{
  "dictionary_version": "reference-fields-2.2.1",
  "prepared_date": "2026-10-29",
  "documentation_review_date": "2026-10-30",
  "scope": "Nine source datasets plus one separately labeled historical derived report.",
  "limitations": "The nine source datasets have explicit key-field reuse contracts. All field paths and observed types are inventoried; paths without a meaning remain structural only. Coverage counts are documentation coverage, not source verification or data completeness. No universal null/zero conversion, fuzzy identity matching, open-content license or exhaustive creator population is implied.",
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      "primitive_paths": 158,
      "defined_primitive_paths": 44,
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      "defined_paths": 22,
      "primitive_paths": 22,
      "defined_primitive_paths": 22,
      "key_contract": true
    },
    {
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      "defined_paths": 66,
      "primitive_paths": 61,
      "defined_primitive_paths": 61,
      "key_contract": true
    },
    {
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      "observed_paths": 73,
      "defined_paths": 68,
      "primitive_paths": 59,
      "defined_primitive_paths": 59,
      "key_contract": true
    },
    {
      "dataset_id": "minnesota-internet-personalities-v1",
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      "defined_paths": 93,
      "primitive_paths": 85,
      "defined_primitive_paths": 85,
      "key_contract": true
    },
    {
      "dataset_id": "youtube-v1",
      "observed_paths": 114,
      "defined_paths": 107,
      "primitive_paths": 93,
      "defined_primitive_paths": 93,
      "key_contract": true
    },
    {
      "dataset_id": "tiktok-v1",
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      "defined_paths": 107,
      "primitive_paths": 92,
      "defined_primitive_paths": 92,
      "key_contract": true
    },
    {
      "dataset_id": "instagram-v1",
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      "defined_paths": 107,
      "primitive_paths": 91,
      "defined_primitive_paths": 91,
      "key_contract": true
    },
    {
      "dataset_id": "facebook-v1",
      "observed_paths": 104,
      "defined_paths": 94,
      "primitive_paths": 84,
      "defined_primitive_paths": 84,
      "key_contract": true
    },
    {
      "dataset_id": "twin-cities-directory-v1",
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      "defined_paths": 98,
      "primitive_paths": 86,
      "defined_primitive_paths": 86,
      "key_contract": true
    }
  ],
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      "primary_records_path": null,
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          "observed_types": [
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          "observed_types": [
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        },
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          "path": "$.category_distribution.source_to_family_mapping.Photography + art",
          "observed_types": [
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        },
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          "path": "$.category_distribution.source_to_family_mapping.Technology + making",
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        },
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          "path": "$.data_url",
          "observed_types": [
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          ],
          "meaning": "Current machine-readable resource URL; its contents may change, so cite a fixed edition for reproducibility."
        },
        {
          "path": "$.geography",
          "observed_types": [
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        },
        {
          "path": "$.geography.explicit_greater_minnesota_examples",
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          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
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          "meaning": "Public general location supported by the cited relationship, not a private address."
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          "meaning": "Canonical HTML owner for this dataset; not a separate identity profile."
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          "path": "$.platform_datasets.tiktok.audience_statistics.threshold_counts.5000000_or_more",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.tiktok.audience_statistics.threshold_counts.500000_or_more",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.tiktok.audience_statistics.top_5_share_percent",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.tiktok.data_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Current machine-readable resource URL; its contents may change, so cite a fixed edition for reproducibility."
        },
        {
          "path": "$.platform_datasets.tiktok.leader_display",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.platform_datasets.tiktok.leader_entity_id",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.platform_datasets.tiktok.leader_name",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.platform_datasets.tiktok.leader_value",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.tiktok.methodology_version",
          "observed_types": [
            "string"
          ],
          "meaning": "Named rule-set version, distinct from a download edition and observation date."
        },
        {
          "path": "$.platform_datasets.tiktok.metric",
          "observed_types": [
            "string"
          ],
          "meaning": "Metric definition within the parent method, retaining account/people distinction."
        },
        {
          "path": "$.platform_datasets.tiktok.page_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Canonical HTML owner for this dataset; not a separate identity profile."
        },
        {
          "path": "$.platform_datasets.tiktok.partially_verified_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of partial research records, excluded from ordinal ranking rather than zero."
        },
        {
          "path": "$.platform_datasets.tiktok.record_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Declared number of records for the identified array/cohort; inspect its primary array and edition rather than assuming all research states are ranked."
        },
        {
          "path": "$.platform_datasets.youtube",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics.measured_total",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics.median",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics.threshold_counts",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics.threshold_counts.1000000_or_more",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics.threshold_counts.100000_or_more",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics.threshold_counts.5000000_or_more",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics.threshold_counts.500000_or_more",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.audience_statistics.top_5_share_percent",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.data_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Current machine-readable resource URL; its contents may change, so cite a fixed edition for reproducibility."
        },
        {
          "path": "$.platform_datasets.youtube.leader_display",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.leader_entity_id",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.leader_name",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.leader_value",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.platform_datasets.youtube.methodology_version",
          "observed_types": [
            "string"
          ],
          "meaning": "Named rule-set version, distinct from a download edition and observation date."
        },
        {
          "path": "$.platform_datasets.youtube.metric",
          "observed_types": [
            "string"
          ],
          "meaning": "Metric definition within the parent method, retaining account/people distinction."
        },
        {
          "path": "$.platform_datasets.youtube.page_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Canonical HTML owner for this dataset; not a separate identity profile."
        },
        {
          "path": "$.platform_datasets.youtube.partially_verified_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of partial research records, excluded from ordinal ranking rather than zero."
        },
        {
          "path": "$.platform_datasets.youtube.record_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Declared number of records for the identified array/cohort; inspect its primary array and edition rather than assuming all research states are ranked."
        },
        {
          "path": "$.report_id",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.scope_note",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.source_datasets",
          "observed_types": [
            "array"
          ],
          "meaning": "Historical input descriptors and hashes from which the report was derived; current files are not interchangeable inputs."
        },
        {
          "path": "$.source_datasets[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Historical input descriptors and hashes from which the report was derived; current files are not interchangeable inputs."
        },
        {
          "path": "$.source_datasets[].dataset_key",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.source_datasets[].sha256",
          "observed_types": [
            "string"
          ],
          "meaning": "SHA-256 digest of exact source bytes; a matching filename without a matching digest is not the same historical input."
        },
        {
          "path": "$.source_datasets[].url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.source_edition_provenance",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.source_edition_provenance.clarification_date",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.source_edition_provenance.data_date_contract",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.source_edition_provenance.limitation",
          "observed_types": [
            "string"
          ],
          "meaning": "Material constraints on interpretation or coverage, which remain attached to reused results."
        },
        {
          "path": "$.source_edition_provenance.report_edition",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.source_edition_provenance.reproducibility_status",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.source_edition_provenance.source_hash_contract",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.source_edition_provenance.source_url_contract",
          "observed_types": [
            "string"
          ]
        },
        {
          "path": "$.summary",
          "observed_types": [
            "object"
          ],
          "meaning": "Human-readable description of its parent record or method; preserve any qualifying limits."
        },
        {
          "path": "$.summary.normalized_category_families",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.summary.outside_twin_cities_subset_count",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.summary.statewide_creator_count",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.summary.statewide_only_location_count",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.summary.twin_cities_creator_count",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.summary.twin_cities_share_percent",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.summary.unique_source_categories",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.summary.verified_greater_minnesota_count",
          "observed_types": [
            "number"
          ]
        },
        {
          "path": "$.title",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        }
      ]
    },
    {
      "dataset_id": "core4-v1",
      "source_sha256": "35796f5475b2850754cd9b7435c45a458f96b47a8aa57ae70109d6fc2651b70a",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-28/minnesota-creator-index-2026.json",
      "primary_records_path": "records",
      "record_definition": "One person or creator group per records entry; COMPLETE and INCOMPLETE states remain distinct. Only COMPLETE records enter the complete comparison.",
      "metric_unit_and_limits": "String-formatted Core 4 account totals; approximate strings must not be parsed as exact measurements. Not unique people.",
      "reuse_contract": {
        "unit_and_population": "One creator person or group per records entry. Twelve researched records: five COMPLETE and seven INCOMPLETE; this is a bounded comparison, not a census.",
        "identity": "entity_id is the established dataset identity key; creator is a display label. Group accounts belong to the group, not separately to every member.",
        "measurement": "tiktok, instagram, youtube, facebook and core4 are source-formatted audience strings. Core 4 combines qualifying controlled accounts across four platforms, including approved secondary accounts. It counts account followers/subscriptions, not unique people.",
        "time": "snapshotDate is the original September audience snapshot. Preserve rounding and channel scope written inside each string; geography and download-edition dates are different.",
        "missing_values": "INCOMPLETE and unresolved strings are not zero. officialAccountsIncluded counts accounts, not audience. No numerical rank should be assigned by coercing unresolved strings.",
        "sources_and_geography": "Use the stated account-control and current-Minnesota criteria with the original source notes. Josh follows the same rule; owner-published research is not independent recognition."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.dataset",
          "observed_types": [
            "string"
          ],
          "meaning": "Dataset title or descriptor in this source; not an entity identifier. Object-shaped dataset metadata is documented through its child fields."
        },
        {
          "path": "$.geography_review",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.geography_review.audience_snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.geography_review.audience_values_refreshed",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Boolean indicating whether audience counters were remeasured during the geography review. False preserves original observations."
        },
        {
          "path": "$.geography_review.note",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific explanation. Null means no extra annotation recorded, not zero or independent verification."
        },
        {
          "path": "$.geography_review.review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.method",
          "observed_types": [
            "string"
          ],
          "meaning": "Method description for this source comparison, including its eligible accounts and limitations."
        },
        {
          "path": "$.primaryCohort",
          "observed_types": [
            "string"
          ],
          "meaning": "Bounded population admitted to this source comparison; not all Minnesota creators."
        },
        {
          "path": "$.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.records[].core4",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted account-level audience text, including rounding and unresolved states. Preserve the string and its scope; do not parse as an exact integer or unique people."
        },
        {
          "path": "$.records[].creator",
          "observed_types": [
            "string"
          ],
          "meaning": "Display name in this source edition, not a unique key."
        },
        {
          "path": "$.records[].current_geography_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.records[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.records[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.records[].facebook",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted account-level audience text, including rounding and unresolved states. Preserve the string and its scope; do not parse as an exact integer or unique people."
        },
        {
          "path": "$.records[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.records[].geography_review_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Unresolved weakness or age limitation in the existing geography evidence; no fresh verification implied."
        },
        {
          "path": "$.records[].instagram",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted account-level audience text, including rounding and unresolved states. Preserve the string and its scope; do not parse as an exact integer or unique people."
        },
        {
          "path": "$.records[].officialAccountsIncluded",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of qualifying controlled platform accounts included; not followers or unique audience."
        },
        {
          "path": "$.records[].status",
          "observed_types": [
            "string"
          ],
          "meaning": "COMPLETE or INCOMPLETE. Only COMPLETE enters the fully verified comparison; INCOMPLETE is not zero."
