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
20
6
64
56,021.156672
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
0.000018
100
0
DDoS-SynonymousIP_Flood
DDoS
1
8.16
17
65.91
10,150.292822
0
0.01
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0.01
0.99
0
0
0
0
1
1
54,906
60
554
549.06
49.4
549.06
0.000099
100
2,440.36
Mirai-udpplain
Mirai
1
20
6
109
4,304.499179
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
31,200
1,514
4,434
3,120
1,077.28259
3,120
0.000282
10
1,160,537.777778
Recon-PortScan
Recon
1
0
47
64
8,826.954564
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
59,200
592
592
592
0
592
0.000113
100
0
Mirai-greeth_flood
Mirai
1
23.2
6
147
281.744621
0
0
0
0.1
0.7
0
0
7
0
0
0
0
0.7
0.1
0
0
0
0
0.7
0.1
0
0.1
0.1
0
0.9
0.9
899
60
157
89.9
40.552983
89.9
0.003615
10
1,644.544444
BenignTraffic
Benign
0
29.72
6
63.9
1,650.404111
0.01
0.06
0.21
0.43
0.72
0
0
72
6
1
21
0.98
0.01
0
0
0
0
0
0.99
0.01
0
0
0
0
1
1
109,114
60
2,954
1,091.14
1,030.743068
1,091.14
0.000606
100
1,062,431.273131
DoS-HTTP_Flood
DoS
1
8
17
64
44,304.468153
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
0.000023
100
0
DDoS-UDP_Flood
DDoS
1
22.12
6
64
156,270.640835
0
0.88
0.12
0
0.53
0
0
53
88
0
12
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000006
100
0
DoS-SYN_Flood
DoS
1
4
17
60.6
52.189576
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
0.3
0.2
0
0.7
0.7
1,026
60
230
102.6
57.581247
102.6
0.01929
10
3,315.6
Backdoor_Malware
Web-based
1
7.92
17
63.36
5,103.366712
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
54,906
60
554
549.06
49.4
549.06
0.000197
100
2,440.36
Mirai-udpplain
Mirai
1
33.6
6
63.36
34,141.668702
0
0.69
0.3
0
0.3
0
0
30
69
0
30
0
0
0
0
0
0
0
0.99
0
0
0.01
0
0
0.99
0.99
6,966
60
74
69.66
6.507525
69.66
0.000029
100
42.347879
DoS-HTTP_Flood
DoS
1
20.4
6
124.5
79.375188
0.1
0
0
0.3
0.6
0
0
6
0
1
0
0.2
0
0.1
0
0
0
0
0.6
0.3
0
0
0.1
0
1
1
1,119
66
230
111.9
64.669158
111.9
0.012598
10
4,182.1
BenignTraffic
Benign
0
20
6
64
44,011.58447
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
0.000023
100
0
DDoS-SynonymousIP_Flood
DDoS
1
20.36
6
73.96
4,392.3553
0.01
0.94
0
0.02
0.06
0
0
6
94
1
0
0
0.06
0
0
0
0
0
1
0
0
0
0
0
1
1
6,188
60
185
61.88
13.690873
61.88
0.000228
100
187.44
DDoS-SYN_Flood
DDoS
1
32.52
6
66.32
1,645.625324
0.03
0.08
0.05
0.27
0.91
0
0
91
8
3
5
0.94
0.01
0.02
0
0
0
0
0.98
0.02
0
0
0
0
1
1
81,064
60
2,962
810.64
848.762314
810.64
0.000615
100
720,397.465051
DoS-HTTP_Flood
DoS
1
20
6
43.2
294.11009
0
0
0
0.1
0.5
0
0
5
0
0
0
0
0.5
0.1
0
0
0
0
0.5
0.5
0
0
0
0
1
1
3,944
66
1,500
394.4
584.660053
394.4
0.0034
10
341,827.377778
MITM-ArpSpoofing
Spoofing
1
30.4
6
82.8
124.581314
