{"version":"2026-07-02","name":"Visa Atlas knowledge-graph entity seeding manifest","description":"Auditable entity-seeding controls for source-backed Visa Atlas datasets, reports and organization nodes, including sameAs governance, approved external accession ingestion and local knowledge-graph evidence logging.","license":"CC BY 4.0","attribution":"Visa Atlas","sourceDatasets":["/api/public/knowledge-graph-entities","/api/public/external-repository-mirrors","/api/public/expert-reviewer-entities","/api/public/publisher-citation-kits","/api/public/source-transparency-benchmark","/api/public/visibility-metrics","/api/public","/api/public/salary-thresholds","/api/public/processing-times","/api/public/express-entry-draws","/api/public/cost-to-complete","/api/public/fees","/api/public/monthly-figure-changes","/api/public/express-entry-categories","/api/public/citation-packs","/api/public/quarterly-market-share-summary","/api/public/external-repository-mirrors#hugging-face-skilled-migration-data","/api/public/external-repository-mirrors#github-public-api-mirror","/api/public/external-repository-mirrors#zenodo-skilled-migration-cost-index","/api/public/external-repository-mirrors#kaggle-express-entry-salary-thresholds","/api/public/external-repository-mirrors#google-dataset-search-jsonld","/api/public/external-repository-mirrors#wikidata-source-reference-package"],"methodology":{"sourceOfTruth":"This manifest is generated from the site identity model, public dataset registry, external repository mirror manifest and explicit evidence-log requirements. It governs which entity identifiers may be exported to JSON-LD after review; it does not fetch or publish third-party identifiers automatically.","localEvidenceCommand":"npm run seo:knowledge-graph -- kg-entity-log.jsonl --json","localExportCommand":"npm run export:knowledge-graph -- kg-entity-log.jsonl","privateDataPolicy":"Unapproved external identifiers, account handles, reviewer notes, rejected entity submissions and draft Wikidata mappings stay local. Public rollups and JSON-LD exports may include external URLs, identifier values and boolean verification checks only after status is approved-for-jsonld and externalUrl, identifierKind, identifierValue, relation, canonicalBacklinkPresent, sourceUrlPreserved, reviewedAt and reviewedBy are present.","caveats":["This manifest governs entity seeding; it does not assert that search engines, Wikidata, Data Commons or answer engines have accepted any entity.","No Wikidata QID, DOI, accession, sameAs URL or identifier should be added to public JSON-LD until a human has reviewed the external page and approved it for publication.","Schema is a disambiguation and provenance layer, not a ranking guarantee.","Knowledge-graph seeding can improve entity clarity and retriever recall, but it does not guarantee outcomes and candidate identifiers do not guarantee backlinks, rankings, traffic, citations or market share."]},"summary":{"count":9,"evidenceReadyCount":4,"manualReviewCount":2,"existingPublicSameAsCount":0,"sourceDatasetCount":22,"localEvidenceCommand":"npm run seo:knowledge-graph -- kg-entity-log.jsonl --json","localExportCommand":"npm run export:knowledge-graph -- kg-entity-log.jsonl"},"entities":[{"id":"visaatlas-organization","name":"Visa Atlas","entityType":"Organization","status":"manual-review","canonicalUrl":"https://visaatlas.org/about","schemaNodeId":"https://visaatlas.org#publisher","disambiguation":"Independent open immigration data publisher; 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it does not assert that search engines, Wikidata, Data Commons or answer engines have accepted any entity.","No Wikidata QID, DOI, accession, sameAs URL or identifier should be added to public JSON-LD until a human has reviewed the external page and approved it for publication.","Schema is a disambiguation and provenance layer, not a ranking guarantee.","Knowledge-graph seeding can improve entity clarity and retriever recall, but it does not guarantee outcomes and candidate identifiers do not guarantee backlinks, rankings, traffic, citations or market share."]