        },
        {
          "path": "$.records[].tiktok",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted account-level audience text, including rounding and unresolved states. Preserve the string and its scope; do not parse as an exact integer or unique people."
        },
        {
          "path": "$.records[].youtube",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted account-level audience text, including rounding and unresolved states. Preserve the string and its scope; do not parse as an exact integer or unique people."
        },
        {
          "path": "$.snapshotDate",
          "observed_types": [
            "string"
          ],
          "meaning": "Original snapshot date in this source namespace; preserve its precision."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "records",
        "identity_keys": [
          "entity_id"
        ],
        "edition_date_path": [
          "snapshotDate"
        ]
      }
    },
    {
      "dataset_id": "famous-people-v1",
      "source_sha256": "d9b6e6d80794c248b8a4139637eda9c2680f6b47690f479d6a90bf0c38c25f3d",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-28/famous-people-minnesota-2026.json",
      "primary_records_path": "records",
      "record_definition": "One public figure or creator organization with a documented current Minnesota relationship per records entry. Unranked.",
      "metric_unit_and_limits": "No audience measure or numerical fame rank.",
      "reuse_contract": {
        "unit_and_population": "One public figure or group per records entry, unranked. The source file has 36 records; it describes documented current Minnesota relationships, not all famous Minnesotans.",
        "identity": "entity_id is the established identity key for each records entry in this source namespace; name, display_name and aliases are display labels. Join only documented exact IDs; do not infer cross-dataset identity from names.",
        "measurement": "There is no fame score, audience ranking or population estimate. relationshipClasses can contain multiple supported relationships per entity and must not be summed as unique people.",
        "time": "snapshotDate is September 22 in this source. verifiedDate is an evidence-review date; sources[].sourceDate is the publication date where known. These are distinct from download packaging.",
        "missing_values": "A null sourceDate means unknown publication date, not today. Empty arrays mean no records in that field, not evidence that no relationship exists. Missing optional profile references are not zero.",
        "sources_and_geography": "Each source has claim-specific scope. Current residence, professional base, formative ties and other relationships must follow their explicit classification; origin alone does not prove a current base."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.changeLog",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.changeLog.added",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of records added in the identified historical change log, not the current total or audience."
        },
        {
          "path": "$.changeLog.limitedEvidenceRecords",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of records assigned limited evidence in that change log; not an ordinal rank."
        },
        {
          "path": "$.changeLog.note",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific explanation. Null means no extra annotation recorded, not zero or independent verification."
        },
        {
          "path": "$.changeLog.removed",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of records removed in the identified historical change log, not a count of people leaving Minnesota."
        },
        {
          "path": "$.changeLog.retainedExisting",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of existing records retained during that review, not newly verified audience."
        },
        {
          "path": "$.changeLog.reviewedExisting",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of existing records considered during that review; read its actual verification scope."
        },
        {
          "path": "$.correctionsUrl",
          "observed_types": [
            "string"
          ],
          "meaning": "Existing public factual-correction pathway; this field does not submit a correction."
        },
        {
          "path": "$.currentRelationshipClasses",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.currentRelationshipClasses.business_practice_studio",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship definition for a documented business/practice/studio connection, distinct from private residence."
        },
        {
          "path": "$.currentRelationshipClasses.creator_group_base",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship definition for the operating base of a creator group, not every member’s residence."
        },
        {
          "path": "$.currentRelationshipClasses.dated_limited",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship definition for dated/limited evidence that must retain its historical scope."
        },
        {
          "path": "$.currentRelationshipClasses.professional_work",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship definition for documented professional activity, not exclusive residence."
        },
        {
          "path": "$.currentRelationshipClasses.residence",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship definition for publicly supported residence within this source’s evidence rules; no private address."
        },
        {
          "path": "$.currentRelationshipClasses.team_organization",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship definition for a professional team/organization connection, not personal residence."
        },
        {
          "path": "$.dataset",
          "observed_types": [
            "string"
          ],
          "meaning": "Dataset title or descriptor in this source; not an entity identifier. Object-shaped dataset metadata is documented through its child fields."
        },
        {
          "path": "$.evidenceMethod",
          "observed_types": [
            "string"
          ],
          "meaning": "Text defining how this source evaluates claim support; not a measurement outcome."
        },
        {
          "path": "$.evidenceStates",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.evidenceStates.limited",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-defined limited-evidence state; unresolved scope remains explicit rather than treated as fully verified."
        },
        {
          "path": "$.evidenceStates.supported",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-defined supported-evidence state for the identified claim, not independent verification of every fact."
        },
        {
          "path": "$.evidenceStates.unresolved",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific outstanding verification in a partial record; do not replace with zero or a confident exclusion."
        },
        {
          "path": "$.geographyRule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published geographic qualification rule for this source."
        },
        {
          "path": "$.identityMethod",
          "observed_types": [
            "string"
          ],
          "meaning": "Rules for representing identities and groups in this source."
        },
        {
          "path": "$.methodologyVersion",
          "observed_types": [
            "string"
          ],
          "meaning": "Named rule-set version, distinct from a download edition and observation date."
        },
        {
          "path": "$.ordering",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial sort/order rule; directory display order is not an independent fame rank."
        },
        {
          "path": "$.originalSnapshotDate",
          "observed_types": [
            "string"
          ],
          "meaning": "Preserved original snapshot date preceding later source/documentation reviews."
        },
        {
          "path": "$.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.records[].aliases",
          "observed_types": [
            "array"
          ],
          "meaning": "Recorded public name variants attached to the same identity; an empty array means none recorded."
        },
        {
          "path": "$.records[].aliases[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Recorded public name variants attached to the same identity; an empty array means none recorded."
        },
        {
          "path": "$.records[].canonical_entity_uri",
          "observed_types": [
            "string"
          ],
          "meaning": "Established entity URI for this record; not automatically equivalent to every similar display name."
        },
        {
          "path": "$.records[].category",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial subject grouping; not a merit rating, award or fame rank."
        },
        {
          "path": "$.records[].currentPlace",
          "observed_types": [
            "string"
          ],
          "meaning": "Public place label associated with the documented current relationship; not an exact private location."
        },
        {
          "path": "$.records[].display_name",
          "observed_types": [
            "string"
          ],
          "meaning": "Public display name; aliases do not establish a new entity."
        },
        {
          "path": "$.records[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.records[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.records[].evidence_state",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-defined support status: supported, limited or unresolved. Not a fame score or endorsement."
        },
        {
          "path": "$.records[].knownFor",
          "observed_types": [
            "string"
          ],
          "meaning": "Concise public work description in this record; not an invented occupation or independent endorsement."
        },
        {
          "path": "$.records[].lastSiteReviewDate",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.records[].minnesotaConnection",
          "observed_types": [
            "string"
          ],
          "meaning": "Attributed Minnesota relationship statement, whose type/time/source must be retained."
        },
        {
          "path": "$.records[].minnesota_relationship_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship classification as recorded; a professional connection is not necessarily residence."
        },
        {
          "path": "$.records[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.records[].priorSnapshot",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.records[].priorSnapshot.minnesotaConnection",
          "observed_types": [
            "string"
          ],
          "meaning": "Attributed Minnesota relationship statement, whose type/time/source must be retained."
        },
        {
          "path": "$.records[].priorSnapshot.qualificationType",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.records[].priorSnapshot.snapshotDate",
          "observed_types": [
            "string"
          ],
          "meaning": "Original snapshot date in this source namespace; preserve its precision."
        },
        {
          "path": "$.records[].priorSnapshot.sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.records[].priorSnapshot.sourceUrl",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.records[].priorSnapshot.verifiedDate",
          "observed_types": [
            "string"
          ],
          "meaning": "Date evidence was reviewed in this source record; not necessarily source publication or event date."
        },
        {
          "path": "$.records[].qualificationType",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.records[].relationshipClasses",
          "observed_types": [
            "array"
          ],
          "meaning": "Multiple documented relationship classes may apply to one entity; summing them does not count unique people."
        },
        {
          "path": "$.records[].relationshipClasses[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Multiple documented relationship classes may apply to one entity; summing them does not count unique people."
        },
        {
          "path": "$.records[].schema_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Structured-data classification of the represented record; person and group are distinct."
        },
        {
          "path": "$.records[].sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.records[].sourceReviewDate",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the source/claim was reviewed, not an event or audience observation."
        },
        {
          "path": "$.records[].sourceUrl",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.records[].source_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific evidence qualification, attribution and limits; retain when reusing the geography claim."
        },
        {
          "path": "$.records[].sources",
          "observed_types": [
            "array"
          ],
          "meaning": "Claim-specific supporting-source records. Inspect the claims/support fields before reuse."
        },
        {
          "path": "$.records[].sources[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Claim-specific supporting-source records. Inspect the claims/support fields before reuse."
        },
        {
          "path": "$.records[].sources[].accessNote",
          "observed_types": [
            "string"
          ],
          "meaning": "Source accessibility/permission qualification as recorded; access difficulty alone is not proof of false content."
        },
        {
          "path": "$.records[].sources[].claims",
          "observed_types": [
            "array"
          ],
          "meaning": "Claims supported by the parent source; a source URL does not automatically establish unrelated assertions."
        },
        {
          "path": "$.records[].sources[].claims[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Claims supported by the parent source; a source URL does not automatically establish unrelated assertions."
        },
        {
          "path": "$.records[].sources[].label",
          "observed_types": [
            "string"
          ],
          "meaning": "Human-readable label within the parent source/relationship record; not a unique identity key."
        },
        {
          "path": "$.records[].sources[].sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.records[].sources[].sourceDate",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Publication date in this source record when known; null means unknown rather than review date."
        },
        {
          "path": "$.records[].sources[].url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.records[].verifiedDate",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Date evidence was reviewed in this source record; not necessarily source publication or event date."
        },
        {
          "path": "$.schemaVersion",
          "observed_types": [
            "string"
          ],
          "meaning": "Version of this source data structure, distinct from method, observation and fixed-download edition."
        },
        {
          "path": "$.scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Population/claim boundary for the parent object; read before combining or extrapolating records."
        },
        {
          "path": "$.selectionRule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published inclusion rule for the bounded source compilation."