0.1
0.1
0
0.3
0.9
0
0
9
1
1
0
0.3
0.3
0.1
0
0
0
0
0.9
0.1
0
0
0
0
1
1
1,874
66
680
187.4
213.311041
187.4
0.008284
10
45,501.6
BenignTraffic
Benign
0
25.6
6
164.8
227.910429
0
0.1
0
0
0.6
0
0
6
1
0
0
0.1
0.6
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
650
60
74
65
4.242641
65
0.004431
10
18
BenignTraffic
Benign
0
9.32
6
63.63
798.639707
0
0.01
0
0
0.46
0
0
46
1
0
0
0
0
0.01
0
0
0
0
0.46
0.01
0
0.01
0.01
0
0.99
0.99
87,629
60
1,514
876.29
582.174022
876.29
0.001252
100
338,926.591818
DDoS-ACK_Fragmentation
DDoS
1
20
6
94.8
66.142861
0.1
0.1
0
0.1
0.4
0
0
4
1
1
0
0.3
0.2
0.2
0
0
0
0
0.5
0.4
0.1
0
0.1
0
1
1
1,366
66
348
136.6
103.546232
136.6
0.015185
10
10,721.822222
Recon-OSScan
Recon
1
24
6
62.5
83.932747
0
0
0
0.3
0.7
0
0
7
0
0
0
0.1
0.6
0.1
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
993
60
317
99.3
77.555786
99.3
0.012583
10
6,014.9
BenignTraffic
Benign
0
0.4
1
63.89
43,836.789298
0
0.01
0
0
0.01
0
0
1
1
0
0
0
0.01
0
0
0
0
0
0.01
0
0
0
0.99
0
1
1
6,014
60
74
60.14
1.4
60.14
0.000023
100
1.96
DDoS-ICMP_Flood
DDoS
1
20
6
64
25,661.0829
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
0.000039
100
0
DDoS-TCP_Flood
DDoS
1
22.4
6
64
24,473.70755
0
1
0
0
0.6
0
0
60
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
0.000041
100
0
DoS-SYN_Flood
DoS
1
4.64
17
66.9
1,013.930012
0.01
0
0
0.01
0.02
0
0
2
0
1
0
0
0.02
0.01
0
0
0
0
0.02
0.5
0
0.02
0
0
0.98
0.98
90,064
60
1,514
900.64
595.03329
900.64
0.000987
100
354,064.616566
DDoS-UDP_Fragmentation
DDoS
1
8
17
64
20,793.733578
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
0.000049
100
0
DoS-UDP_Flood
DoS
1
0
47
64
11,235.746049
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
59,200
592
592
592
0
592
0.00009
100
0
Mirai-greeth_flood
Mirai
1
8
17
64
11,381.791539
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
0.000088
100
0
DDoS-UDP_Flood
DDoS
1
20.4
6
59.9
111.180431
0.1
0.2
0.1
0.2
0.2
0.1
0.1
2
2
1
1
0
0.2
0
0
0
0
0
0.6
0.1
0
0
0.3
0
1
1
1,562
60
370
156.2
115.752418
156.2
0.010168
10
13,398.622222
Recon-OSScan
Recon
1
21.6
6
94.7
727.647202
0
0.4
0.6
0
0.6
0
0
6
4
0
6
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
600
60
60
60
0
60
0.001549
10
0
Recon-HostDiscovery
Recon
1
8
17
64
1,684.865429
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
0.000594
100
0
DoS-UDP_Flood
DoS
1
20
6
64
34,317.656685
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
0.000029
100
0
DDoS-SynonymousIP_Flood
DDoS
1
20.24
6
64
2,193.845751
0.01
0
0.98
0
1
0
0
100
0
1
98
0
0.02
0
0
0
0
0
1
0
0
0
0
0
1
1
6,012
60
66
60.12
0.844232
60.12
0.000456
100
0.712727
DoS-HTTP_Flood
DoS
1
30.08
6
65.74
6,747.267667
0.01
0.21
0.33
0.12
0.66
0
0
66
21
1
33
0.98
0.01
