Table 3.
Distribution of stream records in CICIDS2018 dataset.
| Label Name | Value | Percentage Contribution (%) |
|---|---|---|
| Benign | 13,484,708 | 83.07001 |
| DDOS attack-HOIC | 686,012 | 4.22605 |
| DDoS attacks-LOIC-HTTP | 576,191 | 3.54952 |
| DoS attacks-Hulk | 461,912 | 2.84552 |
| Bot | 286,191 | 1.76303 |
| FTP-BruteForce | 193,360 | 1.19116 |
| SSH-Bruteforce | 187,589 | 1.15561 |
| Infiltration | 161,934 | 0.99756 |
| DoS attacks-SlowHTTPTest | 139,890 | 0.86177 |
| DoS attacks-GoldenEye | 41,508 | 0.25570 |
| DoS attacks-Slowloris | 10,990 | 0.06770 |
| DDOS attack-LOIC-UDP | 1730 | 0.01066 |
| Brute Force-Web | 611 | 0.00376 |
| Brute Force-XSS | 230 | 0.00142 |
| SQL Injection | 87 | 0.00054 |