Table 4. Type of injected attacks and amounts of sub-datasets.

Sub-datasets Type of attacks Amounts of samples Total samples
SD - 1 Benign 446,772 1,048,574
DoS-Hulk 461,912
DoS-SlowHTTPTest 139,890
SD - 2 Benign 663,808 1,044,751
FTP-BruteForce 193,354
SSH-Bruteforce 187,589
SD - 3 Benign 988,050 1,040,548
DoS-GoldenEye 41,508
DoS-Slowloris 10,990
SD - 4 Benign 7,313,104 7,889,295
DDoS-LOIC-HTTP 576,191
SD - 5 Benign 360,833 1,048,575
DDOS-HOIC 686,012
DDOS-LOIC-UDP 1,730
SD - 6 Benign 1,042,603 1,042,965
Brute Force -Web 249
Brute Force -XSS 79
SQL Injection 34
SD - 7 Benign 1,042,301 1,042,867
Brute Force -Web 362
Brute Force -XSS 151
SQL Injection 53
SD - 8 Benign 538,666 606,902
Infilteration 68,236
SD - 9 Benign 235,778 328,181
Infilteration 92,403
SD-10 Benign 758,334 1,044,525
Bot 286,191