0
0
0
0
0
0.99
0.01
0
0
0
0
1
1
55,510
60
2,962
555.1
922.380074
555.1
0.000148
100
850,785
DoS-HTTP_Flood
DoS
1
24
6
47.5
19,160.822293
0
1
0
0
0
0
0
0
10
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
600
60
60
60
0
60
0.000052
10
0
Recon-PortScan
Recon
1
8
17
64
9,062.886776
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
0.00011
100
0
DDoS-UDP_Flood
DDoS
1
30.8
6
64.92
556.883062
0.11
0.19
0.16
0.2
0.69
0
0
69
19
11
16
0.92
0
0.01
0
0
0
0
0.93
0.06
0
0.01
0
0
0.99
0.99
25,805
60
2,962
258.05
491.74105
258.05
0.001796
100
241,809.260101
DDoS-HTTP_Flood
DDoS
1
22.56
6
64
18,497.481808
0
0.99
0.01
0
0.64
0
0
64
99
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000054
100
0
DoS-SYN_Flood
DoS
1
32
6
64
1,046.796446
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
865
66
271
86.5
64.826692
86.5
0.001764
10
4,202.5
DNS_Spoofing
Spoofing
1
38
6
67.82
431.943367
0.17
0.4
0
0.14
0.95
0
0
95
40
17
0
0.95
0.01
0.02
0
0
0
0
0.96
0.04
0
0
0
0
1
1
13,793
60
565
137.93
159.494926
137.93
0.002315
100
25,438.631414
DDoS-HTTP_Flood
DDoS
1
32
6
92.7
80.137718
0
0
0
0.6
1
0
0
10
0
0
0
0
1
0
0
0
0
0
1
0
0
0
0
0
1
1
6,121
66
1,500
612.1
573.656779
612.1
0.012479
10
329,082.1
MITM-ArpSpoofing
Spoofing
1
0.08
1
65.91
1,597.416288
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
1
1
102,860
82
1,514
1,028.6
679.853906
1,028.6
0.000628
100
462,201.333333
DDoS-ICMP_Fragmentation
DDoS
1
0.56
47
67.19
6,322.340634
0
0
0
0
0.01
0
0
1
0
0
0
0
0
0
0
0
0
0
0.01
0.03
0
0.01
0
0
0.99
0.99
56,740
60
592
567.4
108.595347
567.4
0.00016
100
11,792.949495
Mirai-greeth_flood
Mirai
1
50
6
64
21,323.355363
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
840
66
86
84
6.324555
84
0.000047
10
40
MITM-ArpSpoofing
Spoofing
1
8
17
64
27,525.292033
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
0.000036
100
0
DoS-UDP_Flood
DoS
1
8
17
64
11,650.844444
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
0.000086
100
0
DDoS-UDP_Flood
DDoS
1
28
6
76
52.436993
0.2
0.1
0
0.3
0.8
0
0
8
1
2
0
0
0.8
0
0
0
0
0
0.8
0.2
0
0
0
0
1
1
755
60
112
75.5
19.761073
75.5
0.020179
10
390.5
VulnerabilityScan
Recon
1
32
6
155.5
899.11981
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
7,824
66
1,500
782.4
755.154024
782.4
0.001232
10
570,257.6
MITM-ArpSpoofing
Spoofing
1
0
1
64
13,356.379964
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
0.000075
100
0
DDoS-ICMP_Flood
DDoS
1
0
47
64
8,104.465442
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
57,800
578
578
578
0
578
0.000123
100
0
Mirai-greip_flood
Mirai
1
31.24
6
67.7
1,204.197447
0.05
0.13
0.14
0.2
0.85
0
0
85
13
5
14
0.94
0.03
0
0
0
0
0
0.99
0.01
0
0
0
0
1
1
59,420
60
2,962
594.2
912.001661
