{"status":"OK","data":{"id":471515,"identifier":"9JLZ4E","persistentUrl":"https://doi.org/10.34894/9JLZ4E","protocol":"doi","authority":"10.34894","separator":"/","publisher":"DataverseNL","publicationDate":"2025-03-06","storageIdentifier":"surf://10.34894/9JLZ4E","effectiveDatasetFileCountLimit":10000,"datasetFileUploadsAvailable":10000,"datasetType":"dataset","locks":[],"latestVersion":{"id":30323,"datasetId":471515,"datasetPersistentId":"doi:10.34894/9JLZ4E","datasetType":"dataset","storageIdentifier":"surf://10.34894/9JLZ4E","versionNumber":1,"internalVersionNumber":11,"versionMinorNumber":0,"versionState":"RELEASED","latestVersionPublishingState":"RELEASED","deaccessionLink":"","lastUpdateTime":"2025-03-06T12:25:47Z","releaseTime":"2025-03-06T12:25:47Z","createTime":"2025-02-28T12:37:06Z","publicationDate":"2025-03-06","citationDate":"2025-03-06","effectiveDatasetFileCountLimit":10000,"datasetFileUploadsAvailable":10000,"termsOfUse":"This dataset is only available under strict conditions within the Microdata environment at CBS. Since this is a project-generated dataset made available for reuse via the CBS Data Storage, access to the following source CBS files has to be requested:\n<ul>\n  <li>Burennetwerk 2020-2022</li>\n  <li>Colleganetwerk 2020-2022</li>\n  <li>Familienetwerk 2020-2022</li>\n  <li>Huisgenotennetwerk 2020-2022</li>\n  <li>Klasgenotennetwerk 2020-2022</li>\n</ul>\n(see full list under Metadata > \"Data Source\"). Read more about the conditions to access and use the CBS data: <a href=\"https://www.cbs.nl/nl-nl/onze-diensten/maatwerk-en-microdata/microdata-zelf-onderzoek-doen\">www.cbs.nl/nl-nl/onze-diensten/maatwerk-en-microdata/microdata-zelf-onderzoek-doen</a>","fileAccessRequest":true,"metadataBlocks":{"citation":{"displayName":"Citation Metadata","name":"citation","fields":[{"typeName":"title","multiple":false,"typeClass":"primitive","value":"Network Embeddings LINE DINE 2020-2022"},{"typeName":"alternativeTitle","multiple":true,"typeClass":"primitive","value":["NETEMBEDLINEDINE"]},{"typeName":"otherId","multiple":true,"typeClass":"compound","value":[{"otherIdAgency":{"typeName":"otherIdAgency","multiple":false,"typeClass":"primitive","value":"CBS Project number"},"otherIdValue":{"typeName":"otherIdValue","multiple":false,"typeClass":"primitive","value":"9780"}}]},{"typeName":"author","multiple":true,"typeClass":"compound","value":[{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Lüken, Malte"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"https://ror.org/00rbjv475"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0001-7095-203X"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Garcia-Bernardo, Javier"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"https://ror.org/04pp8hn57","expandedvalue":{"scheme":"http://www.grid.ac/ontology/","termName":"Utrecht University","@type":"https://schema.org/Organization"}},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0000-0002-6119-1790"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Deb, Sreeparna"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"https://ror.org/02e2c7k09","expandedvalue":{"scheme":"http://www.grid.ac/ontology/","termName":"Delft University of Technology","@type":"https://schema.org/Organization"}},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0009-0002-9622-6663"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Hafner, Flavio"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"https://ror.org/00rbjv475"},"authorIdentifierScheme":{"typeName":"authorIdentifierScheme","multiple":false,"typeClass":"controlledVocabulary","value":"ORCID"},"authorIdentifier":{"typeName":"authorIdentifier","multiple":false,"typeClass":"primitive","value":"0009-0000-5893-9000"}},{"authorName":{"typeName":"authorName","multiple":false,"typeClass":"primitive","value":"Khosla, Megha"},"authorAffiliation":{"typeName":"authorAffiliation","multiple":false,"typeClass":"primitive","value":"https://ror.org/02e2c7k09","expandedvalue":{"scheme":"http://www.grid.ac/ontology/","termName":"Delft