cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/7cb-lh9-4jz
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sr9-6l9-jx5
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9yg-bh4-w08
title: bentonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/yfq-lmh-x0p
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5h6-y22-70j
title: bentonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/e6t-nw3-1tf
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/d5k-pss-vgv
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n1b-t5t-w4c
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aql-2nl-sz0
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/njm-ebe-wp1
title: Cyrtograptus sp.

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.r3eeky
title: Occurrence Download

description: A dataset containing 1137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is one of (Polygonum acuminatum Kunth, Persicaria acuminata (Kunth) M.Gómez)"
 ]
}

 The dataset includes 1137 records from 129 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008885-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/0w3-s62-m7f
title: Phosphorite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nts-35r-xak
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6ay-1bj-yyc
title: Tabulata

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/csb-z1e-w2w
title: bentonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/l6y-kx3-217
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4hh-ca2-4lk
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n8q-a91-4k9
title: bentonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gcn-fd2-ayg
title: bentonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hhf-gej-edf
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dkk-sgc-rrm
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jfk-v7x-7nm
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9fy-k5a-v9v
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/vtm-s24-r0a
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/hg3-4vs-gd1
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zlm-f55-qdd
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a63-xx4-98t
title: bentonite

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/a65-vk5-bnt
title: Bryozoa

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dwc-v3n-mhz
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/v2z-ntp-6lv
title: sedimentary rocks

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/nt2-j7b-v60
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rw3-6b6-gap
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/cxp-92l-47l
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xq5-jl2-hh8
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4nh-lmv-ncq
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/pft-y8y-km1
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7se-rl4-53g
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/mrj-m7e-hma
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/834-5gv-v24
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x87-e59-tqz
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/f7r-t0a-4h5
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4pl-ph2-knw
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wbp-q7v-z4l
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2pl-jrd-qgr
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/gzk-xqf-e1j
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/5jh-qx3-egj
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/aaz-83y-ym3
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6a3-k8l-r5s
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/emr-a2a-1wy
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dz6-jgb-3ay
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/x02-my7-2h5
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/6h7-an3-hmq
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/est-l4e-2s1
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/3d5-p1j-ygp
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/th6-kve-15p
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0cy-raf-48w
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/m2p-ge7-vxg
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/qwk-rew-cxp
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/9hg-0b8-am8
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/phc-scf-8w5
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/670-3ar-w0t
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/7yy-nv7-560
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8gb-j9e-zdj
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/an3-awy-8qk
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/eed-z6j-r6l
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/xxw-9vr-mht
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2xx-vb4-z6a
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/4bj-evf-ycn
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/lkc-bry-z0f
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n10-e9t-pee
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/21t-r5l-e0h
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/eys-tqh-tqj
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/rtb-s64-cwl
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.15468/dl.zym48b
title: Occurrence Download

description: A dataset containing 314 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Solidago canadensis L.",
 "Geometry POLYGON((-102 35, -91 35, -91 44, -102 44, -102 35))"
 ]
}

 The dataset includes 314 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008886-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/d8l-pmf-tjq
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zmn-qdb-5s5
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ngf-dwr-jv3
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sw2-3lh-kfm
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/c78-bxg-atv
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/sdq-xj0-94w
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/tp9-80e-d8a
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/wmn-kbf-vbz
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/ng5-qzg-zrx
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zv2-la5-hfy
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.48436/b0k3b-77a55
title: Dataset of Publication "Malware Communication in Smart Factories: A Network Traffic Data Set"

description: Note: If you use this dataset, please cite the following paper: 

Brenner, B., Fabini, J., Offermanns, M., Semper, S., & Zseby, T. (2024). Malware communication in smart factories: A network traffic data set. Computer Networks, 255, 110804.

or in BibTeX:

@article{brenner2024malware,  title={Malware communication in smart factories: A network traffic data set},  author={Brenner, Bernhard and Fabini, Joachim and Offermanns, Magnus and Semper, Sabrina and Zseby, Tanja},  journal={Computer Networks},  volume={255},  pages={110804},  year={2024},  publisher={Elsevier}}

 

Context and methodology

Machine learning-based intrusion detection requires suitable and realistic data sets for training and testing. However, data sets that originate from real networks are rare. Network data is considered privacy-sensitive, and the purposeful introduction of malicious traffic is usually not possible.

In this paper, we introduce a labeled data set captured at a smart factory located in Vienna, Austria, during normal operation and during penetration tests with different attack types. The data set contains 173 GB of PCAP files, representing 16 days (395 hours) of factory operation. It includes MQTT, OPC UA, and Modbus/TCP traffic.

The captured malicious traffic originated from a professional penetration tester who performed two types of attacks:(a) Aggressive attacks that are easier to detect.(b) Stealthy attacks that are harder to detect.

Our data set includes the raw PCAP files and extracted flow data. Labels for packets and flows indicate whether they originated from a specific attack or from benign communication. 

We describe the methodology for creating the dataset, conduct an analysis of the data, and provide detailed information about the recorded traffic itself. The dataset is freely available to support reproducible research and the comparability of results in the area of intrusion detection in industrial networks.

