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Dataset . 2022
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Data sources: ZENODO
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UNSW-NB15 and CIC-IDS2017 Labelled PCAP Data

Authors: Farrukh, Yasir Ali Farrukh; Khan, Irfan; Wali, Syed; Bierbrauer, David; Pavlik, John A; Bastian, Nathaniel D.;

UNSW-NB15 and CIC-IDS2017 Labelled PCAP Data

Abstract

Packet Capture (PCAP) files of UNSW-NB15 and CIC-IDS2017 dataset are processed and labelled utilizing the CSV files. Each packet is labelled by comparing the eight distinct features: *Source IP, Destination IP, Source Port, Destination Port, Starting time, Ending time, Protocol and Time to live*. The dimensions for the dataset is Nx1504. All column of the dataset are integers, therefore you can directly utilize this dataset in you machine learning models. Moreover, details of the whole processing and transformation is provided in the following GitHub Repo: https://github.com/Yasir-ali-farrukh/Payload-Byte You can utilize the tool available at the above mentioned GitHub repo to generate labelled dataset from scratch. All of the detail of processing and transformation is provided in the following paper: ```yaml @article{Payload, author = "Yasir Ali Farrukh and Irfan Khan and Syed Wali and David Bierbrauer and Nathaniel Bastian", title = "{Payload-Byte: A Tool for Extracting and Labeling Packet Capture Files of Modern Network Intrusion Detection Datasets}", year = "2022", month = "9", url = "https://www.techrxiv.org/articles/preprint/Payload-Byte_A_Tool_for_Extracting_and_Labeling_Packet_Capture_Files_of_Modern_Network_Intrusion_Detection_Datasets/20714221", doi = "10.36227/techrxiv.20714221.v1" }

Related Organizations
Keywords

Cyber-security, payload-extraction, packet-capture files, network-security, network-intrusion-detection,

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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
views
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downloads
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102