University of Technology","@type":"https://schema.org/Organization"}}}]},{"typeName":"datasetContact","multiple":true,"typeClass":"compound","value":[{"datasetContactName":{"typeName":"datasetContactName","multiple":false,"typeClass":"primitive","value":"Lüken, Malte"},"datasetContactAffiliation":{"typeName":"datasetContactAffiliation","multiple":false,"typeClass":"primitive","value":"esciencecenter.nl"}},{"datasetContactName":{"typeName":"datasetContactName","multiple":false,"typeClass":"primitive","value":"Khosla, Megha"},"datasetContactAffiliation":{"typeName":"datasetContactAffiliation","multiple":false,"typeClass":"primitive","value":"tudelft.nl"}}]},{"typeName":"dsDescription","multiple":true,"typeClass":"compound","value":[{"dsDescriptionValue":{"typeName":"dsDescriptionValue","multiple":false,"typeClass":"primitive","value":"This dataset contains network embeddings of all individuals who are registered in the Basisregistratie Personen (BRP) on January 1st YYYY and part of at least one population network file, i.e.,  BURENNETWERKYYYYTAB, COLLEGANETWERKYYYYTAB, FAMILIENETWERKYYYYTAB, HUISGENOTENNETWERKYYYYTAB, KLASGENOTENNETWERKYYYYTAB. All network datasets from the same year were concatenated and duplicate relations between every pair of individuals removed. The network was made symmetric by adding missing reciprocal relations. The resulting undirected and unweighted network was used to create the embeddings. Network embeddings are numerical representations with a fixed number of dimensions that encode the position of an individual in the network. The embeddings in this dataset were created using the <a href=\"https://doi.org/10.1145/2736277.2741093\" target=\"blank\">LINE</a> algorithm and have 16, 32, or 48 dimensions. The algorithm predicts whether two nods are connected in the network or randomly paired. It was trained for 5 epochs, i.e., it iterated over all relations in the network 5 times. The first half of the dimensions (i.e., dimensions 0-7, 0-15, and 0-23) contain first order embeddings reflecting location in the network. The second half contains second order embeddings reflecting similarity in local neighbourhood. The embeddings in this dataset were transformed using the <a href=\"https://doi.org/10.48550/arXiv.2310.01162\" target=\"blank\">DINE</a> algorithm that forces the embedding dimensions to become more sparse and more orthogonal to each other. The dataset files follow the schema NETEMBEDLINEDINEYYYYDIMXXX where DIMXXX refers to the number of dimensions."}}]},{"typeName":"subject","multiple":true,"typeClass":"controlledVocabulary","value":["Business and Management","Medicine, Health and Life Sciences","Social Sciences"]},{"typeName":"keyword","multiple":true,"typeClass":"compound","value":[{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"graph embeddings"}},{"keywordValue":{"typeName":"keywordValue","multiple":false,"typeClass":"primitive","value":"network representation"}}]},{"typeName":"notesText","multiple":false,"typeClass":"primitive","value":"The dataset contains the following <b>variables</b>:\n<ul>\n<li>RINPERSOONS: Samen met RINPERSOON identificeert dit nummer de persoon (String): De bron waaruit een persoon identificerend nummer is afgeleid </li>\n<li>RINPERSOON: Samen met RINPERSOONS identificeert dit nummer de persoon (String): Dit nummer identificeert een natuurlijk persoon. Het is een betekenis- en dimensieloos nummer.</li>\n<li>DIMXXX: Embedding dimension XXX (Numeric): Abstract number that encodes an individuals position in the network. The number can be positive or negative and is centered around zero. The dataset can contain between 16 and 48 columns of this type.