
1
63.36
6,297.18644
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0.99
0
0.99
0.99
93,498
60
1,514
934.98
582.712188
934.98
0.000163
100
339,553.494545
DDoS-ICMP_Fragmentation
DDoS
1
32.4
6
173.8
1,519.510198
0
0
0
0.6
0.9
0
0
9
0
0
0
0
0.9
0
0
0
0
0
0.9
0
0
0
0.1
0
1
1
9,312
78
1,500
931.2
734.317642
931.2
0.000658
10
539,222.4
MITM-ArpSpoofing
Spoofing
1
22.8
6
78.8
368.444983
0
0.4
0.5
0
0.6
0
0
6
4
0
5
0
0.1
0
0
0
0
0
1
0
0
0
0
0
1
1
606
60
66
60.6
1.897367
60.6
0.002827
10
3.6
Recon-HostDiscovery
Recon
1
28.8
6
56.4
39.00644
0
0
0
0.4
0.9
0
0
9
0
0
0
0
0.6
0
0
0
0
0
0.9
0
0
0.1
0
0
0.9
0.9
1,054
60
176
105.4
52.612208
105.4
0.026125
10
2,768.044444
BenignTraffic
Benign
0
0
1
64
29,367.763619
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
6,000
60
60
60
0
60
0.000034
100
0
DDoS-ICMP_Flood
DDoS
1
20
6
64
44,820.517205
0
1
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000022
100
0
DDoS-SynonymousIP_Flood
DDoS
1
22.4
6
58.2
69.193641
0.2
0.1
0
0.1
0.5
0
0
5
1
2
0
0.5
0.1
0.2
0
0
0
0
0.6
0.3
0
0.1
0
0
0.9
0.9
1,104
60
441
110.4
117.035797
110.4
0.015281
10
13,697.377778
Recon-PortScan
Recon
1
32
6
64
855.57881
0
0
0
0.5
1
0
0
10
0
0
0
0
0
0
0
0
1
0
1
0
0
0
0
0
1
1
1,400
66
550
140
147.792648
140
0.001325
10
21,842.666667
DictionaryBruteForce
BruteForce
1
1.92
1
63.36
1,714.529111
0.01
0
0
0.02
0.05
0
0
5
0
1
0
0
0.05
0.04
0
0
0
0
0.05
0.04
0
0.02
0.89
0
0.98
0.98
84,205
60
1,514
842.05
603.605235
842.05
0.000585
100
364,339.280303
DDoS-ICMP_Fragmentation
DDoS
1
8
17
64
14,594.467448
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
6,000
60
60
60
0
60
0.000069
100
0
DoS-UDP_Flood
DoS
1
9.2
17
59
560.848298
0
0
0
0.1
0.1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.1
0.9
0
0
0
0
1
1
5,354
46
1,074
535.4
464.31005
535.4
0.001797
10
215,583.822222
DNS_Spoofing
Spoofing
1
19.04
6
63.68
7,271.173982
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.92
0.08
0
0
0
0
1
1
16,656
60
1,392
166.56
363.183019
166.56
0.000138
100
131,901.905455
DoS-TCP_Flood
DoS
1
18.8
6
70.4
1,838.639313
0
0
0
0
0.9
0
0
9
0
0
0
0
0.9
0.1
0
0
0
0
0.9
0.1
0
0
0
0
1
1
617
54
131
61.7
24.349538
61.7
0.000544
10
592.9
MITM-ArpSpoofing
Spoofing
1
24.8
6
137.2
104.823008
0.1
0
0
0.4
0.8
0
0
8
0
1
0
0.3
0.2
0.1
0
0
0
0
0.8
0.2
0
0
0
0
1
1
1,598
66
441
159.8
131.309473
159.8
0.014803
10
17,242.177778
BenignTraffic
Benign
0
25.2
6
66.3
60.695444
0
0.1
0
0.2
0.7
0
0
7
1
0
0
0.5
0
0
0
0
0
0
0.7
0.1
0
0.2
0
0
0.8
0.8
1,403
60
441
140.3
129.534251
140.3
0.022993
10
16,779.122222
VulnerabilityScan
Recon
1
3.16
47
62.83
1,928.158544
0
0.06
0
0.01
0.05
0
0
5
6
0
0
0.04
0.02
0
0
0
0
0
0.08
0
0
0.02
0.01
0
0.98
0.98
54,013
60
592
540.13
156.354922
540.13
0.00052
100
24,446.861717
Mirai-greeth_flood
Mirai
1
0
47
63.36
1,674.707127
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0
0.99
0.99
57,282
60
578
572.82
51.8
572.82
0.000635
100
2,683.24
Mirai-greip_flood
Mirai
1
35.32
6
64
4,767.338031
0
0.76
0.23
0.01
0.24
0
0
24
76
0
23
0.01
0
0
0
0
0
0
1
0
0
0
0
0
1
1
7,081
60
77
70.81
5.945366
70.81
0.000218
100
35.347374
DDoS-HTTP_Flood
DDoS
1
0
47
62.72
4,745.170888
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
0
0.98
0.98
58,136
60
592
581.36
74.855216
581.36
0.000212
100
5,603.303434
Mirai-greeth_flood