594.2
0.00083
100
831,747.030303
DoS-HTTP_Flood
DoS
1
20.04
6
63.36
6,905.568178
0
0.01
0
0
0
0
0
0
1
0
0
0
0.01
0
0
0
0
0
0.99
0
0
0.01
0
0
0.99
0.99
6,018
60
78
60.18
1.8
60.18
0.000145
100
3.24
DoS-TCP_Flood
DoS
1
8
17
64
32,458.628695
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
0.000031
100
0
DDoS-UDP_Flood
DDoS
1
30.4
6
98.3
232.15405
0
0.1
0
0.3
0.9
0
0
9
1
0
0
0.4
0.5
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
5,765
66
1,514
576.5
654.408512
576.5
0.004309
10
428,250.5
BenignTraffic
Benign
0
25.6
6
49.6
17.710996
0
0
0
0.4
0.8
0
0
8
0
0
0
0
0.8
0
0
0
0
0
0.8
0
0
0.2
0
0
0.8
0.8
1,008
60
156
100.8
47.564693
100.8
0.058026
10
2,262.4
BenignTraffic
Benign
0
4.72
17
63.36
1,188.737009
0
0
0
0
0.02
0
0
2
0
0
0
0
0.02
0
0
0
0
0
0.02
0.48
0
0.01
0
0
0.99
0.99
90,626
60
1,514
906.26
588.883666
906.26
0.000843
100
346,783.972121
DDoS-UDP_Fragmentation
DDoS
1
29.6
6
204
114.563099
0
0
0
0.1
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
786
66
156
78.6
29.455051
78.6
0.008821
10
867.6
BenignTraffic
Benign
0
24.04
6
95.37
76.484701
0.02
0.05
0
0.22
0.74
0
0
74
5
2
0
0.21
0.52
0
0
0
0
0
0.76
0.04
0
0.2
0
0
0.8
0.8
9,608
60
552
96.08
80.464771
96.08
0.013078
100
6,474.579394
DDoS-SlowLoris
DDoS
1
27.2
6
70.9
79.953335
0.1
0.1
0
0.3
0.8
0
0
8
1
1
0
0
0.8
0
0
0
0
0
0.8
0.1
0
0.1
0
0
0.9
0.9
1,174
60
317
117.4
89.272616
117.4
0.0154
10
7,969.6
VulnerabilityScan
Recon
1
8
17
64
58,383.964365
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
0.000024
100
0
DDoS-UDP_Flood
DDoS
1
22
6
56.1
1,742.761458
0
0.5
0.5
0
0.5
0
0
5
5
0
5
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
600
60
60
60
0
60
0.000591
10
0
VulnerabilityScan
Recon
1
25.6
6
112.9
99.986984
0
0.1
0
0.2
0.7
0
0
7
1
0
0
0.2
0.4
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
1,095
66
172
109.5
45.100505
109.5
0.010046
10
2,034.055556
BenignTraffic
Benign
0
0
47
64
7,780.340945
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
57,800
578
578
578
0
578
0.000129
100
0
Mirai-greip_flood
Mirai
1
8
17
64
10,152.504054
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
0.000099
100
0
Mirai-udpplain
Mirai
1
8
17
64
2,168.630046
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
0.000462
100
0
Mirai-udpplain
Mirai
1
8
17
64
18,148.518022
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
0.000055
100
0
DoS-UDP_Flood
DoS
1
21.92
6
64
42,899.703385
0
0.95
0.05
0
0.48
0
0
48
95
0
5
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000023
100
0
DoS-SYN_Flood
DoS
1
20.92
6
64
28,726.142045
0
0.63
0.37
0
0.23
0
0
23
63
0
37
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
DoS-SYN_Flood
DoS
1
27.6
6
70.9
68.684205
0.2
0
0
0.3
0.9
0
0
9
0