        },
        {
          "path": "$.snapshotDate",
          "observed_types": [
            "string"
          ],
          "meaning": "Original snapshot date in this source namespace; preserve its precision."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "records",
        "identity_keys": [
          "entity_id"
        ],
        "edition_date_path": [
          "snapshotDate"
        ]
      }
    },
    {
      "dataset_id": "creator-directory-v1",
      "source_sha256": "668b4bfbe392047a59621c573dda9bb75f1b5025a003fd5c94986840fad49e88",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-29-reliability/minnesota-creators-2026.json",
      "primary_records_path": "records",
      "record_definition": "One current creator entity per records entry; 47 entities, including an exact 31-entity metro subset. Selected coverage, not a census.",
      "metric_unit_and_limits": "No ranking denominator; a bounded discovery directory.",
      "reuse_contract": {
        "unit_and_population": "One Person or Organization per records entry. The coverage directory contains 47 entities, including 31 exact metro IDs. It is unranked and has no audience threshold.",
        "identity": "entity_id joins established exact IDs with the metro directory. display_name and aliases are labels, not universal join keys.",
        "measurement": "core4_total is an optional cross-reference to a separately measured comparison, not the basis of inclusion or ordering. Never sum directory rows to infer a statewide audience.",
        "time": "dataset.snapshot_date preserves the original edition lineage. Record geography_verified_date is an evidence review; geography_source_date is a publication date when known. The October 29 review applies only to identified records.",
        "missing_values": "audience_threshold null means no threshold. core4_total/core4_approximate/core4_dataset_url null means no resolved cross-reference, not zero audience. official_website null means none verified in this record. Empty aliases means none recorded.",
        "sources_and_geography": "qualification_type separates creator base, professional practice and self-reported residence. A non-exclusive base may qualify when explicitly sourced; birthplace, historical residence, property or a visit alone do not. geography_source_class records who supports the claim; an undated biography is not a dated residence reaffirmation."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.dataset",
          "observed_types": [
            "object"
          ],
          "meaning": "Dataset title or descriptor in this source; not an entity identifier. Object-shaped dataset metadata is documented through its child fields."
        },
        {
          "path": "$.dataset.data_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Current machine-readable resource URL; its contents may change, so cite a fixed edition for reproducibility."
        },
        {
          "path": "$.dataset.dataset_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Dataset identifier within the catalog; not a creator/person ID."
        },
        {
          "path": "$.dataset.description",
          "observed_types": [
            "string"
          ],
          "meaning": "Human-readable description of its parent record or method; preserve any qualifying limits."
        },
        {
          "path": "$.dataset.geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.dataset.geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.dataset.geography_review_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Which geography records were reviewed; do not infer that all records were freshly verified."
        },
        {
          "path": "$.dataset.last_updated",
          "observed_types": [
            "string"
          ],
          "meaning": "Material source-record update date as stored; not automatically the packaging or release date."
        },
        {
          "path": "$.dataset.methodology_version",
          "observed_types": [
            "string"
          ],
          "meaning": "Named rule-set version, distinct from a download edition and observation date."
        },
        {
          "path": "$.dataset.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.dataset.original_snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original directory seed snapshot before this current membership compilation; not a new observation date for audience figures."
        },
        {
          "path": "$.dataset.page_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Canonical HTML owner for this dataset; not a separate identity profile."
        },
        {
          "path": "$.dataset.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.dataset.record_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Declared number of records for the identified array/cohort; inspect its primary array and edition rather than assuming all research states are ranked."
        },
        {
          "path": "$.dataset.snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.dataset.subset_dataset_ids",
          "observed_types": [
            "array"
          ],
          "meaning": "Dataset IDs whose current entity sets form documented subsets; validate exact identity membership before combining editions."
        },
        {
          "path": "$.dataset.subset_dataset_ids[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Dataset IDs whose current entity sets form documented subsets; validate exact identity membership before combining editions."
        },
        {
          "path": "$.methodology",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.methodology.audience_threshold",
          "observed_types": [
            "null"
          ],
          "meaning": "Minimum inclusion audience if one is required; null means this directory has no numerical audience threshold."
        },
        {
          "path": "$.methodology.creator_work_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Required substantive public digital work; social-account existence alone is insufficient."
        },
        {
          "path": "$.methodology.current_connection_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Evidence rule for a current creator/professional Minnesota relationship, including explicit non-exclusive bases."
        },
        {
          "path": "$.methodology.geographic_subset",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.methodology.geographic_subset.data_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Current machine-readable resource URL; its contents may change, so cite a fixed edition for reproducibility."
        },
        {
          "path": "$.methodology.geographic_subset.dataset_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Dataset identifier within the catalog; not a creator/person ID."
        },
        {
          "path": "$.methodology.geographic_subset.relationship",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit relationship in the parent context, such as account ownership or directory subset; not a new personal affiliation."
        },
        {
          "path": "$.methodology.purpose",
          "observed_types": [
            "string"
          ],
          "meaning": "Intended use of this compilation; not an assertion of exhaustive coverage."
        },
        {
          "path": "$.methodology.ranking_published",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Whether this resource publishes an ordinal audience ranking; false is not an absent/zero audience."
        },
        {
          "path": "$.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.records[].aliases",
          "observed_types": [
            "array"
          ],
          "meaning": "Recorded public name variants attached to the same identity; an empty array means none recorded."
        },
        {
          "path": "$.records[].aliases[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Recorded public name variants attached to the same identity; an empty array means none recorded."
        },
        {
          "path": "$.records[].category",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial subject grouping; not a merit rating, award or fame rank."
        },
        {
          "path": "$.records[].core4_approximate",
          "observed_types": [
            "boolean",
            "null"
          ],
          "meaning": "Whether the optional Core 4 total is approximate; null means no resolved total/flag."
        },
        {
          "path": "$.records[].core4_dataset_url",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Reference to the separate Core 4 dataset; null means no resolved cross-reference."
        },
        {
          "path": "$.records[].core4_record_available",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Whether a cross-referenced Core 4 record exists; not proof that every platform is complete."
        },
        {
          "path": "$.records[].core4_total",
          "observed_types": [
            "null",
            "number"
          ],
          "meaning": "Optional Core 4 comparison total in recorded units; null is unavailable/unresolved, not zero."
        },
        {
          "path": "$.records[].dataset_memberships",
          "observed_types": [
            "array"
          ],
          "meaning": "References to datasets in which the established entity is included; overlapping memberships cannot be added as unique people."
        },
        {
          "path": "$.records[].dataset_memberships[]",
          "observed_types": [
            "string"
          ],
          "meaning": "References to datasets in which the established entity is included; overlapping memberships cannot be added as unique people."
        },
        {
          "path": "$.records[].display_name",
          "observed_types": [
            "string"
          ],
          "meaning": "Public display name; aliases do not establish a new entity."
        },
        {
          "path": "$.records[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.records[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.records[].geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.records[].geography_basis",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit geographic interpretation, including a documented non-exclusive creator base where applicable."
        },
        {
          "path": "$.records[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.records[].geography_review_limitation",
          "observed_types": [
            "string"
          ],
          "meaning": "Unresolved weakness or age limitation in the existing geography evidence; no fresh verification implied."
        },
        {
          "path": "$.records[].geography_source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Source category supporting the geographic claim; first-party, institutional and independent reporting have different evidentiary scope."
        },
        {
          "path": "$.records[].geography_source_date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Source publication date when established; null means unknown. It is not the compiler review date."
        },
        {
          "path": "$.records[].geography_source_event_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of the source event when known; not the publication timestamp of its biography."
        },
        {
          "path": "$.records[].geography_source_history",
          "observed_types": [
            "array"
          ],
          "meaning": "Previously recorded geography provenance retained for auditability; historical evidence is not a fresh current-base assertion."
        },
        {
          "path": "$.records[].geography_source_history[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Previously recorded geography provenance retained for auditability; historical evidence is not a fresh current-base assertion."
        },
        {
          "path": "$.records[].geography_source_history[].geography_source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Source category supporting the geographic claim; first-party, institutional and independent reporting have different evidentiary scope."
        },
        {
          "path": "$.records[].geography_source_history[].geography_source_date",
          "observed_types": [
            "null"
          ],
          "meaning": "Source publication date when established; null means unknown. It is not the compiler review date."
        },
        {
          "path": "$.records[].geography_source_history[].geography_source_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific evidence qualification, attribution and limits; retain when reusing the geography claim."
        },
        {
          "path": "$.records[].geography_source_history[].geography_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Source supporting the geography claim, distinct from the audience source."
        },
        {
          "path": "$.records[].geography_source_history[].geography_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the geography evidence was reviewed, not a new audience observation."
        },
        {
          "path": "$.records[].geography_source_history[].qualification_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.records[].geography_source_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific evidence qualification, attribution and limits; retain when reusing the geography claim."
        },
        {
          "path": "$.records[].geography_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Source supporting the geography claim, distinct from the audience source."
        },
        {
          "path": "$.records[].geography_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the geography evidence was reviewed, not a new audience observation."
        },
        {
          "path": "$.records[].known_for",
          "observed_types": [
            "string"
          ],
          "meaning": "Concise public work description in this record; not an invented occupation or independent endorsement."
        },
        {
          "path": "$.records[].last_verified",
          "observed_types": [
            "string"
          ],
          "meaning": "Original record verification date as stored. A later targeted geography review does not imply every record field was rechecked."
        },
        {
          "path": "$.records[].location_general",
          "observed_types": [
            "string"
          ],
          "meaning": "Public general location supported by the cited relationship, not a private address."
        },
        {
          "path": "$.records[].official_profiles",
          "observed_types": [
            "array"
          ],
          "meaning": "Recorded official public presence URLs. A URL is not itself verification of every visible account statistic."
        },
        {
          "path": "$.records[].official_profiles[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Recorded official public presence URLs. A URL is not itself verification of every visible account statistic."
        },
        {
          "path": "$.records[].official_website",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Verified official website in this record; null means none recorded, not that none exists."
        },
        {
          "path": "$.records[].primary_platforms",
          "observed_types": [
            "array"
          ],
          "meaning": "Public platform labels associated with this creator, not an exhaustive account inventory."
        },
        {
          "path": "$.records[].primary_platforms[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public platform labels associated with this creator, not an exhaustive account inventory."
        },
        {
          "path": "$.records[].qualification_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.records[].supporting_geography_source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Additional claim-specific public geography references; they do not automatically verify audience values."
        },
        {
          "path": "$.records[].supporting_geography_source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Additional claim-specific public geography references; they do not automatically verify audience values."
        },
        {
          "path": "$.records[].view_scale_display",
          "observed_types": [
            "string"
          ],
          "meaning": "Dated display label for Josh’s separately documented cross-platform views; not follower totals or unique people."
        },
        {
          "path": "$.records[].view_scale_methodology_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Existing method/source page for the separate view-scale claim."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "records",
        "identity_keys": [
          "entity_id"
        ],
        "edition_date_path": [
          "dataset",
          "snapshot_date"
        ]
      }
    },
    {
      "dataset_id": "minnesota-internet-personalities-v1",
      "source_sha256": "611ab00888ed849c513211caa5b8544d45fa1d9015419a16fe1036be08bb960c",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-28/minnesota-internet-personalities-2026.json",
      "primary_records_path": "records",
      "record_definition": "One internet-native public identity per records entry. Historical, formative, origin and current relationships are separate.",
      "metric_unit_and_limits": "No audience ranking. Do not infer current residence from historical relationships.",
      "reuse_contract": {
        "unit_and_population": "One internet-native public identity per records entry; 25 bounded records across eras. Current, origin, formative and historical ties are separate.",
        "identity": "recordId identifies the directory record; canonicalEntityId identifies the entity in this source namespace. name and onlineName are display labels. Preserve existingSiteMemberships; do not split alternate names into duplicate people or combine a group and its members.",
        "measurement": "This is an unranked discovery inventory. Chronology buckets and summaries describe this inventory, not the Minnesota creator population or audience shares.",
        "time": "Snapshot, first-public-work chronology and source verification are different dates. Uncertain or coarse date ranges must retain their precision.",
        "missing_values": "Null or absent optional dates/profile fields mean unknown or unrecorded. Do not infer current residence from an omitted move date or historical Minnesota connection.",
        "sources_and_geography": "Use the connection statement and public source for each relationship. A past connection does not meet the current-base criterion of a separate audience ranking."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.chronology",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.chronology.dateRange",
          "observed_types": [
            "array"
          ],
          "meaning": "Chronology coverage interval, not a count measurement or complete career history."
