Table 5.

NF-UNSW-NB15-v2 class distribution and attack descriptions

ClassCountDescription
Benign2,295,222Normal unmalicious flows
Fuzzers22,310Sends random or unexpected data to a system to crash it or reveal security vulnerabilities
Analysis2,299Threats targeting web applications via ports, emails and scripts
Backdoor2,169Bypasses security by responding to specifically crafted client requests
DoS5,794Attempts to overload system resources and deny service access
Exploits31,551Commands exploiting known vulnerabilities to control a host
Generic16,560Cryptographic attack causing block-cipher collisions
Reconnaissance12,779Information-gathering techniques, also known as probing
Shellcode1,427Code injection used to gain control over a host system
Worms164Self-replicating malware spreading across systems

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