 

Technical details



readme.txt



Information about the data collection, format, necessary software and versions to access it.



license.txt:



Licensing information.



a_day1, a_day2, s_day1, s_day2, tf_a, and tf_s:



  Main dataset, where files starting with "tf" are training files containing only benign,   operational data. All other files are attack files containing both operational data and   attack data.



images.zip:



Contains descriptive images about the data.



extractions.zip:



Contains extracted packets and flows in both labeled and unlabeled form.



a_day_tuesday_dos.zip:



An additional day of attack traffic containing benign and attack data, including a DoS attack. This day is not labeled.



list_of_extracted_features:



A complete list of features we extracted from the PCAP Files. All flow files contain these features.



list_of_identified_protocols.csv:



A complete list of all protocols that we could identify within the PCAP files provided.
DOI: 10.48436/ghdc6-45k78
title: Dataset of Publication "Malware Communication in Smart Factories: A Network Traffic Data Set"

description: Note: If you use this dataset, please cite the following paper: 

Brenner, B., Fabini, J., Offermanns, M., Semper, S., & Zseby, T. (2024). Malware communication in smart factories: A network traffic data set. Computer Networks, 255, 110804.

or in BibTeX:

@article{brenner2024malware,  title={Malware communication in smart factories: A network traffic data set},  author={Brenner, Bernhard and Fabini, Joachim and Offermanns, Magnus and Semper, Sabrina and Zseby, Tanja},  journal={Computer Networks},  volume={255},  pages={110804},  year={2024},  publisher={Elsevier}}

 

Context and methodology

Machine learning-based intrusion detection requires suitable and realistic data sets for training and testing. However, data sets that originate from real networks are rare. Network data is considered privacy-sensitive, and the purposeful introduction of malicious traffic is usually not possible.

In this paper, we introduce a labeled data set captured at a smart factory located in Vienna, Austria, during normal operation and during penetration tests with different attack types. The data set contains 173 GB of PCAP files, representing 16 days (395 hours) of factory operation. It includes MQTT, OPC UA, and Modbus/TCP traffic.

The captured malicious traffic originated from a professional penetration tester who performed two types of attacks:(a) Aggressive attacks that are easier to detect.(b) Stealthy attacks that are harder to detect.

Our data set includes the raw PCAP files and extracted flow data. Labels for packets and flows indicate whether they originated from a specific attack or from benign communication. 

We describe the methodology for creating the dataset, conduct an analysis of the data, and provide detailed information about the recorded traffic itself. The dataset is freely available to support reproducible research and the comparability of results in the area of intrusion detection in industrial networks.

 

Technical details



readme.txt



Information about the data collection, format, necessary software and versions to access it.



license.txt:



Licensing information.



a_day1, a_day2, s_day1, s_day2, tf_a, and tf_s:



  Main dataset, where files starting with "tf" are training files containing only benign,   operational data. All other files are attack files containing both operational data and   attack data.



images.zip:



Contains descriptive images about the data.



extractions.zip:



Contains extracted packets and flows in both labeled and unlabeled form.



a_day_tuesday_dos.zip:



An additional day of attack traffic containing benign and attack data, including a DoS attack. This day is not labeled.



list_of_extracted_features:



A complete list of features we extracted from the PCAP Files. All flow files contain these features.



list_of_identified_protocols.csv:



A complete list of all protocols that we could identify within the PCAP files provided.
DOI: 10.48436/vs6hv-1vs74
title: Dataset of Publication "Malware Communication in Smart Factories: A Network Traffic Data Set"

description: Machine learning-based intrusion detection requires suitable and realisticdata sets for training and testing. However, data sets that originate fromreal networks are rare. Network data is considered privacy sensitive and the purposeful introduction of malicious traffic is usually not possible. In thispaper we introduce a labeled data set captured at a smart factory locatedin Vienna, Austria during normal operation and during penetration tests with differentattack types. The data set contains 173 GB of PCAP files, which represent 16 days (395 hours) of factory operation. It includes MQTT, OPC UA, and Modbus/TCP traffic. The captured malicious traffic was originatedby a professional penetration tester who performed two types of attacks: (a)aggressive attacks that are easier to detect and (b) stealthy attacks that areharder to detect. Our data set includes the raw PCAP files and extractedflow data. Labels for packets and flows indicate whether packets (or flows)originated from a specific attack or from benign communication. We describethe methodology for creating the data set, conduct an analysis of the dataand provide detailed information about the recorded traffic itself. The dataset is freely available to support reproducible research and the comparabilityof results in the area of intrusion detection in industrial networks.

File description:

a_day1, a_day2, s_day1, s_day2, tf_a and tf_s: Main data set, where files starting with "tf"  are training files  containing only benign, operational data and all other files are attack files containing both, operational data and attack data.

images.zip: Contains descriptive images about the data.

extractions.zip: Contains extracted packets, flows in both labeled and unlabeled form.

a_day_tuesday_dos.zip: additional day of attack traffic containing benign and attack data, including a DoS attack. This day is not labeled.
DOI: 10.3535/8kq-0af-m04
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/bwm-jby-gxg
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fz0-dbw-dn9
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/km6-xtg-cwv
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/8pz-2yk-jky
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jzq-j8k-yfz
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/0er-7d8-xka
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/2b3-19d-v56
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/82j-wlh-wy7
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/srv-1nl-w26
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/zln-np7-tvs
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/89v-35a-x8w
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/n9c-htg-4yp
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/dtm-ew9-8hg
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/fcc-z3v-32v
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/14k-q5f-wjr
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.
DOI: 10.3535/jhd-b5y-xks
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Tallinn University of Technology.