Table 2. CICIDS 2017 dataset.
| Attack Name | Label | Data | Without SMOTE | With SMOTE | ||
|---|---|---|---|---|---|---|
| Training | Testing | Training | Testing | |||
| BENIGN | 0 | 22,731 | 18,257 | 4,474 | 18,129 | 4,602 |
| Bot | 1 | 1,966 | 1,568 | 398 | 1,584 | 382 |
| BruteForce | 2 | 2,767 | 2,226 | 541 | 2,243 | 524 |
| DoS | 3 | 19,035 | 15,202 | 3,833 | 15,225 | 3,810 |
| Infiltration | 4 | 36 | 28 | 8 | 1,000 | 240 |
| PortScan | 5 | 7,946 | 6,328 | 1,618 | 6,382 | 1,564 |
| WebAttack | 6 | 2,180 | 1,719 | 461 | 1,736 | 444 |