Table 2.

NF-ToN-IoT-v2 class distribution and attack descriptions

ClassCountDescription
Benign6,099,469Normal unmalicious flows
Backdoor16,809Remote-access attack triggered by crafted client applications
DoS712,609Resource overload to deny access or service availability
DDoS2,026,234Distributed DoS with multiple attack sources
Injection684,465Untrusted inputs altering execution (e.g. SQL, code injections)
MITM7,723Attacker intercepts traffic between victim and host
Password1,153,323Password extraction via brute force or sniffing
Ransomware3,425File encryption with demand for decryption ransom
Scanning3,781,419Network/host probing to extract system information
XSS2,455,020Script injection through web applications to users

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