        },
        {
          "path": "$.chronology.dateRange[]",
          "observed_types": [
            "number"
          ],
          "meaning": "Chronology coverage interval, not a count measurement or complete career history."
        },
        {
          "path": "$.chronology.milestoneCount",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of chronology milestones recorded; one identity may have several milestones."
        },
        {
          "path": "$.chronology.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.chronology.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.chronology.records[].independentDocumentationSource",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.chronology.records[].independentDocumentationSource.date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of the event, source, correction or chronology node identified by its parent. Preserve that role and precision; it is not automatically an audience observation."
        },
        {
          "path": "$.chronology.records[].independentDocumentationSource.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.chronology.records[].independentDocumentationSource.sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.chronology.records[].independentDocumentationSource.support",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific claim that the parent source supports; attribution/provenance remains attached to reuse."
        },
        {
          "path": "$.chronology.records[].independentDocumentationSource.title",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.chronology.records[].independentDocumentationSource.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.chronology.records[].milestoneClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Type of chronology evidence; retain attribution rather than treating every milestone as independently reported."
        },
        {
          "path": "$.chronology.records[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.chronology.records[].recordId",
          "observed_types": [
            "string"
          ],
          "meaning": "Identifier of this source record, distinct from the represented person/group."
        },
        {
          "path": "$.chronology.records[].source",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.chronology.records[].source.date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of the event, source, correction or chronology node identified by its parent. Preserve that role and precision; it is not automatically an audience observation."
        },
        {
          "path": "$.chronology.records[].source.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.chronology.records[].source.sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.chronology.records[].source.support",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific claim that the parent source supports; attribution/provenance remains attached to reuse."
        },
        {
          "path": "$.chronology.records[].source.title",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.chronology.records[].source.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.chronology.records[].summary",
          "observed_types": [
            "string"
          ],
          "meaning": "Human-readable description of its parent record or method; preserve any qualifying limits."
        },
        {
          "path": "$.chronology.records[].year",
          "observed_types": [
            "number"
          ],
          "meaning": "Calendar year of the described chronology milestone; do not invent an exact day."
        },
        {
          "path": "$.chronology.scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Population/claim boundary for the parent object; read before combining or extrapolating records."
        },
        {
          "path": "$.corrections",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.corrections[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.corrections[].date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of the event, source, correction or chronology node identified by its parent. Preserve that role and precision; it is not automatically an audience observation."
        },
        {
          "path": "$.corrections[].description",
          "observed_types": [
            "string"
          ],
          "meaning": "Human-readable description of its parent record or method; preserve any qualifying limits."
        },
        {
          "path": "$.corrections[].scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Population/claim boundary for the parent object; read before combining or extrapolating records."
        },
        {
          "path": "$.dataset",
          "observed_types": [
            "object"
          ],
          "meaning": "Dataset title or descriptor in this source; not an entity identifier. Object-shaped dataset metadata is documented through its child fields."
        },
        {
          "path": "$.dataset.dataUrl",
          "observed_types": [
            "string"
          ],
          "meaning": "Current machine-readable resource URL; its contents may change, so cite a fixed edition for reproducibility."
        },
        {
          "path": "$.dataset.datasetId",
          "observed_types": [
            "string"
          ],
          "meaning": "Dataset identifier within the catalog; not a creator/person ID."
        },
        {
          "path": "$.dataset.description",
          "observed_types": [
            "string"
          ],
          "meaning": "Human-readable description of its parent record or method; preserve any qualifying limits."
        },
        {
          "path": "$.dataset.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.dataset.ordering",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial sort/order rule; directory display order is not an independent fame rank."
        },
        {
          "path": "$.dataset.pageUrl",
          "observed_types": [
            "string"
          ],
          "meaning": "Canonical HTML owner for this dataset; not a separate identity profile."
        },
        {
          "path": "$.dataset.publisher",
          "observed_types": [
            "object"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.dataset.publisher.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.dataset.publisher.organizationId",
          "observed_types": [
            "string"
          ],
          "meaning": "Existing organization-profile reference when recorded; not an individual member."
        },
        {
          "path": "$.dataset.publisher.personId",
          "observed_types": [
            "string"
          ],
          "meaning": "Existing person-profile reference when recorded; not a new identity claim."
        },
        {
          "path": "$.dataset.recordCount",
          "observed_types": [
            "number"
          ],
          "meaning": "Declared number of records for the identified array/cohort; inspect its primary array and edition rather than assuming all research states are ranked."
        },
        {
          "path": "$.dataset.reviewedAt",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.dataset.version",
          "observed_types": [
            "string"
          ],
          "meaning": "Version identifier in its parent dataset/documentation context; not an observation date unless explicitly stated."
        },
        {
          "path": "$.methodology",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.methodology.collectiveIdentityRule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing collectiveIdentityRule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.historicalRecordsAllowed",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Published rule or decision text governing historicalRecordsAllowed. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.internetIdentityRule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing internetIdentityRule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.minnesotaEvidenceRule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing minnesotaEvidenceRule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.rankingPublished",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Whether this resource publishes an ordinal audience ranking; false is not an absent/zero audience."
        },
        {
          "path": "$.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.records[].breakthrough",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-attributed milestone description, not a numerical influence measurement."
        },
        {
          "path": "$.records[].canonicalEntityId",
          "observed_types": [
            "string"
          ],
          "meaning": "Identity key in this source namespace, distinct from a record ID; cross-dataset joins require a verified crosswalk."
        },
        {
          "path": "$.records[].category",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial subject grouping; not a merit rating, award or fame rank."
        },
        {
          "path": "$.records[].entityType",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.records[].era",
          "observed_types": [
            "string"
          ],
          "meaning": "Broad chronology grouping as defined by the source, not an exact start/end claim."
        },
        {
          "path": "$.records[].evidenceGrade",
          "observed_types": [
            "string"
          ],
          "meaning": "Evidence classification within this source’s methodology; not independent peer review or a public newsworthiness score."
        },
        {
          "path": "$.records[].existingSiteMemberships",
          "observed_types": [
            "array"
          ],
          "meaning": "References to datasets in which the established entity is included; overlapping memberships cannot be added as unique people."
        },
        {
          "path": "$.records[].existingSiteMemberships[]",
          "observed_types": [
            "string"
          ],
          "meaning": "References to datasets in which the established entity is included; overlapping memberships cannot be added as unique people."
        },
        {
          "path": "$.records[].firstDocumentedInternetYear",
          "observed_types": [
            "null",
            "number"
          ],
          "meaning": "Earliest internet-work year established by the identified public documentation, not necessarily the first activity ever."
        },
        {
          "path": "$.records[].firstIndependentDocumentationSource",
          "observed_types": [
            "object"
          ],
          "meaning": "Independent publication establishing the documented milestone, within its actual claim scope."
        },
        {
          "path": "$.records[].firstIndependentDocumentationSource.date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of the event, source, correction or chronology node identified by its parent. Preserve that role and precision; it is not automatically an audience observation."
        },
        {
          "path": "$.records[].firstIndependentDocumentationSource.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.records[].firstIndependentDocumentationSource.sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.records[].firstIndependentDocumentationSource.support",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific claim that the parent source supports; attribution/provenance remains attached to reuse."
        },
        {
          "path": "$.records[].firstIndependentDocumentationSource.title",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.records[].firstIndependentDocumentationSource.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.records[].firstPartyStartSource",
          "observed_types": [
            "object"
          ],
          "meaning": "Attributed first-party evidence for the start year; not independent reporting."
        },
        {
          "path": "$.records[].firstPartyStartSource.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.records[].firstPartyStartSource.sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.records[].firstPartyStartSource.support",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific claim that the parent source supports; attribution/provenance remains attached to reuse."
        },
        {
          "path": "$.records[].firstPartyStartSource.title",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.records[].firstPartyStartSource.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.records[].firstPartyStartYear",
          "observed_types": [
            "number"
          ],
          "meaning": "Start year stated by the creator/first-party source, distinguished from independent documentation."
        },
        {
          "path": "$.records[].knownOnlineFor",
          "observed_types": [
            "string"
          ],
          "meaning": "Concise description of documented internet-native work, not a universal occupation or endorsement."
        },
        {
          "path": "$.records[].minnesotaRelationship",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.records[].minnesotaRelationship.label",
          "observed_types": [
            "string"
          ],
          "meaning": "Human-readable label within the parent source/relationship record; not a unique identity key."
        },
        {
          "path": "$.records[].minnesotaRelationship.location",
          "observed_types": [
            "string"
          ],
          "meaning": "Public general location within the documented relationship; not a private address or current physical-presence claim."
        },
        {
          "path": "$.records[].minnesotaRelationship.summary",
          "observed_types": [
            "string"
          ],
          "meaning": "Human-readable description of its parent record or method; preserve any qualifying limits."
        },
        {
          "path": "$.records[].minnesotaRelationship.temporalScope",
          "observed_types": [
            "string"
          ],
          "meaning": "Whether the documented relationship is current, formative, origin-based or historical; do not interchange them."
        },
        {
          "path": "$.records[].minnesotaRelationship.type",
          "observed_types": [
            "string"
          ],
          "meaning": "Parent-specific presence, identity or relationship type. Read its path; a Facebook page type is not a Person occupation."
        },
        {
          "path": "$.records[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.records[].onlineName",
          "observed_types": [
            "string"
          ],
          "meaning": "Public display name; not a unique join key."
        },
        {
          "path": "$.records[].primaryPlatform",
          "observed_types": [
            "string"
          ],
          "meaning": "Principal platform label in this source record; not a complete account ownership inventory."
        },
        {
          "path": "$.records[].primarySource",
          "observed_types": [
            "object"
          ],
          "meaning": "Primary cited source for this record’s claim; its classification determines independence and limits."
        },
        {
          "path": "$.records[].primarySource.date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Date of the event, source, correction or chronology node identified by its parent. Preserve that role and precision; it is not automatically an audience observation."
        },
        {
          "path": "$.records[].primarySource.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.records[].primarySource.sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.records[].primarySource.support",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific claim that the parent source supports; attribution/provenance remains attached to reuse."
        },
        {
          "path": "$.records[].primarySource.title",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.records[].primarySource.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.records[].profileUrl",
          "observed_types": [
            "string"
          ],
          "meaning": "Existing public profile URL for this identity, where verified."
        },
        {
          "path": "$.records[].recordId",
          "observed_types": [
            "string"
          ],
          "meaning": "Identifier of this source record, distinct from the represented person/group."