2
0
0
0.8
0
0
0
0
0
0.9
0
0
0.1
0
0
0.9
0.9
996
60
317
99.6
81.603649
99.6
0.014616
10
6,659.155556
SqlInjection
Web-based
1
3.92
17
64
1,355.546219
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
0
0
0
0
0.49
0
0.01
0
0
0.99
0.99
89,769
60
1,514
897.69
584.709126
897.69
0.000738
100
341,884.761515
DDoS-UDP_Fragmentation
DDoS
1
24
6
146
54.648698
0.1
0
0
0.4
0.7
0
0
7
0
1
0
0
0.7
0
0
0
0
0
0.7
0.2
0
0
0.1
0
1
1
3,108
60
2,068
310.8
620.739308
310.8
0.020981
10
385,317.288889
Recon-HostDiscovery
Recon
1
9.88
6
63.32
1,333.370634
0
0
0
0
0.49
0
0
49
0
0
0
0
0
0
0
0
0
0
0.49
0.01
0
0.01
0
0
0.99
0.99
93,964
60
1,514
939.64
575.777551
939.64
0.00075
100
331,519.788283
DDoS-ACK_Fragmentation
DDoS
1
28.4
6
168.5
81.611407
0
0
0
0.3
0.9
0
0
9
0
0
0
0
0.8
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
3,581
66
1,514
358.1
544.10139
358.1
0.012272
10
296,046.322222
BenignTraffic
Benign
0
35.6
6
119.2
162.501269
0
0
0
0.4
0.9
0
0
9
0
0
0
0
0.8
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
3,574
66
2,290
357.4
688.946894
357.4
0.006497
10
474,647.822222
VulnerabilityScan
Recon
1
0
1
64
18,142.237986
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
0.000055
100
0
DDoS-ICMP_Flood
DDoS
1
19.88
6
65.91
3,193.251566
0
0
0.09
0
0.09
0
0
9
0
0
9
0.99
0
0
0
0
0
0
0.99
0.01
0
0
0
0
1
1
6,154
60
214
61.54
15.4
61.54
0.000313
100
237.16
DoS-TCP_Flood
DoS
1
21.12
6
64
6,590.672533
0
0.85
0.15
0
0.28
0
0
28
85
0
15
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000152
100
0
DoS-SYN_Flood
DoS
1
20
6
64
35,187.114094
0
0.79
0.21
0
0
0
0
0
79
0
21
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000028
100
0
DoS-SYN_Flood
DoS
1
4.76
17
65.7
497.91825
0
0
0
0.02
0.03
0
0
3
0
0
0
0
0.02
0.04
0
0
0
0
0.03
0.49
0
0.01
0.02
0
0.99
0.99
84,084
60
1,514
840.84
604.707087
840.84
0.002008
100
365,670.66101
DDoS-UDP_Fragmentation
DDoS
1
9.6
17
210
145.891879
0
0
0
0
0.1
0
0
1
0
0
0
0
0.1
0
0
0
0
0
0.1
0.8
0
0.1
0
0
0.9
0.9
1,485
60
409
148.5
125.516931
148.5
0.007069
10
15,754.5
BenignTraffic
Benign
0
0.08
1
64.64
22,322.001064
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0
0
0
0
0.01
0
0
0.99
0
1
1
6,110
60
170
61.1
11
61.1
0.000045
100
121
DDoS-ICMP_Flood
DDoS
1
0.08
1
65.27
3,834.371543
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0.01
0.98
0
0.99
0.99
6,154
60
214
61.54
15.4
61.54
0.000261
100
237.16
DDoS-ICMP_Flood
DDoS
1
8
17
64
11,496.913546
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
0.000087
100
0
DoS-UDP_Flood
DoS
1
20
6
64
45,353.633218
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
0.000022
100
0
DDoS-TCP_Flood
DDoS
1
17.6
17
113.7
98.645406
0
0
0
0.2
0.4
0
0
4
0
0
0
0
0.4