},{"id":"sam-parks-editorial-identity","name":"Sam Parks","entityType":"Person","status":"manual-review","canonicalUrl":"https://visaatlas.org/authors/sam-parks","schemaNodeId":"https://visaatlas.org/authors/sam-parks#person","disambiguation":"Named Visa Atlas editor identity used for authored research and editorial pages; not a regulated immigration adviser.","sourcePages":["/authors/sam-parks","/about","/editorial-standards","/methodology","/research/expert-reviewer-entity-program-2026"],"sourceDatasets":["/api/public/expert-reviewer-entities","/api/public/source-transparency-benchmark","/api/public/visibility-metrics"],"existingPublicSameAs":[],"externalIdentifierTargets":[{"kind":"sameAs","platform":"LinkedIn","relation":"sameAs","evidenceRequired":["Profile is public","Profile clearly matches the Visa Atlas editor identity","No private contact data exposed"],"publicWhenApproved":true,"caveat":"Professional profiles help disambiguation but do not replace source-backed editorial process evidence."},{"kind":"sameAs","platform":"Medium","relation":"sameAs","evidenceRequired":["Profile is public","Publication history is relevant","Canonical author page remains primary"],"publicWhenApproved":true,"caveat":"A byline profile is supporting identity evidence, not a legal credential."},{"kind":"wikidata-qid","platform":"Wikidata","relation":"identifier","evidenceRequired":["Independent notability review","No self-sourced item creation","No placeholder QIDs"],"publicWhenApproved":true,"caveat":"Do not create a person item from site-controlled pages alone."}],"schemaOutputs":{"allowedTypes":["Person"],"allowedProperties":["sameAs","identifier","citation","isBasedOn","distribution","subjectOf"],"blockedProperties":["Do not emit ClaimReview for broad marketing or competitor claims.","Do not emit sameAs for unapproved accounts, profile pages, repository mirrors or Wikidata items.","Do not use third-party repository mirrors as the canonical source of current immigration figures."]},"evidenceLogFields":["entityId","status","externalUrl","identifierKind","identifierValue","repositoryMirrorId","relation","canonicalBacklinkPresent","sourceUrlPreserved","approvedForJsonLd","reviewedAt","reviewedBy"],"localCommands":["npm run seo:knowledge-graph -- kg-entity-log.jsonl --json","npm run export:knowledge-graph -- kg-entity-log.jsonl"],"caveats":["This manifest governs entity seeding; it does not assert that search engines, Wikidata, Data Commons or answer engines have accepted any entity.","No Wikidata QID, DOI, accession, sameAs URL or identifier should be added to public JSON-LD until a human has reviewed the external page and approved it for publication.","Schema is a disambiguation and provenance layer, not a ranking guarantee.","Knowledge-graph seeding can improve entity clarity and retriever recall, but it does not guarantee outcomes and candidate identifiers do not guarantee backlinks, rankings, traffic, citations or market share."]},{"id":"open-immigration-data-catalog","name":"Visa Atlas open immigration data catalog","entityType":"Dataset","status":"evidence-ready","canonicalUrl":"https://visaatlas.org/data","schemaNodeId":"https://visaatlas.org/data#dataset","disambiguation":"Canonical catalog for public Visa Atlas immigration JSON endpoints and Dataset/DataDownload metadata.","sourcePages":["/data","/api","/api/public","/use-our-data","/ai-agents"],"sourceDatasets":["/api/public","/api/public/external-repository-mirrors","/api/public/publisher-citation-kits"],"existingPublicSameAs":[],"externalIdentifierTargets":[{"kind":"accession","platform":"GitHub data mirror","relation":"identifier","evidenceRequired":["Approved public repository URL","README links /data","Workflow preserves source URLs"],"publicWhenApproved":true,"caveat":"The mirror repository URL can be an identifier only after publication evidence is approved."},{"kind":"sameAs","platform":"Google Dataset Search","relation":"sameAs","evidenceRequired":["Dataset JSON-LD validates","Sitemap includes /data","Search Console fetch succeeds"],"publicWhenApproved":true,"caveat":"Dataset Search visibility is crawl evidence, not an externally controlled identifier."