Network packet mutation dataset for adversarial attack

Dataset

Description of Data

In this dataset, we have generated several classical network based attack and save as pcap file. Based on that pcap file, we have mutated that traffic to generate adverarial attack. After creating adverarial attack, we have extracted several network feature using four extractor (i) CICFlowmeter (ii) NFStreamer (iii) NTLFLowLyzer (iv) zeek.

List of classical Attacks and tools

Brute force Attack --> Tools: FTP-Patator,SSH-Patator, FTP-Hydra,SSH-Hydra,FTP-Metasploit,SSH-Metasploit
DoS Attack --> Tools: Slowloris, LOIC-UDP,LOIC-TCP,Heartleech
Web Attack(XSS Attack) -->Tools: PWNXSS
Web Attack (Brute Force) --> Tools : Hydra
Web Attack (Brute Force) ---> Tools: Burp Suite
Web Attack (DoS) ---> Tools: Slowhttptest,GoldenEye,Hulk,LOIC
Web Attack (SQL Injection) ---> Tools: SQLmap
Infiltration Attack (PortScan) ---> Tools: nmapAuto, Hping3
Botnet Attack ---> Tools: Ares Botnet
DDoS ---> Tools: Hpingp3

Used Operating System
(I) Linux
(II) Kali Linux
Date made available01 Jun 2024
PublisherCharles Sturt University
Date of data production01 Jun 2024

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