<?xml version='1.0' encoding='UTF-8'?><codeBook xmlns="ddi:codebook:2_5" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="ddi:codebook:2_5 https://ddialliance.org/Specification/DDI-Codebook/2.5/XMLSchema/codebook.xsd" version="2.5"><docDscr><citation><titlStmt><titl>WEB-IDS23 Dataset</titl><IDNo agency="DOI">doi:10.26249/FK2/MOCIY8</IDNo></titlStmt><distStmt><distrbtr source="archive">osnaData</distrbtr><distDate>2025-02-07</distDate></distStmt><verStmt source="archive"><version date="2025-02-07" type="RELEASED">1</version></verStmt><biblCit>Lanfer, Eric; Brockmann, Dominik; Aschenbruck, Nils, 2025, "WEB-IDS23 Dataset", https://doi.org/10.26249/FK2/MOCIY8, osnaData, V1</biblCit></citation></docDscr><stdyDscr><citation><titlStmt><titl>WEB-IDS23 Dataset</titl><IDNo agency="DOI">doi:10.26249/FK2/MOCIY8</IDNo></titlStmt><rspStmt><AuthEnty affiliation="Osnabrück University">Lanfer, Eric</AuthEnty><AuthEnty affiliation="Osnabrück University">Brockmann, Dominik</AuthEnty><AuthEnty affiliation="Osnabrück University">Aschenbruck, Nils</AuthEnty></rspStmt><prodStmt/><distStmt><distrbtr source="archive">osnaData</distrbtr><contact affiliation="Osnabrück University" email="elanfer@uni-osnabrueck.de">Lanfer, Eric</contact><depositr>Lanfer, Eric</depositr><depDate>2025-02-06</depDate></distStmt></citation><stdyInfo><subject><keyword>Computer and Information Science</keyword></subject><abstract>&lt;h1 id="web-ids23">WEB-IDS23&lt;/h1>
&lt;p>WEB-IDS23 is a network intrusion detection dataset that includes over 12 million flows, categorizing 20 attack types across FTP, HTTP/S, SMTP, SSH, and network scanning activities. This dataset is documented in the paper &amp;quot;Technical Report: Generating the WEB-IDS23 Dataset,&amp;quot; which provides insights into the generation, structure, and key characteristics of the dataset.&lt;/p>
&lt;h2 id="data">Data&lt;/h2>
&lt;p>The dataset is available as CSV files under web-ids23. Each file includes the data of one class, and each row corresponds to a flow extracted using Zeek FlowMeter. In total, the dataset includes over 12 million samples.&lt;/p>

&lt;h2 id="data">Short Documentation&lt;/h2>
&lt;p>A short documentation of the data and the according labels can be found in the files readme.md or readme.pdf&lt;/p></abstract><sumDscr/></stdyInfo><method><dataColl><sources/></dataColl><anlyInfo/></method><dataAccs><notes type="DVN:TOU" level="dv">&lt;a href="http://creativecommons.org/licenses/by-sa/4.0/">&lt;img src="https://osnadata.ub.uni-osnabrueck.de/resources/images/cc-icons/by-sa.png" height="31"/>&amp;nbsp;&amp;nbsp;http://creativecommons.org/licenses/by-sa/4.0/&lt;/a></notes><setAvail/><useStmt/></dataAccs><othrStdyMat><relPubl><citation><titlStmt><IDNo agency="arXiv">arXiv:2502.03909</IDNo></titlStmt><biblCit>Eric Lanfer, Dominik Brockmann, Nils Aschenbruck (2024). Technical Report: Generating the WEB-IDS23 Dataset.</biblCit></citation><ExtLink URI="https://doi.org/10.48550/arXiv.2502.03909"/></relPubl></othrStdyMat></stdyDscr><otherMat ID="f4428" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4428" level="datafile"><labl>README.md</labl><txt>Short information on class labels etc.</txt><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/markdown</notes></otherMat><otherMat ID="f4427" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4427" level="datafile"><labl>README.pdf</labl><txt>Short information on class labels etc.</txt><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">application/pdf</notes></otherMat><otherMat ID="f4420" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4420" level="datafile"><labl>web-ids23_benign.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4419" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4419" level="datafile"><labl>web-ids23_bruteforce_http.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4418" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4418" level="datafile"><labl>web-ids23_bruteforce_https.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4407" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4407" level="datafile"><labl>web-ids23_dos_http.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4414" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4414" level="datafile"><labl>web-ids23_dos_https.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4424" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4424" level="datafile"><labl>web-ids23_ftp_login.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4406" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4406" level="datafile"><labl>web-ids23_ftp_version.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4417" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4417" level="datafile"><labl>web-ids23_hostsweep_Pn.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4411" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4411" level="datafile"><labl>web-ids23_hostsweep_sn.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4423" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4423" level="datafile"><labl>web-ids23_portscan.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4421" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4421" level="datafile"><labl>web-ids23_revshell_http.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4416" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4416" level="datafile"><labl>web-ids23_revshell_https.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat ID="f4413" URI="https://osnadata.ub.uni-osnabrueck.de/api/access/datafile/4413" level="datafile"><labl>web-ids23_smtp_enum.csv</labl><notes level="file" type="DATAVERSE:CONTENTTYPE" subject="Content/MIME Type">text/csv</notes></otherMat><otherMat 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