}],"schemaOutputs":{"allowedTypes":["Dataset"],"allowedProperties":["sameAs","identifier","citation","isBasedOn","distribution","subjectOf"],"blockedProperties":["Do not emit ClaimReview for broad marketing or competitor claims.","Do not emit sameAs for unapproved accounts, profile pages, repository mirrors or Wikidata items.","Do not use third-party repository mirrors as the canonical source of current immigration figures."]},"evidenceLogFields":["entityId","status","externalUrl","identifierKind","identifierValue","repositoryMirrorId","relation","canonicalBacklinkPresent","sourceUrlPreserved","approvedForJsonLd","reviewedAt","reviewedBy"],"localCommands":["npm run seo:knowledge-graph -- kg-entity-log.jsonl --json","npm run export:knowledge-graph -- kg-entity-log.jsonl"],"caveats":["This manifest governs entity seeding; it does not assert that search engines, Wikidata, Data Commons or answer engines have accepted any entity.","No Wikidata QID, DOI, accession, sameAs URL or identifier should be added to public JSON-LD until a human has reviewed the external page and approved it for publication.","Schema is a disambiguation and provenance layer, not a ranking guarantee.","Knowledge-graph seeding can improve entity clarity and retriever recall, but it does not guarantee outcomes and candidate identifiers do not guarantee backlinks, rankings, traffic, citations or market share."]},{"id":"skilled-migration-data-package","name":"Visa Atlas skilled migration data package","entityType":"Dataset","status":"evidence-ready","canonicalUrl":"https://visaatlas.org/data","schemaNodeId":"https://visaatlas.org/data#skilled-migration-data-package","disambiguation":"Repository-ready package for salary thresholds, processing times and Canada Express Entry draws.","sourcePages":["/data","/salary-thresholds","/processing-times","/research/canada-express-entry-draw-tracker"],"sourceDatasets":["/api/public/salary-thresholds","/api/public/processing-times","/api/public/express-entry-draws","/api/public/external-repository-mirrors"],"existingPublicSameAs":[],"externalIdentifierTargets":[{"kind":"accession","platform":"Hugging Face","relation":"identifier","evidenceRequired":["Public dataset URL","CC BY 4.0 visible","Canonical backlinks to /data and /use-our-data"],"publicWhenApproved":true,"caveat":"A Hugging Face accession should be added only after the generated dataset card has been reviewed."},{"kind":"accession","platform":"Kaggle","relation":"identifier","evidenceRequired":["Public dataset URL","CSV files preserve source_url fields","Canonical backlinks visible"],"publicWhenApproved":true,"caveat":"Kaggle distribution is useful for notebooks, but the canonical facts remain on Visa Atlas and government sources."}],"schemaOutputs":{"allowedTypes":["Dataset"],"allowedProperties":["sameAs","identifier","citation","isBasedOn","distribution","subjectOf"],"blockedProperties":["Do not emit ClaimReview for broad marketing or competitor claims.","Do not emit sameAs for unapproved accounts, profile pages, repository mirrors or Wikidata items.","Do not use third-party repository mirrors as the canonical source of current immigration figures."]},"evidenceLogFields":["entityId","status","externalUrl","identifierKind","identifierValue","repositoryMirrorId","relation","canonicalBacklinkPresent","sourceUrlPreserved","approvedForJsonLd","reviewedAt","reviewedBy"],"localCommands":["npm run seo:knowledge-graph -- kg-entity-log.jsonl --json","npm run export:knowledge-graph -- kg-entity-log.jsonl"],"caveats":["This manifest governs entity seeding; it does not assert that search engines, Wikidata, Data Commons or answer engines have accepted any entity.","No Wikidata QID, DOI, accession, sameAs URL or identifier should be added to public JSON-LD until a human has reviewed the external page and approved it for publication.","Schema is a disambiguation and provenance layer, not a ranking guarantee.","Knowledge-graph seeding can improve entity clarity and retriever recall, but it does not guarantee outcomes and candidate identifiers do not guarantee backlinks, rankings, traffic, citations or market share."]