        },
        {
          "path": "$.records[].schemaId",
          "observed_types": [
            "string"
          ],
          "meaning": "Existing structured-data identifier; reuse rather than creating a duplicate identity."
        },
        {
          "path": "$.records[].secondarySource",
          "observed_types": [
            "object"
          ],
          "meaning": "Additional cited source for the stated claim, not automatic verification of every record field."
        },
        {
          "path": "$.records[].secondarySource.date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Date of the event, source, correction or chronology node identified by its parent. Preserve that role and precision; it is not automatically an audience observation."
        },
        {
          "path": "$.records[].secondarySource.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.records[].secondarySource.sourceClass",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.records[].secondarySource.support",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific claim that the parent source supports; attribution/provenance remains attached to reuse."
        },
        {
          "path": "$.records[].secondarySource.title",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.records[].secondarySource.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.records[].sortName",
          "observed_types": [
            "string"
          ],
          "meaning": "Label used for editorial sorting, not an additional identity."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "records",
        "identity_keys": [
          "recordId",
          "canonicalEntityId"
        ],
        "edition_date_path": [
          "dataset",
          "reviewedAt"
        ]
      }
    },
    {
      "dataset_id": "youtube-v1",
      "source_sha256": "0cd0c12afe106c68d9d1ddee7042f32f398b07ed7cb27a288bd926193ba8badb",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-29-reliability/minnesota-youtube-creators-2026.json",
      "primary_records_path": "ranked_creators",
      "record_definition": "One sufficiently verified creator or group in ranked_creators; partial, moved and excluded records are separate arrays.",
      "metric_unit_and_limits": "YouTube channel subscribers summed only over qualifying creator-controlled channels; account subscriptions, not unique people.",
      "reuse_contract": {
        "unit_and_population": "Subscribers across qualifying publicly verified creator-controlled channels; multiple approved channels may be summed. The existing edition has 15 ranked and 11 partial records. Neither array is a complete census.",
        "identity": "slug_or_id identifies the existing creator or group in ranked_creators. Channel/account IDs and URLs identify presences, not additional unique people.",
        "measurement": "rank applies only to the sufficiently verified ranked_creators array. qualifying account/channel arrays define what was counted. Preserve count approximation flags, source units and account-control limits.",
        "time": "The original audience snapshot and individual *_verified_date fields govern count reuse. A source publication date, October geography supplement and eventual website release date are separate.",
        "missing_values": "Partially verified, excluded or elsewhere records are separate research states. A known minimum is a floor, not a complete total; null/unresolved is not zero. A verified absence of an eligible account may be zero only where explicitly documented.",
        "sources_and_geography": "Audience URLs support counts/account control; Minnesota source URLs support geography. The current_geography_supplement is a later review and does not modify the historical audience cohort, ranks or measurements. Non-exclusive bases are explicit; a new comparable edition is required before reranking."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.current_geography_supplement",
          "observed_types": [
            "object"
          ],
          "meaning": "Later current-base review kept separate from the historical audience arrays. It cannot retroactively establish location on an audience-observation date."
        },
        {
          "path": "$.current_geography_supplement.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.current_geography_supplement.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.current_geography_supplement.records[].effect_on_observed_audience",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit statement of whether this later review changes measured account arrays/ranks; here it does not."
        },
        {
          "path": "$.current_geography_supplement.records[].eligibility",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.current_geography_supplement.records[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.current_geography_supplement.records[].geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.current_geography_supplement.records[].limitation",
          "observed_types": [
            "string"
          ],
          "meaning": "Material constraints on interpretation or coverage, which remain attached to reused results."
        },
        {
          "path": "$.current_geography_supplement.records[].review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.current_geography_supplement.records[].source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.current_geography_supplement.records[].source_event_date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Date of a public source event, distinct from publication, measurement and review dates."
        },
        {
          "path": "$.current_geography_supplement.records[].source_publication_date",
          "observed_types": [
            "null"
          ],
          "meaning": "Publication date established for this source; null means unknown rather than the review date."
        },
        {
          "path": "$.current_geography_supplement.records[].source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.current_geography_supplement.records[].supporting_source_publication_date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Publication date of the secondary source, not the date a subject moved or an audience was measured."
        },
        {
          "path": "$.current_geography_supplement.records[].supporting_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.current_geography_supplement.scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Population/claim boundary for the parent object; read before combining or extrapolating records."
        },
        {
          "path": "$.dataset",
          "observed_types": [
            "object"
          ],
          "meaning": "Dataset title or descriptor in this source; not an entity identifier. Object-shaped dataset metadata is documented through its child fields."
        },
        {
          "path": "$.dataset.candidate_creators_researched",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of researched creator candidates; not every creator in Minnesota."
        },
        {
          "path": "$.dataset.date_published",
          "observed_types": [
            "string"
          ],
          "meaning": "Publication date established for this source; null means unknown rather than the review date."
        },
        {
          "path": "$.dataset.geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.dataset.geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.dataset.important_limit",
          "observed_types": [
            "string"
          ],
          "meaning": "Material limit on the parent compilation’s coverage or claims; retain with reused results."
        },
        {
          "path": "$.dataset.measurement",
          "observed_types": [
            "string"
          ],
          "meaning": "Description of the metric and accounts admitted; preserve units, dates and limitations."
        },
        {
          "path": "$.dataset.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.dataset.original_research_summary",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.dataset.original_research_summary.current_minnesota_creators_identified",
          "observed_types": [
            "number"
          ],
          "meaning": "Count recorded in the original research summary, not necessarily the final current ranked population."
        },
        {
          "path": "$.dataset.partially_verified_records",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of partial research records, excluded from ordinal ranking rather than zero."
        },
        {
          "path": "$.dataset.publisher_disclosure",
          "observed_types": [
            "string"
          ],
          "meaning": "Ownership/conflict disclosure: Josh publishes the research and is included under its stated rules."
        },
        {
          "path": "$.dataset.ranked_records",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of records in the ranked array, not all researched candidates."
        },
        {
          "path": "$.dataset.snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.dataset.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.excluded_research_records",
          "observed_types": [
            "array"
          ],
          "meaning": "Research notes excluded under the stated eligibility or evidence rules; not ranked data."
        },
        {
          "path": "$.excluded_research_records[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Research notes excluded under the stated eligibility or evidence rules; not ranked data."
        },
        {
          "path": "$.excluded_research_records[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.excluded_research_records[].reason",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific reason for exclusion, secondary-account treatment or another stated parent decision."
        },
        {
          "path": "$.geography_review",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.geography_review.audience_snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.geography_review.audience_values_refreshed",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Boolean indicating whether audience counters were remeasured during the geography review. False preserves original observations."
        },
        {
          "path": "$.geography_review.note",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific explanation. Null means no extra annotation recorded, not zero or independent verification."
        },
        {
          "path": "$.geography_review.review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.methodology",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.methodology.channel_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing channel rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.geography_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published geographic qualification rule for this source."
        },
        {
          "path": "$.methodology.group_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing group rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.rank_metric",
          "observed_types": [
            "string"
          ],
          "meaning": "Metric used for this source’s numerical ordering, distinct from fame, engagement or unique reach."
        },
        {
          "path": "$.methodology.rounding_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing rounding rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.unresolved_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing unresolved rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere",
          "observed_types": [
            "array"
          ],
          "meaning": "Origin-linked records outside the current-base cohort in this historical source; read the recorded evidence and later review separately."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Origin-linked records outside the current-base cohort in this historical source; read the recorded evidence and later review separately."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].current_base",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-recorded general creator base, bounded by that record’s date and evidence; not a current private address."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].minnesota_connection",
          "observed_types": [
            "string"
          ],
          "meaning": "Attributed Minnesota relationship statement, whose type/time/source must be retained."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].youtube_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Source note about this record’s YouTube information and eligibility; preserve the dated context."
        },
        {
          "path": "$.partially_verified_creators",
          "observed_types": [
            "array"
          ],
          "meaning": "Research records with unresolved qualifying information; excluded from ordinal comparison rather than treated as zero."
        },
        {
          "path": "$.partially_verified_creators[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Research records with unresolved qualifying information; excluded from ordinal comparison rather than treated as zero."
        },
        {
          "path": "$.partially_verified_creators[].current_geography_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.partially_verified_creators[].display",
          "observed_types": [
            "string"
          ],
          "meaning": "Original human-readable platform count label; rounded/abbreviated text is not an exact integer."
        },
        {
          "path": "$.partially_verified_creators[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.partially_verified_creators[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.partially_verified_creators[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.partially_verified_creators[].geography_review_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Unresolved weakness or age limitation in the existing geography evidence; no fresh verification implied."
        },
        {
          "path": "$.partially_verified_creators[].known_verified_channels",
          "observed_types": [
            "string"
          ],
          "meaning": "Number of channels verified in a partial record; not necessarily the complete controlled channel set."
        },
        {
          "path": "$.partially_verified_creators[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.partially_verified_creators[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.partially_verified_creators[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.partially_verified_creators[].unresolved",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific outstanding verification in a partial record; do not replace with zero or a confident exclusion."
        },
        {
          "path": "$.partially_verified_creators[].verified_subscriber_minimum",
          "observed_types": [
            "null",
            "number"
          ],
          "meaning": "Verified lower bound from known qualifying channels; not the unresolved full channel set or a rankable exact total."
        },
        {
          "path": "$.ranked_creators",
          "observed_types": [
            "array"
          ],
          "meaning": "Sufficiently verified creator records in this edition’s numerical comparison, not every Minnesota creator."
        },
        {
          "path": "$.ranked_creators[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Sufficiently verified creator records in this edition’s numerical comparison, not every Minnesota creator."
        },
        {
          "path": "$.ranked_creators[].account_notes",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific account-control, count or approximation notes; retain alongside reused figures."
        },
        {
          "path": "$.ranked_creators[].category",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial subject grouping; not a merit rating, award or fame rank."
        },
        {
          "path": "$.ranked_creators[].channel_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of qualifying channels included in this record, not subscribers or unique people."
        },
        {
          "path": "$.ranked_creators[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.ranked_creators[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.ranked_creators[].geography_source_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific evidence qualification, attribution and limits; retain when reusing the geography claim."
        },
        {
          "path": "$.ranked_creators[].known_for",
          "observed_types": [
            "string"
          ],
          "meaning": "Concise public work description in this record; not an invented occupation or independent endorsement."
        },
        {
          "path": "$.ranked_creators[].minnesota_location_general",
          "observed_types": [
            "string"
          ],
          "meaning": "Public general location supported by the cited relationship, not a private address."
        },
        {
          "path": "$.ranked_creators[].minnesota_qualification_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Source category supporting the geographic claim; first-party, institutional and independent reporting have different evidentiary scope."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Source publication date when established; null means unknown. It is not the compiler review date."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Source supporting the Minnesota qualification; does not automatically support the follower count."
        },
        {
          "path": "$.ranked_creators[].minnesota_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Source cohort status for Minnesota eligibility at the stated review; a later geography supplement is separate."
