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
120
81.222785
0.1
0
0
0.2
0.9
0
0
9
0
1
0
0.1
0.6
0.1
0
0
0
0
0.9
0.1
0
0
0
0
1
1
801
66
156
80.1
28.815312
80.1
0.014513
10
830.322222
BenignTraffic
Benign
0
11.04
17
67.65
1,173.254861
0
0
0
0.01
0.14
0
0
14
0
0
0
0
0.14
0.03
0
0
0
0
0.14
0.76
0
0.02
0.08
0
0.98
0.98
52,468
60
3,645
524.68
443.103036
524.68
0.000852
100
196,340.300606
Mirai-udpplain
Mirai
1
0.08
47
63.36
2,184.738153
0
0
0
0
0
0
0
0
0
0
0
0
0
0.01
0
0
0
0
0
0.01
0
0.01
0
0
0.99
0.99
56,778
60
578
567.78
71.907289
567.78
0.000458
100
5,170.658182
Mirai-greip_flood
Mirai
1
1.12
1
64
2,345.978175
0.01
0.01
0
0
0.02
0
0
2
1
1
0
0.02
0.01
0.01
0
0
0
0
0.03
0.01
0
0
0.96
0
1
1
90,324
66
1,514
903.24
592.464108
903.24
0.000426
100
351,013.719596
DDoS-ICMP_Fragmentation
DDoS
1
14.4
17
82.8
132.752564
0
0
0
0.1
0.3
0
0
3
0
0
0
0
0.3
0.4
0
0
0
0
0.3
0.6
0
0
0.1
0
1
1
1,936
60
367
193.6
137.783405
193.6
0.008404
10
18,984.266667
Recon-PingSweep
Recon
1
20
6
64
5,245.502751
0
0
0.63
0
0.63
0
0
63
0
0
63
1
0
0
0
0
0
0
1
0
0
0
0
0
1
1
6,000
60
60
60
0
60
0.000191
100
0
DoS-TCP_Flood
DoS
1
28
6
68.9
73.961745
0.1
0.1
0
0.3
0.7
0
0
7
1
1
0
0.3
0.1
0.2
0
0
0
0
0.8
0.2
0
0
0
0
1
1
4,050
66
1,239
405
538.988353
405
0.013635
10
290,508.444444
VulnerabilityScan
Recon
1
28.08
6
58.84
718.437708
0.06
0.14
0.18
0.28
0.64
0
0
64
14
6
18
0
0.91
0
0
0
0
0
0.91
0
0
0.08
0.01
0
0.92
0.92
8,899
60
234
88.99
51.876796
88.99
0.001392
100
2,691.201919
DDoS-SlowLoris
DDoS
1
8.8
0
57.5
51.408596
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0
0.2
0
0
0
0
0.2
0.3
0
0.5
0
0
0.5
0.5
860
60
214
86
47.951364
86
0.019555
10
2,299.333333
Recon-HostDiscovery
Recon
1
17.6
17
56.6
47.294295
0
0
0
0.2
0.4
0
0
4
0
0
0
0.3
0.1
0
0
0
0
0
0.4
0.6
0
0
0
0
1
1
736
60
90
73.6
12.911666
73.6
0.025895
10
166.711111
VulnerabilityScan
Recon
1
10
6
63.36
3,340.344841
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
0.000306
100
332,783.535758
DDoS-ACK_Fragmentation
DDoS
1
29.6
6
118.5
11,946.180575
0
0
0
0.2
0.9
0
0
9
0
0
0
0.9
0
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
10,596
66
2,858
1,059.6
924.591826
1,059.6
0.000084
10
854,870.044444
BenignTraffic
Benign
0
0
1
64
17,870.154659
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
0.000056
100
0
DDoS-ICMP_Flood
DDoS
1
0
47
64
9,902.035035
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
0.000103
100
0
Mirai-greeth_flood
Mirai
1
23.6
6
92.9
258.918842
0
0
0
0
1
0
0
10
0
0
0
0.7
0.3
0
0
0
0
0
1
0
0
0
0
0
1
1
6,376
54
1,214
637.6
607.594748
637.6
0.00391
10
369,171.377778
DNS_Spoofing
Spoofing
1
32
6
164.8
219.887181
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
13,692
66
7,306
1,369.2
2,309.750386
1,369.2
0.004911
10
5,334,946.844444
BenignTraffic
Benign
0
25.2
6
125.5
33.940402
0
0.1
0.1
0.1
0.7
0
0
7
1
0
1
0.2
0.6
0
0
0
0
0
0.8
0
0
0.1