},{"id":"skilled-migration-cost-index","name":"Visa Atlas skilled migration cost index","entityType":"ResearchProject","status":"evidence-ready","canonicalUrl":"https://visaatlas.org/research/skilled-migration-cost-index-2026","schemaNodeId":"https://visaatlas.org/research/skilled-migration-cost-index-2026#dataset","disambiguation":"Original Visa Atlas cost-index report using route-level cost-to-complete models and fee datasets.","sourcePages":["/research/skilled-migration-cost-index-2026","/cost-to-complete","/fees","/use-our-data"],"sourceDatasets":["/api/public/cost-to-complete","/api/public/fees","/api/public/monthly-figure-changes","/api/public/external-repository-mirrors"],"existingPublicSameAs":[],"externalIdentifierTargets":[{"kind":"doi","platform":"Zenodo","relation":"identifier","evidenceRequired":["DOI resolves","Resource type is Dataset","Related identifiers include the canonical report URL"],"publicWhenApproved":true,"caveat":"A DOI can be added to public schema only after the Zenodo record is live and reviewed."}],"schemaOutputs":{"allowedTypes":["Dataset","ResearchProject"],"allowedProperties":["sameAs","identifier","citation","isBasedOn","distribution","subjectOf"],"blockedProperties":["Do not emit ClaimReview for broad marketing or competitor claims.","Do not emit sameAs for unapproved accounts, profile pages, repository mirrors or Wikidata items.","Do not use third-party repository mirrors as the canonical source of current immigration figures."]},"evidenceLogFields":["entityId","status","externalUrl","identifierKind","identifierValue","repositoryMirrorId","relation","canonicalBacklinkPresent","sourceUrlPreserved","approvedForJsonLd","reviewedAt","reviewedBy"],"localCommands":["npm run seo:knowledge-graph -- kg-entity-log.jsonl --json","npm run export:knowledge-graph -- kg-entity-log.jsonl"],"caveats":["This manifest governs entity seeding; it does not assert that search engines, Wikidata, Data Commons or answer engines have accepted any entity.","No Wikidata QID, DOI, accession, sameAs URL or identifier should be added to public JSON-LD until a human has reviewed the external page and approved it for publication.","Schema is a disambiguation and provenance layer, not a ranking guarantee.","Knowledge-graph seeding can improve entity clarity and retriever recall, but it does not guarantee outcomes and candidate identifiers do not guarantee backlinks, rankings, traffic, citations or market share."]},{"id":"canada-express-entry-draw-history","name":"Visa Atlas Canada Express Entry draw history","entityType":"Dataset","status":"evidence-ready","canonicalUrl":"https://visaatlas.org/research/canada-express-entry-draw-tracker","schemaNodeId":"https://visaatlas.org/research/canada-express-entry-draw-tracker#dataset","disambiguation":"Canada Express Entry draw history reconciled to the official IRCC rounds feed and category tracker.","sourcePages":["/research/canada-express-entry-draw-tracker","/research/canada-express-entry-category-tracker"],"sourceDatasets":["/api/public/express-entry-draws","/api/public/express-entry-categories","/api/public/external-repository-mirrors"],"existingPublicSameAs":[],"externalIdentifierTargets":[{"kind":"accession","platform":"Kaggle","relation":"identifier","evidenceRequired":["Public dataset URL","IRCC source URL preserved","Canonical backlink to the draw tracker"],"publicWhenApproved":true,"caveat":"Kaggle notebooks should cite the source URL fields and the canonical Visa Atlas tracker."},{"kind":"wikidata-qid","platform":"Wikidata","relation":"identifier","evidenceRequired":["Existing notable Express Entry item or reviewed reference target","No generated QID placeholders","IRCC reference retained"],"publicWhenApproved":true,"caveat":"Wikidata edits require human notability and property review before import."}],"schemaOutputs":{"allowedTypes":["Dataset"],"allowedProperties":["sameAs","identifier","citation","isBasedOn","distribution","subjectOf"],"blockedProperties":["Do not emit ClaimReview for broad marketing or competitor claims.","Do not emit sameAs for unapproved accounts, profile pages, repository mirrors or Wikidata items.","Do not use third-party repository mirrors as the canonical source of current immigration figures."]