        },
        {
          "path": "$.ranked_creators[].minnesota_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the Minnesota evidence was reviewed, not a source publication date."
        },
        {
          "path": "$.ranked_creators[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.ranked_creators[].official_website",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Verified official website in this record; null means none recorded, not that none exists."
        },
        {
          "path": "$.ranked_creators[].primary_channel",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.ranked_creators[].primary_channel.approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "True when the source count is rounded; false only for the reproducible exact public count recorded."
        },
        {
          "path": "$.ranked_creators[].primary_channel.channel_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Platform channel identifier; distinct from the person/group identity."
        },
        {
          "path": "$.ranked_creators[].primary_channel.display",
          "observed_types": [
            "string"
          ],
          "meaning": "Original human-readable platform count label; rounded/abbreviated text is not an exact integer."
        },
        {
          "path": "$.ranked_creators[].primary_channel.handle",
          "observed_types": [
            "string"
          ],
          "meaning": "Public account handle as recorded; not a creator identity key or proof of ownership by itself."
        },
        {
          "path": "$.ranked_creators[].primary_channel.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.ranked_creators[].primary_channel.ownership_evidence_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Kind of evidence supporting creator control of this account, separate from count or geography evidence."
        },
        {
          "path": "$.ranked_creators[].primary_channel.subscribers",
          "observed_types": [
            "number"
          ],
          "meaning": "Numerical channel subscriptions at the recorded observation, not views or unique people. Preserve approximate flag and channel-control scope."
        },
        {
          "path": "$.ranked_creators[].primary_channel.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels",
          "observed_types": [
            "array"
          ],
          "meaning": "Creator-controlled channels admitted to the subscriber total under the stated control/ownership rules."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Creator-controlled channels admitted to the subscriber total under the stated control/ownership rules."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[].approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "True when the source count is rounded; false only for the reproducible exact public count recorded."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[].channel_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Platform channel identifier; distinct from the person/group identity."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[].display",
          "observed_types": [
            "string"
          ],
          "meaning": "Original human-readable platform count label; rounded/abbreviated text is not an exact integer."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[].handle",
          "observed_types": [
            "string"
          ],
          "meaning": "Public account handle as recorded; not a creator identity key or proof of ownership by itself."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[].ownership_evidence_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Kind of evidence supporting creator control of this account, separate from count or geography evidence."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[].subscribers",
          "observed_types": [
            "number"
          ],
          "meaning": "Numerical channel subscriptions at the recorded observation, not views or unique people. Preserve approximate flag and channel-control scope."
        },
        {
          "path": "$.ranked_creators[].qualifying_channels[].url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.ranked_creators[].rank",
          "observed_types": [
            "number"
          ],
          "meaning": "Position only within this verified platform cohort and observation; not a statewide fame or market-share position."
        },
        {
          "path": "$.ranked_creators[].slug_or_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Creator/group identifier used by this platform dataset; preserve source spelling and group ownership."
        },
        {
          "path": "$.ranked_creators[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.ranked_creators[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.ranked_creators[].youtube_total_approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Approximation flag for the named platform count; preserve rather than round again."
        },
        {
          "path": "$.ranked_creators[].youtube_total_display",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted audience display for this platform/record. Preserve rounded labels, account scope and original observation dates; not unique people."
        },
        {
          "path": "$.ranked_creators[].youtube_total_subscribers",
          "observed_types": [
            "number"
          ],
          "meaning": "Channel-account subscriptions as recorded; not unique people."
        },
        {
          "path": "$.ranked_creators[].youtube_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original verification date for the named platform measurement; not the packaging date."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "ranked_creators",
        "identity_keys": [
          "slug_or_id"
        ],
        "edition_date_path": [
          "dataset",
          "snapshot_date"
        ]
      }
    },
    {
      "dataset_id": "tiktok-v1",
      "source_sha256": "982c4b50c65d3b9bb62e222c5bf81c26b736eb0b3a3e22d60dbe47fb9af6171b",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-29/minnesota-tiktok-creators-2026.json",
      "primary_records_path": "ranked_creators",
      "record_definition": "One sufficiently verified creator or group in ranked_creators; other research states are separate arrays.",
      "metric_unit_and_limits": "Displayed followers on one primary TikTok account per creator; not views or unique people.",
      "reuse_contract": {
        "unit_and_population": "Followers on one primary official TikTok account; secondary accounts are not added. The existing edition has 11 ranked and 10 partial records. Neither array is a complete census.",
        "identity": "slug_or_id identifies the existing creator or group in ranked_creators. Channel/account IDs and URLs identify presences, not additional unique people.",
        "measurement": "rank applies only to the sufficiently verified ranked_creators array. qualifying account/channel arrays define what was counted. Preserve count approximation flags, source units and account-control limits.",
        "time": "The original audience snapshot and individual *_verified_date fields govern count reuse. A source publication date, October geography supplement and eventual website release date are separate.",
        "missing_values": "Partially verified, excluded or elsewhere records are separate research states. A known minimum is a floor, not a complete total; null/unresolved is not zero. A verified absence of an eligible account may be zero only where explicitly documented.",
        "sources_and_geography": "Audience URLs support counts/account control; Minnesota source URLs support geography. The current_geography_supplement is a later review and does not modify the historical audience cohort, ranks or measurements. Non-exclusive bases are explicit; a new comparable edition is required before reranking."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.current_geography_supplement",
          "observed_types": [
            "object"
          ],
          "meaning": "Later current-base review kept separate from the historical audience arrays. It cannot retroactively establish location on an audience-observation date."
        },
        {
          "path": "$.current_geography_supplement.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.current_geography_supplement.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.current_geography_supplement.records[].effect_on_observed_audience",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit statement of whether this later review changes measured account arrays/ranks; here it does not."
        },
        {
          "path": "$.current_geography_supplement.records[].eligibility",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.current_geography_supplement.records[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.current_geography_supplement.records[].geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.current_geography_supplement.records[].limitation",
          "observed_types": [
            "string"
          ],
          "meaning": "Material constraints on interpretation or coverage, which remain attached to reused results."
        },
        {
          "path": "$.current_geography_supplement.records[].review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.current_geography_supplement.records[].source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.current_geography_supplement.records[].source_event_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a public source event, distinct from publication, measurement and review dates."
        },
        {
          "path": "$.current_geography_supplement.records[].source_publication_date",
          "observed_types": [
            "null"
          ],
          "meaning": "Publication date established for this source; null means unknown rather than the review date."
        },
        {
          "path": "$.current_geography_supplement.records[].source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.current_geography_supplement.records[].supporting_source_publication_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Publication date of the secondary source, not the date a subject moved or an audience was measured."
        },
        {
          "path": "$.current_geography_supplement.records[].supporting_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.current_geography_supplement.scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Population/claim boundary for the parent object; read before combining or extrapolating records."
        },
        {
          "path": "$.dataset",
          "observed_types": [
            "object"
          ],
          "meaning": "Dataset title or descriptor in this source; not an entity identifier. Object-shaped dataset metadata is documented through its child fields."
        },
        {
          "path": "$.dataset.candidate_creators_researched",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of researched creator candidates; not every creator in Minnesota."
        },
        {
          "path": "$.dataset.date_published",
          "observed_types": [
            "string"
          ],
          "meaning": "Publication date established for this source; null means unknown rather than the review date."
        },
        {
          "path": "$.dataset.geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.dataset.geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.dataset.important_limit",
          "observed_types": [
            "string"
          ],
          "meaning": "Material limit on the parent compilation’s coverage or claims; retain with reused results."
        },
        {
          "path": "$.dataset.measurement",
          "observed_types": [
            "string"
          ],
          "meaning": "Description of the metric and accounts admitted; preserve units, dates and limitations."
        },
        {
          "path": "$.dataset.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.dataset.original_research_summary",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.dataset.original_research_summary.current_minnesota_creators_identified",
          "observed_types": [
            "number"
          ],
          "meaning": "Count recorded in the original research summary, not necessarily the final current ranked population."
        },
        {
          "path": "$.dataset.partially_verified_records",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of partial research records, excluded from ordinal ranking rather than zero."
        },
        {
          "path": "$.dataset.publisher_disclosure",
          "observed_types": [
            "string"
          ],
          "meaning": "Ownership/conflict disclosure: Josh publishes the research and is included under its stated rules."
        },
        {
          "path": "$.dataset.ranked_records",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of records in the ranked array, not all researched candidates."
        },
        {
          "path": "$.dataset.snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.dataset.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.excluded_research_records",
          "observed_types": [
            "array"
          ],
          "meaning": "Research notes excluded under the stated eligibility or evidence rules; not ranked data."
        },
        {
          "path": "$.excluded_research_records[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Research notes excluded under the stated eligibility or evidence rules; not ranked data."
        },
        {
          "path": "$.excluded_research_records[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.excluded_research_records[].reason",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific reason for exclusion, secondary-account treatment or another stated parent decision."
        },
        {
          "path": "$.geography_review",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.geography_review.audience_snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.geography_review.audience_values_refreshed",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Boolean indicating whether audience counters were remeasured during the geography review. False preserves original observations."
        },
        {
          "path": "$.geography_review.note",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific explanation. Null means no extra annotation recorded, not zero or independent verification."
        },
        {
          "path": "$.geography_review.review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.methodology",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.methodology.account_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing account rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.decision_reason",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing decision reason. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.geography_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published geographic qualification rule for this source."
        },
        {
          "path": "$.methodology.group_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing group rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.methodology_decision",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing methodology decision. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.rank_metric",
          "observed_types": [
            "string"
          ],
          "meaning": "Metric used for this source’s numerical ordering, distinct from fame, engagement or unique reach."
        },
        {
          "path": "$.methodology.rounding_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing rounding rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.secondary_account_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing secondary account rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.unresolved_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing unresolved rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere",
          "observed_types": [
            "array"
          ],
          "meaning": "Origin-linked records outside the current-base cohort in this historical source; read the recorded evidence and later review separately."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Origin-linked records outside the current-base cohort in this historical source; read the recorded evidence and later review separately."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].current_base",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-recorded general creator base, bounded by that record’s date and evidence; not a current private address."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].minnesota_connection",
          "observed_types": [
            "string"
          ],
          "meaning": "Attributed Minnesota relationship statement, whose type/time/source must be retained."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].primary_account",
          "observed_types": [
            "string"
          ],
          "meaning": "Primary public platform presence as recorded. This may be a string in elsewhere records or an object with child measurements; account existence alone does not establish a complete rank."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].tiktok_display",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted audience display for this platform/record. Preserve rounded labels, account scope and original observation dates; not unique people."
        },
        {
          "path": "$.partially_verified_creators",
          "observed_types": [
            "array"
          ],
          "meaning": "Research records with unresolved qualifying information; excluded from ordinal comparison rather than treated as zero."
        },
        {
          "path": "$.partially_verified_creators[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Research records with unresolved qualifying information; excluded from ordinal comparison rather than treated as zero."
