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 |