},"evidenceLogFields":["entityId","status","externalUrl","identifierKind","identifierValue","repositoryMirrorId","relation","canonicalBacklinkPresent","sourceUrlPreserved","approvedForJsonLd","reviewedAt","reviewedBy"],"localCommands":["npm run seo:knowledge-graph -- kg-entity-log.jsonl --json","npm run export:knowledge-graph -- kg-entity-log.jsonl"],"caveats":["This manifest governs entity seeding; it does not assert that search engines, Wikidata, Data Commons or answer engines have accepted any entity.","No Wikidata QID, DOI, accession, sameAs URL or identifier should be added to public JSON-LD until a human has reviewed the external page and approved it for publication.","Schema is a disambiguation and provenance layer, not a ranking guarantee.","Knowledge-graph seeding can improve entity clarity and retriever recall, but it does not guarantee outcomes and candidate identifiers do not guarantee backlinks, rankings, traffic, citations or market share."]},{"id":"publisher-citation-kits","name":"Visa Atlas publisher and AI-citation kits","entityType":"Dataset","status":"candidate","canonicalUrl":"https://visaatlas.org/research/publisher-citation-kits-2026","schemaNodeId":"https://visaatlas.org/research/publisher-citation-kits-2026#dataset","disambiguation":"Citation-kit dataset for publishers, researchers and AI retrievers reusing Visa Atlas original datasets.","sourcePages":["/research/publisher-citation-kits-2026","/citation-packs","/use-our-data"],"sourceDatasets":["/api/public/publisher-citation-kits","/api/public/citation-packs","/api/public/quarterly-market-share-summary"],"existingPublicSameAs":[],"externalIdentifierTargets":[{"kind":"identifier","platform":"Publisher citation evidence","relation":"subjectOf","evidenceRequired":["Approved published URL","Canonical backlink present","Source dataset cited"],"publicWhenApproved":true,"caveat":"Publisher references are subjectOf evidence, not sameAs identity unless the external page is specifically a dataset/entity page."}],"schemaOutputs":{"allowedTypes":["Dataset"],"allowedProperties":["sameAs","identifier","citation","isBasedOn","distribution","subjectOf"],"blockedProperties":["Do not emit ClaimReview for broad marketing or competitor claims.","Do not emit sameAs for unapproved accounts, profile pages, repository mirrors or Wikidata items.","Do not use third-party repository mirrors as the canonical source of current immigration figures."]},"evidenceLogFields":["entityId","status","externalUrl","identifierKind","identifierValue","repositoryMirrorId","relation","canonicalBacklinkPresent","sourceUrlPreserved","approvedForJsonLd","reviewedAt","reviewedBy"],"localCommands":["npm run seo:knowledge-graph -- kg-entity-log.jsonl --json","npm run export:knowledge-graph -- kg-entity-log.jsonl"],"caveats":["This manifest governs entity seeding; it does not assert that search engines, Wikidata, Data Commons or answer engines have accepted any entity.","No Wikidata QID, DOI, accession, sameAs URL or identifier should be added to public JSON-LD until a human has reviewed the external page and approved it for publication.","Schema is a disambiguation and provenance layer, not a ranking guarantee.","Knowledge-graph seeding can improve entity clarity and retriever recall, but it does not guarantee outcomes and candidate identifiers do not guarantee backlinks, rankings, traffic, citations or market share."]},{"id":"expert-reviewer-entity-program","name":"Visa Atlas expert reviewer entity program","entityType":"Dataset","status":"candidate","canonicalUrl":"https://visaatlas.org/research/expert-reviewer-entity-program-2026","schemaNodeId":"https://visaatlas.org/research/expert-reviewer-entity-program-2026#dataset","disambiguation":"Public reviewer disclosure model for source-editor limits, regulated reviewer slots, reviewedBy schema governance and local credential evidence logging.","sourcePages":["/research/expert-reviewer-entity-program-2026","/editorial-standards","/methodology","/about"],"sourceDatasets":["/api/public/expert-reviewer-entities","/api/public/knowledge-graph-entities","/api/public/visibility-metrics"],"existingPublicSameAs":[],"externalIdentifierTargets":[{"kind":"identifier","platform":"Reviewer evidence log","relation":"subjectOf","evidenceRequired":["Approved reviewed page URL","Public regulator/register URL","reviewedBy schema approval flag"],"publicWhenApproved":true,"caveat":"Reviewer evidence may support page-level reviewedBy schema only after credential and review-scope approval; 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