</li>\n</ul>"},{"typeName":"producer","multiple":true,"typeClass":"compound","value":[{"producerName":{"typeName":"producerName","multiple":false,"typeClass":"primitive","value":"ODISSEI"}},{"producerName":{"typeName":"producerName","multiple":false,"typeClass":"primitive","value":"Netherlands eScience Center"}},{"producerName":{"typeName":"producerName","multiple":false,"typeClass":"primitive","value":"TU Delft"}}]},{"typeName":"distributor","multiple":true,"typeClass":"compound","value":[{"distributorName":{"typeName":"distributorName","multiple":false,"typeClass":"primitive","value":"Centraal Bureau voor Statistiek (CBS)"}}]},{"typeName":"depositor","multiple":false,"typeClass":"primitive","value":"Lüken, Malte"},{"typeName":"dateOfDeposit","multiple":false,"typeClass":"primitive","value":"2025-02-28"},{"typeName":"timePeriodCovered","multiple":true,"typeClass":"compound","value":[{"timePeriodCoveredStart":{"typeName":"timePeriodCoveredStart","multiple":false,"typeClass":"primitive","value":"2020"},"timePeriodCoveredEnd":{"typeName":"timePeriodCoveredEnd","multiple":false,"typeClass":"primitive","value":"2022"}}]},{"typeName":"relatedMaterial","multiple":true,"typeClass":"primitive","value":["The scripts used to produce the files are available via <a href=\"https://github.com/odissei-explainable-network/netaudit\" target=\"blank\">https://github.com/odissei-explainable-network/netaudit</a>."]},{"typeName":"dataSources","multiple":true,"typeClass":"primitive","value":["CBS microdata:\n<ul>\n<li>\tBurennetwerk\t2020-2022\tV1\t,\tdoi:\t<a href=\"\thttps://doi.org/\t10.57934/0b01e410807607b7\t\">\t10.57934/0b01e410807607b7\t</a></li>\n<li>\tColleganetwerk\t2020-2022\tV2\t,\tdoi:\t<a href=\"\thttps://doi.org/\t10.57934/0b01e410807607b1\t\">\t10.57934/0b01e410807607b1\t</a></li>\n<li>\tFamilienetwerk\t2020-2022\tV1\t,\tdoi:\t<a href=\"\thttps://doi.org/\t10.57934/0b01e41080760802\t\">\t10.57934/0b01e41080760802\t</a></li>\n<li>\tHuisgenotennetwerk\t2020-2022\tV1\t,\tdoi:\t<a href=\"\thttps://doi.org/\t10.57934/0b01e4108076077c\t\">\t10.57934/0b01e4108076077c\t</a></li>\n<li>\tKlasgenotennetwerk\t2020-2022\tV1\t,\tdoi:\t<a href=\"\thttps://doi.org/\t10.57934/0b01e4108075f996\t\">\t10.57934/0b01e4108075f996\t</a></li>\n</ul>"]},{"typeName":"accessToSources","multiple":false,"typeClass":"primitive","value":"This dataset is only available under strict conditions within the Microdata Environment at CBS. Since this is a project-generated dataset made available for reuse via the CBS Data Storage, access to the following source CBS files has to be requested:\n<ul>\n<li>\tBurennetwerk\t2020-2022</li>\n<li>\tColleganetwerk\t2020-2022</li>\n<li>\tFamilienetwerk\t2020-2022</li>\n<li>\tHuisgenotennetwerk\t2020-2022</li>\n<li>\tKlasgenotennetwerk\t2020-2022</li>\n</ul>\n(see full list under \"Data Source\"). Read more about the conditions to access and use the CBS data: <a href=\"www.cbs.nl/nl-nl/onze-diensten/maatwerk-en-microdata/microdata-zelf-onderzoek-doen\">www.cbs.nl/nl-nl/onze-diensten/maatwerk-en-microdata/microdata-zelf-onderzoek-doen</a>."}]},"socialscience":{"displayName":"Social Science and Humanities Metadata","name":"socialscience","fields":[{"typeName":"universe","multiple":true,"typeClass":"primitive","value":["This dataset contains network embeddings of all individuals who are registered in the BRP on January 1st YYYY and part of at least one population network file, i.e.,  BURENNETWERKYYYYTAB, COLLEGANETWERKYYYYTAB, FAMILIENETWERKYYYYTAB, HUISGENOTENNETWERKYYYYTAB, KLASGENOTENNETWERKYYYYTAB."]}]},"dansDataVaultMetadata":{"displayName":"Data Vault Metadata","name":"dansDataVaultMetadata","fields":[{"typeName":"dansDataversePid","multiple":false,"typeClass":"primitive","value":"doi:10.34894/9JLZ4E"},{"typeName":"dansDataversePidVersion","multiple":false,"typeClass":"primitive","value":"1.0"},{"typeName":"dansBagId","multiple":false,"typeClass":"primitive","value":"urn:uuid:35a15ebd-b1b0-4509-9388-c71953654e00"},{"typeName":"dansNbn","multiple":false,"typeClass":"primitive","value":"urn:nbn:nl:ui:13-513b5b9f-6c95-4c95-a3fd-0a5f81573864"}]}},"files":[]}}}