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
1,141
66
218
114.1
55.582671
114.1
0.017363
10
3,089.433333
Recon-HostDiscovery
Recon
1
20
6
64
21,963.156517
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
0.000046
100
0
DoS-SYN_Flood
DoS
1
20
6
64
20,819.537377
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
0.000048
100
0
DDoS-TCP_Flood
DDoS
1
22.4
6
93.1
190.875762
0.1
0
0
0.3
0.7
0
0
7
0
1
0
0.3
0.4
0
0
0
0
0
0.7
0.3
0
0
0
0
1
1
2,197
60
1,140
219.7
344.891625
219.7
0.005466
10
118,950.233333
BenignTraffic
Benign
0
0
1
64
17,220.824438
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
0.000058
100
0
DDoS-ICMP_Flood
DDoS
1
30.48
6
64
881.695322
0.07
0.21
0.25
0.1
0.68
0
0
68
21
7
25
0.95
0
0.02
0
0
0
0
0.97
0.02
0
0.01
0
0
0.99
0.99
17,621
60
2,962
176.21
392.551954
176.21
0.001136
100
154,097.036263
DDoS-HTTP_Flood
DDoS
1
20.12
6
67.82
1,657.218493
0
0.97
0
0.01
0.03
0
0
3
97
0
0
0
0.03
0
0
0
0
0
1
0
0
0
0
0
1
1
6,111
60
165
61.11
10.511076
61.11
0.000603
100
110.482727
DoS-SYN_Flood
DoS
1
4.08
17
66.55
1,533.274844
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
0
0
0
0
0.51
0
0
0
0
1
1
92,256
102
1,514
922.56
583.35817
922.56
0.000652
100
340,306.753939
DDoS-UDP_Fragmentation
DDoS
1
18.8
6
255
910.498849
0
0
0.9
0
0.9
0
0
9
0
0
9
0
0
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
770
60
230
77
53.75872
77
0.001098
10
2,890
Recon-PortScan
Recon
1
1.84
47
74.9
747.356023
0
0
0
0
0.05
0
0
5
0
0
0
0
0.05
0.02
0
0
0
0
0.05
0.03
0
0
0.03
0
1
1
54,007
66
590
540.07
131.594438
540.07
0.00134
100
17,317.096061
Mirai-greip_flood
Mirai
1
21.6
6
91.6
126.755577
0
0
0
0.3
0.6
0
0
6
0
0
0
0
0.6
0
0
0
0
0
0.6
0.3
0
0.1
0
0
0.9
0.9
1,791
60
358
179.1
126.514338
179.1
0.009229
10
16,005.877778
Recon-OSScan
Recon
1
24
6
99.4
82.488559
0
0.2
0
0.2
0.6
0
0
6
2
0
0
0
0.5
0.1
0
0
0
0
0.7
0.3
0
0
0
0
1
1
1,472
60
583
147.2
162.13835
147.2
0.015763
10
26,288.844444
Recon-HostDiscovery
Recon
1
7.92
17
64.64
6,988.060845
0
0
0
0
0
0
0
0
0
0
0
0
0
0.02
0
0
0
0
0
0.99
0
0.01
0
0
0.99
0.99
54,005
60
554
540.05
79.802835
540.05
0.000145
100
6,368.492424
Mirai-udpplain
Mirai
1
0.48
1
63.99
2,187.461341
0
0.01
0
0
0
0
0
0
1
0
0
0
0.01
0.02
0
0
0
0
0.01
0.03
0
0.03
0.93
0
0.97
0.97
88,272
60
1,514
882.72
601.95723
882.72
0.000498
100
362,352.506667
DDoS-ICMP_Fragmentation
DDoS
1
4
17
64
1,501.386731
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.5
0
0
0.01
0
1
1
94,028
362
1,514
940.28
577.056342
940.28
0.00067
100
332,994.021818
DDoS-UDP_Fragmentation
DDoS
1
33.88
6
74.04
1,423.119779
0
0.25
0.01
0.28
0.74
0
0
74
25
0
1
0
0.3
0
0
0
0
0
1
0
0
0
0
0
1
1
72,513
60
4,410
725.13
1,005.070586
725.13
0.000703
100
1,010,166.881919
DoS-HTTP_Flood
DoS
1