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
float64
syn_count
float64
fin_count
float64
rst_count
float64
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
float64
Min
float64
Max
float64
AVG
float64
Std
float64
Tot size
float64
IAT
float64
Number
float64
Variance
float64
Label
large_string
attack_class
large_string
label
int64
20
6
65.83
14,999.477881
0
0.99
0.01
0
0
0
0
0
99
0
1
0
0.01
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000067
100
0
DoS-SYN_Flood
DoS
1
19.92
6
64
8,130.859746
0
0
0
0.01
0.02
0
0
2
0
0
0
0
0.02
0.01
0
0
0
0
0.98
0.01
0
0.01
0
0
0.99
0.99
6,229
60
257
62.29
19.847039
62.29
0.000123
100
393.904949
DoS-TCP_Flood
DoS
1
8
17
64
21,758.074389
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
0.000046
100
0
DoS-UDP_Flood
DoS
1
7.92
17
63.36
14,867.619014
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
16,098
60
162
160.98
10.2
160.98
0.000067
100
104.04
DoS-UDP_Flood
DoS
1
20
6
64
48,753.969546
0
1
0
0
0
0
0
0
100
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000026
100
0
DDoS-SYN_Flood
DDoS
1
0
47
63.36
4,094.680425
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
0.000246
100
2,683.24
Mirai-greip_flood
Mirai
1
0
1
64
36,817.977528
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
0.000027
100
0
DDoS-ICMP_Flood
DDoS
1
20
6
64
25,189.502132
0
1
0
0
0
0
0
0
100
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.00004
100
0
DDoS-SYN_Flood
DDoS
1
19.8
6
65.91
42,790.287696
0
0.99
0
0
0
0
0
0
99
0
0
0
0
0
0
0
0
0
0.99
0
0
0
0.01
0
1
1
6,038
60
98
60.38
3.8
60.38
0.000023
100
14.44
DDoS-SYN_Flood
DDoS
1
8
17
64
58,213.795975
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
0.000017
100
0
DDoS-UDP_Flood
DDoS
1
8
17
64
12,562.686075
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
0.00008
100
0
DoS-UDP_Flood
DoS
1
20
6
64
30,137.989509
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
0.000033
100
0
DDoS-TCP_Flood
DDoS
1
7.92
17
63.36
6,869.489166
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
0.000146
100
148.84
DoS-UDP_Flood
DoS
1
8
17
64
38,269.19708
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
0.000027
100
0
DoS-UDP_Flood
DoS
1
22.4
6
110.6
482.653134
0
0.6
0.4
0
0.4
0
0
4
6
0
4
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
600
60
60
60
0
60
0.002514
10
0
Recon-HostDiscovery
Recon
1
0
47
63.36
10,137.780678
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
58,668
60
592
586.68
53.2
586.68
0.000099
100
2,830.24
Mirai-greeth_flood
Mirai
1
0
1
64
29,155.456694
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
0
1
64
24,049.908257
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
6,038
60
98
60.38
3.8
60.38
0.000042
100
14.44
DDoS-ICMP_Flood
DDoS
1
20
6
64
49,461.132075
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
0.00002
100
0
DDoS-SynonymousIP_Flood
DDoS
1
20
6
64
19,033.008123
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
0.000053
100
0
DDoS-SYN_Flood
DDoS
1
0.08
47
62.73
4,859.299079
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
0
0.99
0.99
58,294
60
592
582.94
64.720974
582.94
0.000207
100
4,188.804444
Mirai-greeth_flood
Mirai
1
0
1
64
15,885.709957
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
0.000063
100
0
DDoS-ICMP_Flood
DDoS
1
10
6
64
453.878901
0
0
0
0
0.5
0
0
50
0
0
0
0
0
0
0
0
0
0
0.5
0
0
0
0
0
1
1
94,400
374
1,514
944
572.871555
944
0.002627
100
328,181.818182
DDoS-ACK_Fragmentation
DDoS
1
20
6
64
44,945.392199
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-SYN_Flood
DDoS
1
22.48
6
64
109,056.266251
0
0.87
0.13
0
0.62
0
0
62
87
0
13
0
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000009
100
0
DoS-SYN_Flood
DoS
1
20
6
64
45,289.968686
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
20
6
64
3,473.658755
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000288
100
0
DoS-TCP_Flood
DoS
1
20
6
64
138,517.305152
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
20
6
64
25,055.57945
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
0.00004
100
0
DDoS-SynonymousIP_Flood
DDoS
1
20
6
64
36,139.100465
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
0.000032
100
0
DDoS-SYN_Flood
DDoS
1
20
6
64
17,249.862225
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
DDoS-SynonymousIP_Flood
DDoS
1
0.48
47
65.71
2,798.534779
0
0
0
0
0.01
0
0
1
0
0
0
0
0.01
0.02
0
0
0
0
0.01
0.02
0
0
0
0
1
1
59,087
72
1,514
590.87
118.303723
590.87
0.000358
100
13,995.770808
Mirai-greeth_flood
Mirai
1