Mirai
1
8
17
59.8
200.770858
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
5,901
46
1,074
590.1
422.672305
590.1
0.005106
10
178,651.877778
DNS_Spoofing
Spoofing
1
48.8
6
87.6
21,553.463515
0
0
0
0.3
1
0
0
10
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
9,204
94
2,858
920.4
1,163.94303
920.4
0.000061
10
1,354,763.377778
BenignTraffic
Benign
0
0
1
64
19,650.053877
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
1
1
6,000
60
60
60
0
60
0.000051
100
0
DDoS-ICMP_Flood
DDoS
1
20
6
64
8,408.283383
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000119
100
0
DDoS-TCP_Flood
DDoS
1
20
6
64
23,396.574999
0
1
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000043
100
0
DoS-SYN_Flood
DoS
1
10
6
63.36
1,635.193488
0
0
0
0
0.5
0
0
50
0
0
0
0
0
0
0
0
0
0
0.5
0
0
0.01
0
0
0.99
0.99
94,086
60
1,514
940.86
576.873934
940.86
0.000614
100
332,783.535758
DDoS-ACK_Fragmentation
DDoS
1
4
17
64
2,730.524452
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
0
0
0
1
1
93,800
362
1,514
938
578.901782
938
0.000369
100
335,127.272727
DDoS-UDP_Fragmentation
DDoS
1
32
6
80.8
1,834.136785
0
0
0
0
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
25,276
66
5,858
2,527.6
1,812.411727
2,527.6
0.000554
10
3,284,836.266667
BenignTraffic
Benign
0
25
6
64
2,739.942514
0
0.25
0.75
0
0.75
0
0
75
25
0
75
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,350
60
74
63.5
6.092718
63.5
0.000365
100
37.121212
DoS-HTTP_Flood
DoS
1
9.6
17
119.7
29.065871
0
0
0
0
0.1
0
0
1
0
0
0
0
0
0
0
0
0
0
0.1
0.8
0
0
0.1
0
1
1
2,035
60
345
203.5
112.204427
203.5
0.03449
10
12,589.833333
CommandInjection
Web-based
1
12.8
17
68.7
186.375408
0
0
0
0.2
0.2
0
0
2
0
0
0
0
0.1
0.3
0
0
0.1
0
0.2
0.8
0
0
0
0
1
1
1,099
60
386
109.9
101.153843
109.9
0.005658
10
10,232.1
BenignTraffic
Benign
0
28.8
6
57.6
239.521221
0
0
0
0
0.9
0
0
9
0
0
0
0
0.9
0
0
0
0
0
0.9
0
0
0.1
0
0
0.9
0.9
13,506
60
1,494
1,350.6
453.470616
1,350.6
0.004269
10
205,635.6
MITM-ArpSpoofing
Spoofing
1
26.4
6
64
5,749.087121
0
0.32
0.68
0
0.68
0
0
68
32
0
68
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,448
60
74
64.48
6.563566
64.48
0.000174
100
43.080404
DDoS-HTTP_Flood
DDoS
1
32.8
6
59
414.301349
0
0.1
0
0.2
1
0
0
10
1
0
0
0.1
0.8
0
0
0
0
0
1
0
0
0
0
0
1
1
6,481
66
1,494
648.1
728.515759
648.1
0.002785
10
530,735.211111
BenignTraffic
Benign
0
8
17
64
32,948.185389
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
6,000
60
60
60
0
60
0.00003
100
0
DDoS-UDP_Flood
DDoS
1
23.92
6
67.82
8,348.701208
0
0.98
0.02
0
1
0
0
100
98
0
2
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.00012
100
0
DoS-SYN_Flood
DoS
1
20
6
64
25,317.220981
0
1
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000039
100
0
DDoS-SynonymousIP_Flood
DDoS
1
20.8
6
68.3
42.575283
0
0.1
0
0.3
0.5
0
0
5
1
0
0
0.4
0.1
0
0
0
0
0
0.5
0.5
0
0
0
0
1
1
880
60
262
88
62.237895
88
0.024411
10
3,873.555556
VulnerabilityScan
Recon
1
20
6
65.69
20,955.803148
0
0
0.98
0.01
0.99
0
0
99
0
0
98
0
0.01
0.01
0
0
0
0
0.99
0.01
0
0
0
0
1
1
6,055
60
97
60.55
4.098226
60.55
0.000048
100
16.795455
DoS-HTTP_Flood
DoS
1
20.88
6
65.91
333.276705
0.07
0.09
0
0.1
0.87
0
0
87
9
7
0
0.79
0.02
0
0
0
0
0
0.89
0.11
0
0
0
0
1
1
13,106
60
817
131.06
215.593417
131.06
0.003008
100
46,480.521616