        },
        {
          "path": "$.partially_verified_creators[].current_geography_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.partially_verified_creators[].display",
          "observed_types": [
            "string"
          ],
          "meaning": "Original human-readable platform count label; rounded/abbreviated text is not an exact integer."
        },
        {
          "path": "$.partially_verified_creators[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.partially_verified_creators[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.partially_verified_creators[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.partially_verified_creators[].geography_review_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Unresolved weakness or age limitation in the existing geography evidence; no fresh verification implied."
        },
        {
          "path": "$.partially_verified_creators[].known_verified_accounts",
          "observed_types": [
            "string"
          ],
          "meaning": "Number of accounts verified in a partial record; not necessarily the complete qualifying account set."
        },
        {
          "path": "$.partially_verified_creators[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.partially_verified_creators[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.partially_verified_creators[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.partially_verified_creators[].unresolved",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific outstanding verification in a partial record; do not replace with zero or a confident exclusion."
        },
        {
          "path": "$.partially_verified_creators[].verified_follower_minimum",
          "observed_types": [
            "null",
            "number"
          ],
          "meaning": "Verified lower bound from known qualifying accounts; not the unresolved full audience or unique people."
        },
        {
          "path": "$.ranked_creators",
          "observed_types": [
            "array"
          ],
          "meaning": "Sufficiently verified creator records in this edition’s numerical comparison, not every Minnesota creator."
        },
        {
          "path": "$.ranked_creators[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Sufficiently verified creator records in this edition’s numerical comparison, not every Minnesota creator."
        },
        {
          "path": "$.ranked_creators[].account_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of qualifying accounts included in this record, not followers or unique people."
        },
        {
          "path": "$.ranked_creators[].account_notes",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific account-control, count or approximation notes; retain alongside reused figures."
        },
        {
          "path": "$.ranked_creators[].category",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial subject grouping; not a merit rating, award or fame rank."
        },
        {
          "path": "$.ranked_creators[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.ranked_creators[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.ranked_creators[].geography_source_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific evidence qualification, attribution and limits; retain when reusing the geography claim."
        },
        {
          "path": "$.ranked_creators[].known_for",
          "observed_types": [
            "string"
          ],
          "meaning": "Concise public work description in this record; not an invented occupation or independent endorsement."
        },
        {
          "path": "$.ranked_creators[].minnesota_location_general",
          "observed_types": [
            "string"
          ],
          "meaning": "Public general location supported by the cited relationship, not a private address."
        },
        {
          "path": "$.ranked_creators[].minnesota_qualification_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Source category supporting the geographic claim; first-party, institutional and independent reporting have different evidentiary scope."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Source publication date when established; null means unknown. It is not the compiler review date."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Source supporting the Minnesota qualification; does not automatically support the follower count."
        },
        {
          "path": "$.ranked_creators[].minnesota_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Source cohort status for Minnesota eligibility at the stated review; a later geography supplement is separate."
        },
        {
          "path": "$.ranked_creators[].minnesota_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the Minnesota evidence was reviewed, not a source publication date."
        },
        {
          "path": "$.ranked_creators[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.ranked_creators[].official_website",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Verified official website in this record; null means none recorded, not that none exists."
        },
        {
          "path": "$.ranked_creators[].primary_account",
          "observed_types": [
            "object"
          ],
          "meaning": "Primary public platform presence as recorded. This may be a string in elsewhere records or an object with child measurements; account existence alone does not establish a complete rank."
        },
        {
          "path": "$.ranked_creators[].primary_account.approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "True when the source count is rounded; false only for the reproducible exact public count recorded."
        },
        {
          "path": "$.ranked_creators[].primary_account.display",
          "observed_types": [
            "string"
          ],
          "meaning": "Original human-readable platform count label; rounded/abbreviated text is not an exact integer."
        },
        {
          "path": "$.ranked_creators[].primary_account.followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Numerical followers on this account/presence at the recorded observation, not views or unique people. Preserve approximate flag and observation date."
        },
        {
          "path": "$.ranked_creators[].primary_account.handle",
          "observed_types": [
            "string"
          ],
          "meaning": "Public account handle as recorded; not a creator identity key or proof of ownership by itself."
        },
        {
          "path": "$.ranked_creators[].primary_account.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.ranked_creators[].qualifying_accounts",
          "observed_types": [
            "array"
          ],
          "meaning": "Accounts admitted under the platform-specific primary-account and control rules."
        },
        {
          "path": "$.ranked_creators[].qualifying_accounts[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Accounts admitted under the platform-specific primary-account and control rules."
        },
        {
          "path": "$.ranked_creators[].qualifying_accounts[].approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "True when the source count is rounded; false only for the reproducible exact public count recorded."
        },
        {
          "path": "$.ranked_creators[].qualifying_accounts[].display",
          "observed_types": [
            "string"
          ],
          "meaning": "Original human-readable platform count label; rounded/abbreviated text is not an exact integer."
        },
        {
          "path": "$.ranked_creators[].qualifying_accounts[].followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Numerical followers on this account/presence at the recorded observation, not views or unique people. Preserve approximate flag and observation date."
        },
        {
          "path": "$.ranked_creators[].qualifying_accounts[].handle",
          "observed_types": [
            "string"
          ],
          "meaning": "Public account handle as recorded; not a creator identity key or proof of ownership by itself."
        },
        {
          "path": "$.ranked_creators[].qualifying_accounts[].ownership_evidence_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Kind of evidence supporting creator control of this account, separate from count or geography evidence."
        },
        {
          "path": "$.ranked_creators[].qualifying_accounts[].url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.ranked_creators[].rank",
          "observed_types": [
            "number"
          ],
          "meaning": "Position only within this verified platform cohort and observation; not a statewide fame or market-share position."
        },
        {
          "path": "$.ranked_creators[].slug_or_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Creator/group identifier used by this platform dataset; preserve source spelling and group ownership."
        },
        {
          "path": "$.ranked_creators[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.ranked_creators[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.ranked_creators[].tiktok_total_approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Approximation flag for the named platform count; preserve rather than round again."
        },
        {
          "path": "$.ranked_creators[].tiktok_total_display",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted audience display for this platform/record. Preserve rounded labels, account scope and original observation dates; not unique people."
        },
        {
          "path": "$.ranked_creators[].tiktok_total_followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Platform-account followers as recorded; not unique people or fundraising outcomes."
        },
        {
          "path": "$.ranked_creators[].tiktok_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original verification date for the named platform measurement; not the packaging date."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "ranked_creators",
        "identity_keys": [
          "slug_or_id"
        ],
        "edition_date_path": [
          "dataset",
          "snapshot_date"
        ]
      }
    },
    {
      "dataset_id": "instagram-v1",
      "source_sha256": "cf369fc282c875db0503501a49a65d0b90052d2970df1a7dcc0224828311c0b6",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-29/minnesota-instagram-creators-2026.json",
      "primary_records_path": "ranked_creators",
      "record_definition": "One sufficiently verified creator or group in ranked_creators; other research states are separate arrays.",
      "metric_unit_and_limits": "Displayed followers on one primary Instagram account per creator; not reach or unique people.",
      "reuse_contract": {
        "unit_and_population": "Followers on one primary official Instagram account; secondary accounts are not added. The existing edition has 12 ranked and 8 partial records. Neither array is a complete census.",
        "identity": "slug_or_id identifies the existing creator or group in ranked_creators. Channel/account IDs and URLs identify presences, not additional unique people.",
        "measurement": "rank applies only to the sufficiently verified ranked_creators array. qualifying account/channel arrays define what was counted. Preserve count approximation flags, source units and account-control limits.",
        "time": "The original audience snapshot and individual *_verified_date fields govern count reuse. A source publication date, October geography supplement and eventual website release date are separate.",
        "missing_values": "Partially verified, excluded or elsewhere records are separate research states. A known minimum is a floor, not a complete total; null/unresolved is not zero. A verified absence of an eligible account may be zero only where explicitly documented.",
        "sources_and_geography": "Audience URLs support counts/account control; Minnesota source URLs support geography. The current_geography_supplement is a later review and does not modify the historical audience cohort, ranks or measurements. Non-exclusive bases are explicit; a new comparable edition is required before reranking."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.current_geography_supplement",
          "observed_types": [
            "object"
          ],
          "meaning": "Later current-base review kept separate from the historical audience arrays. It cannot retroactively establish location on an audience-observation date."
        },
        {
          "path": "$.current_geography_supplement.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.current_geography_supplement.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.current_geography_supplement.records[].effect_on_observed_audience",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit statement of whether this later review changes measured account arrays/ranks; here it does not."
        },
        {
          "path": "$.current_geography_supplement.records[].eligibility",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.current_geography_supplement.records[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.current_geography_supplement.records[].geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.current_geography_supplement.records[].limitation",
          "observed_types": [
            "string"
          ],
          "meaning": "Material constraints on interpretation or coverage, which remain attached to reused results."
        },
        {
          "path": "$.current_geography_supplement.records[].review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.current_geography_supplement.records[].source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.current_geography_supplement.records[].source_event_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a public source event, distinct from publication, measurement and review dates."
        },
        {
          "path": "$.current_geography_supplement.records[].source_publication_date",
          "observed_types": [
            "null"
          ],
          "meaning": "Publication date established for this source; null means unknown rather than the review date."
        },
        {
          "path": "$.current_geography_supplement.records[].source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.current_geography_supplement.records[].supporting_source_publication_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Publication date of the secondary source, not the date a subject moved or an audience was measured."
        },
        {
          "path": "$.current_geography_supplement.records[].supporting_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.current_geography_supplement.scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Population/claim boundary for the parent object; read before combining or extrapolating records."
        },
        {
          "path": "$.dataset",
          "observed_types": [
            "object"
          ],
          "meaning": "Dataset title or descriptor in this source; not an entity identifier. Object-shaped dataset metadata is documented through its child fields."
        },
        {
          "path": "$.dataset.candidate_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of researched candidates, not a census or denominator for all creators."
        },
        {
          "path": "$.dataset.excluded_research_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Count excluded from this source comparison under its evidence/eligibility rules."
        },
        {
          "path": "$.dataset.geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.dataset.last_updated",
          "observed_types": [
            "string"
          ],
          "meaning": "Material source-record update date as stored; not automatically the packaging or release date."
        },
        {
          "path": "$.dataset.limitations",
          "observed_types": [
            "array"
          ],
          "meaning": "Material constraints on interpretation or coverage, which remain attached to reused results."
        },
        {
          "path": "$.dataset.limitations[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Material constraints on interpretation or coverage, which remain attached to reused results."
        },
        {
          "path": "$.dataset.minnesota_linked_elsewhere_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of researched Minnesota-linked entities outside the current-base cohort."
        },
        {
          "path": "$.dataset.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.dataset.original_research_summary",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.dataset.original_research_summary.currently_minnesota_based_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Count recorded in the original research summary; compare with the actual final arrays and edition."
        },
        {
          "path": "$.dataset.partially_verified_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of partial research records, excluded from ordinal ranking rather than zero."
