Advances, Systems and Applications
Table 2 CIC-IDS-2017 data distribution
Data Category | Training set (percentage) | Test set (percentage) |
|---|---|---|
BENIGN | 396,454 (79.29%) | 158,556 (79.28%) |
DoS Hulk | 40,078 (8.02%) | 15,929 (7.97%) |
PortScan | 27,959 (5.5918%) | 11,387 (5.6935%) |
DDoS | 22,606 (4.5212%) | 8956 (4.478%) |
DoS GoldenEye | 1795 (0.359%) | 668 (0.334%) |
Infiltration | 1469 (0.2938%) | 572 (0.286%) |
FTP-Patator | 1390 (0.278%) | 550 (0.275%) |
Bot | 1367 (0.2734%) | 577 (0.2885%) |
Web Attack | 2933 (0.5866%) | 1183 (0.5915%) |
SSH-Patator | 1018 (0.2036%) | 444 (0.222%) |
DoS slowloris | 1008 (0.2016%) | 392 (0.196%) |
DoS Slowhttptest | 995 (0.199%) | 377 (0.1885%) |
Heartbleed | 928 (0.1856%) | 409 (0.2045%) |
Total | 500,000 | 200,000 |