DDoS-HTTP_Flood
DDoS
1
8
17
64
17,626.829166
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
6,000
60
60
60
0
60
0.000057
100
0
DoS-UDP_Flood
DoS
1
32
6
147.5
352.634393
0
0
0
0.1
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
6,542
66
1,514
654.2
740.504603
654.2
0.002836
10
548,347.066667
BenignTraffic
Benign
0
28.04
6
65.87
1,333.866757
0.01
0.03
0.33
0.14
0.59
0
0
59
3
1
33
0.89
0.06
0.01
0
0
0
0
0.95
0.05
0
0
0
0
1
1
51,482
60
2,962
514.82
713.151625
514.82
0.00075
100
508,585.24
DoS-HTTP_Flood
DoS
1
20
6
64
17,114.019912
0
1
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000058
100
0
DoS-SYN_Flood
DoS
1
0.08
1
64.63
1,017.220188
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0.02
0.97
0
0.98
0.98
99,952
60
1,514
999.52
689.594471
999.52
0.000988
100
475,540.534949
DDoS-ICMP_Fragmentation
DDoS
1
8
17
64
15,895.342403
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
6,000
60
60
60
0
60
0.000063
100
0
DDoS-UDP_Flood
DDoS
1
25.6
6
106.5
49.813173
0
0.2
0
0.2
0.6
0
0
6
2
0
0
0.5
0.2
0.1
0
0
0
0
0.7
0.2
0
0
0.1
0
1
1
1,268
66
246
126.8
74.197634
126.8
0.020888
10
5,505.288889
Recon-HostDiscovery
Recon
1
29.6
6
105.1
499.625249
0.1
0
0
0.1
0.9
0
0
9
0
1
0
0
0.9
0.1
0
0
0
0
0.9
0.1
0
0
0
0
1
1
771
66
146
77.1
26.095764
77.1
0.003432
10
680.988889
DNS_Spoofing
Spoofing
1
10.28
6
63.37
1,071.306444
0
0
0.03
0
0.48
0
0
48
0
0
3
0
0
0
0
0
0
0
0.51
0.01
0
0
0
0
1
1
90,888
60
1,514
908.88
587.332839
908.88
0.000933
100
344,959.864242
DDoS-ACK_Fragmentation
DDoS
1
20.12
6
64
47,414.695908
0
0
0
0.01
0.01
0
0
1
0
0
0
0
0.01
0
0
0
0
0
1
0
0
0
0
0
1
1
6,066
60
126
60.66
6.6
60.66
0.000021
100
43.56
DDoS-TCP_Flood
DDoS
1
9.6
6
63.36
1,633.741285
0
0
0
0
0.48
0
0
48
0
0
0
0
0
0
0
0
0
0
0.48
0
0
0.01
0
0
0.99
0.99
91,806
60
1,514
918.06
576.293167
918.06
0.000612
100
332,113.814545
DDoS-ACK_Fragmentation
DDoS
1
20
6
64
14,869.727373
0
1
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000072
100
0
DoS-SYN_Flood
DoS
1
39.6
6
64
145.159252
0
0
0
0.2
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
897
66
188
89.7
36.545406
89.7
0.006889
10
1,335.566667
BenignTraffic
Benign
0
0.72
47
66.5
1,589.323431
0
0
0
0.01
0.02
0
0
2
0
0
0
0
0
0
0
0
0
0
0.02
0.01
0
0
0
0
1
1
56,449
66
578
564.49
77.980378
564.49
0.00063
100
6,080.939293
Mirai-greip_flood
Mirai
1
23.2
6
85.1
64.478254
0.2
0.2
0
0
0.5
0
0
5
2
2
0
0.4
0.2
0.2
0
0
0
0
0.6
0.3
0
0
0.1
0
1
1
880
66
214
88
45.499695
88
0.015538
10
2,070.222222
VulnerabilityScan
Recon
1
30.92
6
67.66
1,875.68097
0.01
0.03
0.11
0.57
0.86
0
0
86
3
1
11
0.98
0.02
0
0
0
0
0
1
0
0
0
0
0
1
1
184,972
60
2,962
1,849.72
1,019.138526
1,849.72
0.000538
100
1,038,643.334949
DoS-HTTP_Flood
DoS
1
23.96
6
70.06
11,486.523347
0
0.8
0
0.02
0.99
0
0
99
80
0
0
0
0.08
0
0
0
0
0
0.99
0
0
0.01
0
0
0.99
0.99
6,484
60
366
64.84
33.585928
64.84
0.000087
100
1,128.014545
DoS-SYN_Flood
DoS
1
32
6
247
2,832.84074
0
0
0
0.4
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
14,964
1,494
1,500
1,496.4
3.098387
1,496.4
0.00041
10
9.6
MITM-ArpSpoofing
Spoofing
1
20
6
64
125,803.959208
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000008
100
0
DDoS-TCP_Flood
DDoS
1
20
6
64
28,571.553134
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000035
100
0
DDoS-TCP_Flood
DDoS
1