Intern
    Data Science Chair

    A Survey of Network-based Intrusion Detection Data Sets

    This page provides links to all referenced data sets and data repositories of the paper "A Survey of Network-based Intrusion Detection Data Sets" (submitted to Computer & Security).

    Data sets

    Data Set Link
    AWID http://icsdweb.aegean.gr/awid/index.html
    Booters https://www.simpleweb.org/wiki/index.php
    Botnet http://www.unb.ca/cic/datasets/botnet.html
    CIC DoS http://www.unb.ca/cic/datasets/dos-dataset.html
    CICIDS http://www.unb.ca/cic/datasets/ids-2017.html
    CIDDS-001 http://www.hs-coburg.de/cidds
    CIDDS-002 http://www.hs-coburg.de/cidds
    CDX https://www.usma.edu/crc/sitepages/datasets.aspx
    CTU-13 https://mcfp.weebly.com/the-ctu-13-dataset-a-labeled-dataset-with-botnet-normal-and-background-traffic.html
    DARPA https://www.ll.mit.edu/ideval/docs/index.html
    DDoS 2016 https://www.researchgate.net/publication/292967044_Dataset-_Detecting_Distributed_Denial_of_Service_Attacks_Using_Data_Mining_Techniques
    IRSC not publicly available
    ISCX 2012 http://www.unb.ca/cic/datasets/ids.html
    ISOT https://www.uvic.ca/engineering/ece/isot/datasets/
    KDD CUP 99 http://kdd.ics.uci.edu/databases/kddcup99/kddcup99.html
    Kent 2016 https://csr.lanl.gov/data/cyber1/
    Kyoto 2006+ https://csr.lanl.gov/data/cyber1/
    LBNL http://icir.org/enterprise-tracing/
    NDSec-1 http://www2.hs-fulda.de/NDSec/NDSec-1/
    NGIDS-DS https://research.unsw.edu.au/people/professor-jiankun-hu
    NSL-KDD http://www.unb.ca/cic/datasets/nsl.html
    PU-IDS no link found
    PUF no link found
    SANTA not publicly available
    SSENet-2011 no link found
    SSENet 2014 no link found
    SSHCure https://www.simpleweb.org/wiki/index.php
    TRAbID https://secplab.ppgia.pucpr.br/trabid
    TUIDS http://agnigarh.tezu.ernet.in/~dkb/resources.html
    Twente https://www.simpleweb.org/wiki/index.php
    UGR'16 https://nesg.ugr.es/nesg-ugr16/index.php
    UNIBS 2009 http://netweb.ing.unibs.it/~ntw/tools/traces/
    Unified Host and Network Data Set https://csr.lanl.gov/data/2017.html
    UNSW-NB15 https://www.unsw.adfa.edu.au/unsw-canberra-cyber/cybersecurity/ADFA-NB15-Datasets/



    Data Repositories

    Data Repository Link
    AZSecure https://www.azsecure-data.org/other-data.html
    CAIDA http://www.caida.org/data/overview/
    Contagiodump http://contagiodump.blogspot.com/
    covert.io http://www.covert.io
    DEF CON CTF Archive https://www.defcon.org/html/links/dc-ctf.html
    IMPACT https://www.impactcybertrust.org/
    Internet Traffic Archive http://ita.ee.lbl.gov/html/traces.html
    Kaggle https://www.kaggle.com/
    Malware Traffic Analysis http://malware-traffic-analysis.net/
    Mid-Atlantic CCDC http://maccdc.org/
    MAWILab http://www.fukuda-lab.org/mawilab/
    MWS https://www.iwsec.org/mws/2018/en.html
    NETRECSEC http://www.netresec.com/?page=PcapFiles
    OpenML https://www.openml.org/home
    RIPE Data Repository https://labs.ripe.net/datarepository
    SecRepo http://www.secrepo.com/
    Simple Web https://www.simpleweb.org/wiki/index.php/
    UMassTraceRepository http://traces.cs.umass.edu/
    VAST Challenge http://vacommunity.org/tiki-index.php
    WITS: Waikato Internet Traffic Storage https://wand.net.nz/wits/catalogue.php



    Traffic Generators
    Please read the paper to get an overview of existing traffic generators.