0.1
0
0.9
0.9
2,859
60
1,494
285.9
482.131483
285.9
0.031519
10
232,450.766667
Uploading_Attack
Web-based
1
20
6
64
54,288.169816
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
0.56
47
71
3,719.409762
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.07
0
0.01
0
0
0.99
0.99
55,497
60
592
554.97
127.426228
554.97
0.00027
100
16,237.443535
Mirai-greeth_flood
Mirai
1
22
6
110.8
66.644909
0.1
0.2
0.2
0.1
0.4
0
0
4
2
1
2
0
0.7
0.2
0
0
0
0
0.7
0.3
0
0
0
0
1
1
1,535
60
488
153.5
152.335339
153.5
0.015162
10
23,206.055556
VulnerabilityScan
Recon
1
20.36
6
63.54
21,944.770575
0.01
0
0
0.01
0.03
0
0
3
0
1
0
0
0.03
0
0
0
0
0
1
0
0
0
0
0
1
1
6,025
60
73
60.25
1.539874
60.25
0.000046
100
2.371212
DDoS-TCP_Flood
DDoS
1
0
47
64
5,505.997873
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
0.000183
100
0
Mirai-greeth_flood
Mirai
1
32
6
231
2,949.99578
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
0.00041
10
0
BenignTraffic
Benign
0
14.4
6
55.2
233.464362
0
0
0
0.2
0.5
0
0
5
0
0
0
0
0.1
0
0
0
0
0
0.5
0.4
0
0.1
0
0
0.9
0.9
662
50
106
66.2
21.508655
66.2
0.004283
10
462.622222
MITM-ArpSpoofing
Spoofing
1
32
6
146.2
94.91523
0
0
0
0.2
1
0
0
10
0
0
0
0.1
0.9
0
0
0
0
0
1
0
0
0
0
0
1
1
2,444
66
1,514
244.4
453.021265
244.4
0.010548
10
205,228.266667
Recon-OSScan
Recon
1
25.6
6
64.7
106.316259
0.2
0.1
0
0.1
0.6
0
0
6
1
2
0
0.5
0.2
0.2
0
0
0
0
0.7
0.3
0
0
0
0
1
1
1,061
60
441
106.1
117.879835
106.1
0.011301
10
13,895.655556
Recon-PortScan
Recon
1
30.8
6
81.2
400.705435
0
0
0
0.3
1
0
0
10
0
0
0
0.1
0.8
0
0
0
0
0
1
0
0
0
0
0
1
1
6,850
66
1,514
685
717.213435
685
0.002802
10
514,395.111111
BenignTraffic
Benign
0
8
17
102.1
63.976669
0
0
0
0
0.1
0
0
1
0
0
0
0
0.1
0.1
0
0
0
0
0.1
0.6
0
0.1
0.2
0
0.9
0.9
1,314
60
230
131.4
77.454216
131.4
0.015906
10
5,999.155556
Uploading_Attack
Web-based
1
20
6
73.3
1,512.387409
0
0
0
0.3
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
10,567
66
1,500
1,056.7
541.552101
1,056.7
0.000829
10
293,278.677778
MITM-ArpSpoofing
Spoofing
1
24.8
6
69
111.796829
0.1
0.1
0
0.1
0.6
0
0
6
1
1
0
0.1
0.2
0.2
0
0
0
0
0.7
0.2
0
0.1
0
0
0.9
0.9
1,000
60
214
100
56.426944
100
0.00906
10
3,184
BenignTraffic
Benign
0
7.92
17
63.36
3,167.759769
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
0.000317
100
2,440.36
Mirai-udpplain
Mirai
1
0
1
62.08
539.216894
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0.03
0.97
0
0.97
0.97
99,782
60
1,514
997.82
691.716944
997.82
0.001855
100
478,472.330909
DDoS-ICMP_Fragmentation
DDoS
1
27.2
6
110.6
60.686574
0
0
0
0.6
0.9
0
0
9
0
0
0
0
0.7
0
0
0
0
0
0.9
0.1
0
0
0
0
1
1
3,009
66
1,514
300.9
439.257821
300.9
0.016533
10
192,947.433333
Uploading_Attack
Web-based
1
16.8
6
149.3
20.129184
0
0
0
0.2
0.5
0
0
5
0
0
0
0
0.3
0
0
0
0
0
0.5
0.4
0
0.1
0
0
0.9
0.9
1,737
60
345
173.7
125.437058
173.7
0.056761
10
15,734.455556
BenignTraffic
Benign
