Table 4 NF-ToN-IoT dataset overview.

From: Transfer learning with XAI for robust malware and IoT network security

Attribute

Details

Dataset type

NetFlow-based IoT Security Dataset

Total data flows

1,379,274

Benign flows

270,279 (19.6%)

Attack flows

1,108,995 (80.4%)

Attack categories

DoS, DDoS, MITM, Injection, Password Attacks, Ransomware, Scanning, XSS

IoT devices

Various IoT devices and protocols

Application areas

Intrusion Detection, Malware Analysis, Threat Intelligence

Data format

NetFlow records (network flow summary)