Trace-Share Dataset for Evaluation of Trace Meaning Preservation
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The dataset contains all data used during the evaluation of trace meaning preservation. Archives are protected by password "<strong>trace-share</strong>" to avoid false detection by antivirus software. For more information, see the project repository at <strong>https://github.com/Trace-Share</strong>. <strong>Selected Attack Traces</strong> The following list contains trace datasets used for evaluation. Each attack was chosen to have not only a different meaning but also different statistical properties. <strong>dos_http_flood</strong> — the capture of GET and POST requests sent to one server by one attacker (HTTP~traffic); <strong>ftp_bruteforce</strong> — short and unsuccessful attempt to guess a user’s password for FTP service (FTP traffic); <strong>ponyloader_botnet</strong> — Pony Loader botnet used for stealing of credentials from 3 target devices reporting to single IP with a large number of intermediate addresses (DNS and HTTP traffic); <strong>scan</strong> — the capture of nmap tool that scans given subnet using ICMP echo and TCP SYN requests (consist of ARP, ICMP, and TCP traffic); <strong>wannacry_ransomware</strong> — the capture of Wanacry ransomware that spreads in a domain with three workstations, a domain controller, and a file-sharing server (SMB and SMBv2 traffic). <strong>Background Traffic Data</strong> Publicly available dataset CSE-CIC-IDS-2018 was used as a background traffic data. The evaluation uses data from the day Thursday-01-03-2018 containing a sufficient proportion of regular traffic without any statistically significant attacks. Only traffic aimed at victim machines (range 172.31.69.0/24) is used to reduce less significant traffic. <strong>Evaluation Results and Dataset Structure</strong> Traces variants (<em>traces.zip</em>) ./traces-original/ — trace PCAP files and crawled details in YAML format; ./traces-normalized — normalized PCAP files and details in YAML format; ./traces-adjusted — adjusted PCAP files using various timestamp generation settings, combination configuration in YAML format, and lables provided by ID2T in XML format. Extracted alerts (<em>alerts.zip</em>) ./alerts-original/ — extracted Suricata alerts, Suricata log, and full Suricata output for all original trace files; ./alerts-normalized/ — extracted Suricata alerts, Suricata log, and full Suricata output for all normalized trace files; ./alerts-adjusted/ — extracted Suricata alerts, Suricata log, and full Suricata output for all adjusted trace files. Evaluation results *.csv files in the root directory — data contains extracted alert signatures and their count per each trace variant.