0
8
17
64
16,329.144281
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
0.000061
100
0
DoS-UDP_Flood
DoS
1
8.04
17
63.14
4,156.603605
0
0
0
0.01
0.01
0
0
1
0
0
0
0
0
0
0
0
0
0
0.01
0.98
0
0.01
0
0
0.99
0.99
54,000
60
554
540
80.140155
540
0.000242
100
6,422.444444
Mirai-udpplain
Mirai
1
32
6
57.2
94.84526
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
9,228
66
1,494
922.8
737.416029
922.8
0.010561
10
543,782.4
CommandInjection
Web-based
1
0
47
63.36
6,940.190287
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
0.000144
100
2,830.24
Mirai-greeth_flood
Mirai
1
20
6
64
12,006.022613
0
0.95
0.05
0
0
0
0
0
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
0.000084
100
0
DDoS-SYN_Flood
DDoS
1
32
6
137.2
3,367.025769
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
6,396
66
1,500
639.6
740.514416
639.6
0.000399
10
548,361.6
MITM-ArpSpoofing
Spoofing
1
10.72
6
62.72
1,313.112327
0.01
0
0.04
0.01
0.48
0
0
48
0
1
4
0
0.01
0.01
0
0
0
0
0.52
0.01
0
0.02
0
0
0.98
0.98
87,237
60
1,514
872.37
600.783119
872.37
0.000765
100
360,940.356667
DDoS-ACK_Fragmentation
DDoS
1
23.6
6
72.4
113.943451
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
20,392
60
8,634
2,039.2
3,156.856833
2,039.2
0.009377
10
9,965,745.066667
Backdoor_Malware
Web-based
1
0.28
1
64.42
559.024377
0
0
0
0.01
0.01
0
0
1
0
0
0
0
0
0
0
0
0
0
0.01
0.01
0
0.02
0.96
0
0.98
0.98
99,152
60
1,514
991.52
687.279522
991.52
0.001799
100
472,353.14101
DDoS-ICMP_Fragmentation
DDoS
1
22.4
6
94.5
283.504275
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
0.003955
10
0
Recon-HostDiscovery
Recon
1
12.8
17
115.2
1,782.913496
0
0
0
0.1
0.2
0
0
2
0
0
0
0
0.2
0
0
0
0
0
0.2
0.8
0
0
0
0
1
1
2,966
106
1,500
296.6
440.714117
296.6
0.000688
10
194,228.933333
MITM-ArpSpoofing
Spoofing
1
27.2
6
68
89.161404
0
0
0
0.4
0.8
0
0
8
0
0
0
0.1
0.7
0.1
0
0
0
0
0.8
0.2
0
0
0
0
1
1
1,478
66
339
147.8
102.625316
147.8
0.012218
10
10,531.955556
BenignTraffic
Benign
0
31.6
6
69.42
1,525.162632
0
0.07
0.18
0.44
0.73
0
0
73
7
0
18
0.93
0.01
0
0
0
0
0
0.97
0.03
0
0
0
0
1
1
101,034
60
2,962
1,010.34
897.923027
1,010.34
0.000656
100
806,265.76202
DoS-HTTP_Flood
DoS
1
21.2
6
77.1
127.035833
0
0
0
0.3
0.8
0
0
8
0
0
0
0
0.8
0.2
0
0
0
0
0.8
0.2
0
0
0
0
1
1
4,106
54
1,500
410.6
594.739943
410.6
0.008836
10
353,715.6
MITM-ArpSpoofing
Spoofing
1
10.08
6
64
2,866.07764
0
0
0
0
0.5
0
0
50
0
0
0
0
0
0.01
0
0
0
0
0.5
0.01
0
0
0
0
1
1
94,114
88
1,514
941.14
576.448707
941.14
0.000352
100
332,293.111515
DDoS-ACK_Fragmentation
DDoS
1
19.2
6
72.4
149.200303
0.1
0
0
0.2
0.5
0
0
5
0
1
0
0.2
0.3
0
0
0
0
0
0.5
0.4
0
0.1
0
0
0.9
0.9
1,126
60
385
112.6
109.104639
112.6
0.007932
10
11,903.822222
BenignTraffic
Benign
0
20.72
6
63.04
17,690.021088
0
0
0
0
0.06
0
0
6
0
0
0
0
0.06
0
0
0
0
0
1
0
0
0
0
0
1
1
6,036
60
66
60.36
1.4321
60.36
0.00006
100
2.050909
DoS-TCP_Flood
DoS
1