        },
        {
          "path": "$.dataset.public_claim",
          "observed_types": [
            "string"
          ],
          "meaning": "Bounded public conclusion supported by this source’s stated metric, population and observation date."
        },
        {
          "path": "$.dataset.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.dataset.ranked_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of records in the ranked array, not all researched candidates."
        },
        {
          "path": "$.dataset.route",
          "observed_types": [
            "string"
          ],
          "meaning": "Existing canonical website path for this source owner; not a new identity or a data-file URL."
        },
        {
          "path": "$.dataset.snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.excluded_research_records",
          "observed_types": [
            "array"
          ],
          "meaning": "Research notes excluded under the stated eligibility or evidence rules; not ranked data."
        },
        {
          "path": "$.excluded_research_records[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Research notes excluded under the stated eligibility or evidence rules; not ranked data."
        },
        {
          "path": "$.excluded_research_records[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.excluded_research_records[].reason",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific reason for exclusion, secondary-account treatment or another stated parent decision."
        },
        {
          "path": "$.excluded_research_records[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.excluded_research_records[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.geography_review",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.geography_review.audience_snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.geography_review.audience_values_refreshed",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Boolean indicating whether audience counters were remeasured during the geography review. False preserves original observations."
        },
        {
          "path": "$.geography_review.note",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific explanation. Null means no extra annotation recorded, not zero or independent verification."
        },
        {
          "path": "$.geography_review.review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.methodology",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.methodology.account_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing account rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.decision_reason",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing decision reason. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.geography_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published geographic qualification rule for this source."
        },
        {
          "path": "$.methodology.group_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing group rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.methodology_decision",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing methodology decision. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.option_a",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing option a. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.option_b",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing option b. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.rank_metric",
          "observed_types": [
            "string"
          ],
          "meaning": "Metric used for this source’s numerical ordering, distinct from fame, engagement or unique reach."
        },
        {
          "path": "$.methodology.rounding_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing rounding rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.secondary_account_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing secondary account rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.shared_account_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing shared account rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.unresolved_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing unresolved rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere",
          "observed_types": [
            "array"
          ],
          "meaning": "Origin-linked records outside the current-base cohort in this historical source; read the recorded evidence and later review separately."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Origin-linked records outside the current-base cohort in this historical source; read the recorded evidence and later review separately."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].current_base",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-recorded general creator base, bounded by that record’s date and evidence; not a current private address."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].instagram_account",
          "observed_types": [
            "string"
          ],
          "meaning": "Recorded public Instagram presence in the parent research record; eligibility and observation limits remain separate."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].instagram_followers_display",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted audience display for this platform/record. Preserve rounded labels, account scope and original observation dates; not unique people."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].minnesota_connection",
          "observed_types": [
            "string"
          ],
          "meaning": "Attributed Minnesota relationship statement, whose type/time/source must be retained."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].reason_not_ranked",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit unresolved/eligibility reason the record is outside the ranked cohort."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.minnesota_natives_now_elsewhere[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.partially_verified_creators",
          "observed_types": [
            "array"
          ],
          "meaning": "Research records with unresolved qualifying information; excluded from ordinal comparison rather than treated as zero."
        },
        {
          "path": "$.partially_verified_creators[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Research records with unresolved qualifying information; excluded from ordinal comparison rather than treated as zero."
        },
        {
          "path": "$.partially_verified_creators[].account_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public account URL for the stated record; not by itself ownership, geography or numerical-count verification."
        },
        {
          "path": "$.partially_verified_creators[].current_geography_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.partially_verified_creators[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.partially_verified_creators[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.partially_verified_creators[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.partially_verified_creators[].geography_review_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Unresolved weakness or age limitation in the existing geography evidence; no fresh verification implied."
        },
        {
          "path": "$.partially_verified_creators[].known_account",
          "observed_types": [
            "string"
          ],
          "meaning": "Known public account in a partial record; unresolved information prevents full comparison."
        },
        {
          "path": "$.partially_verified_creators[].known_follower_figure",
          "observed_types": [
            "string"
          ],
          "meaning": "Recorded known follower figure in the partial research record; inspect its text/date/source limits before numerical use."
        },
        {
          "path": "$.partially_verified_creators[].minnesota_connection",
          "observed_types": [
            "string"
          ],
          "meaning": "Attributed Minnesota relationship statement, whose type/time/source must be retained."
        },
        {
          "path": "$.partially_verified_creators[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.partially_verified_creators[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.partially_verified_creators[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.partially_verified_creators[].what_remains_unresolved",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific outstanding verification in a partial record; do not infer a complete total/rank."
        },
        {
          "path": "$.ranked_creators",
          "observed_types": [
            "array"
          ],
          "meaning": "Sufficiently verified creator records in this edition’s numerical comparison, not every Minnesota creator."
        },
        {
          "path": "$.ranked_creators[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Sufficiently verified creator records in this edition’s numerical comparison, not every Minnesota creator."
        },
        {
          "path": "$.ranked_creators[].account_notes",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific account-control, count or approximation notes; retain alongside reused figures."
        },
        {
          "path": "$.ranked_creators[].category",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial subject grouping; not a merit rating, award or fame rank."
        },
        {
          "path": "$.ranked_creators[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.ranked_creators[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.ranked_creators[].instagram_approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Approximation flag for the named platform count; preserve rather than round again."
        },
        {
          "path": "$.ranked_creators[].instagram_display",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-formatted audience display for this platform/record. Preserve rounded labels, account scope and original observation dates; not unique people."
        },
        {
          "path": "$.ranked_creators[].instagram_followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Platform-account followers as recorded; not unique people or fundraising outcomes."
        },
        {
          "path": "$.ranked_creators[].instagram_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original verification date for the named platform measurement; not the packaging date."
        },
        {
          "path": "$.ranked_creators[].known_for",
          "observed_types": [
            "string"
          ],
          "meaning": "Concise public work description in this record; not an invented occupation or independent endorsement."
        },
        {
          "path": "$.ranked_creators[].minnesota_location_general",
          "observed_types": [
            "string"
          ],
          "meaning": "Public general location supported by the cited relationship, not a private address."
        },
        {
          "path": "$.ranked_creators[].minnesota_qualification_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Source category supporting the geographic claim; first-party, institutional and independent reporting have different evidentiary scope."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Source publication date when established; null means unknown. It is not the compiler review date."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Source supporting the Minnesota qualification; does not automatically support the follower count."
        },
        {
          "path": "$.ranked_creators[].minnesota_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Source cohort status for Minnesota eligibility at the stated review; a later geography supplement is separate."
        },
        {
          "path": "$.ranked_creators[].minnesota_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the Minnesota evidence was reviewed, not a source publication date."
        },
        {
          "path": "$.ranked_creators[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.ranked_creators[].official_website",
          "observed_types": [
            "string"
          ],
          "meaning": "Verified official website in this record; null means none recorded, not that none exists."
        },
        {
          "path": "$.ranked_creators[].primary_account",
          "observed_types": [
            "object"
          ],
          "meaning": "Primary public platform presence as recorded. This may be a string in elsewhere records or an object with child measurements; account existence alone does not establish a complete rank."
        },
        {
          "path": "$.ranked_creators[].primary_account.approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "True when the source count is rounded; false only for the reproducible exact public count recorded."
        },
        {
          "path": "$.ranked_creators[].primary_account.display",
          "observed_types": [
            "string"
          ],
          "meaning": "Original human-readable platform count label; rounded/abbreviated text is not an exact integer."
        },
        {
          "path": "$.ranked_creators[].primary_account.followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Numerical followers on this account/presence at the recorded observation, not views or unique people. Preserve approximate flag and observation date."
        },
        {
          "path": "$.ranked_creators[].primary_account.handle",
          "observed_types": [
            "string"
          ],
          "meaning": "Public account handle as recorded; not a creator identity key or proof of ownership by itself."
        },
        {
          "path": "$.ranked_creators[].primary_account.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.ranked_creators[].rank",
          "observed_types": [
            "number"
          ],
          "meaning": "Position only within this verified platform cohort and observation; not a statewide fame or market-share position."
        },
        {
          "path": "$.ranked_creators[].secondary_accounts_reviewed",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.ranked_creators[].slug_or_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Creator/group identifier used by this platform dataset; preserve source spelling and group ownership."
        },
        {
          "path": "$.ranked_creators[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.ranked_creators[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "ranked_creators",
        "identity_keys": [
          "slug_or_id"
        ],
        "edition_date_path": [
          "dataset",
          "snapshot_date"
        ]
      }
    },
    {
      "dataset_id": "facebook-v1",
      "source_sha256": "6055b7b6a45f8086ae31d4154e3dd93f0c1f06bf2b6fea0e4b138f2f1a5ea7f3",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-29/minnesota-facebook-creators-2026.json",
      "primary_records_path": "ranked_creators",
      "record_definition": "One sufficiently verified creator or group in ranked_creators; other research states are separate arrays.",
      "metric_unit_and_limits": "Public followers on one primary Facebook presence; exclude likes, friends, group membership, views and reach.",
      "reuse_contract": {
        "unit_and_population": "Followers on one primary creator Facebook presence; not likes, friends, group members, views or reach. The existing edition has 17 ranked and 10 partial records. Neither array is a complete census.",
        "identity": "slug_or_id identifies the existing creator or group in ranked_creators. Channel/account IDs and URLs identify presences, not additional unique people.",
        "measurement": "rank applies only to the sufficiently verified ranked_creators array. qualifying account/channel arrays define what was counted. Preserve count approximation flags, source units and account-control limits.",
        "time": "The original audience snapshot and individual *_verified_date fields govern count reuse. A source publication date, October geography supplement and eventual website release date are separate.",
        "missing_values": "Partially verified, excluded or elsewhere records are separate research states. A known minimum is a floor, not a complete total; null/unresolved is not zero. A verified absence of an eligible account may be zero only where explicitly documented.",
        "sources_and_geography": "Audience URLs support counts/account control; Minnesota source URLs support geography. The current_geography_supplement is a later review and does not modify the historical audience cohort, ranks or measurements. Non-exclusive bases are explicit; a new comparable edition is required before reranking."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.current_geography_supplement",
          "observed_types": [
            "object"
          ],
          "meaning": "Later current-base review kept separate from the historical audience arrays. It cannot retroactively establish location on an audience-observation date."
        },
        {
          "path": "$.current_geography_supplement.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.current_geography_supplement.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.current_geography_supplement.records[].effect_on_observed_audience",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit statement of whether this later review changes measured account arrays/ranks; here it does not."
        },
        {
          "path": "$.current_geography_supplement.records[].eligibility",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.current_geography_supplement.records[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.current_geography_supplement.records[].geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.current_geography_supplement.records[].limitation",
          "observed_types": [
            "string"
          ],
          "meaning": "Material constraints on interpretation or coverage, which remain attached to reused results."
        },
        {
          "path": "$.current_geography_supplement.records[].review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.current_geography_supplement.records[].source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Provenance category; organizer, participant, institutional, first-party and independent sources have different scopes."
        },
        {
          "path": "$.current_geography_supplement.records[].source_event_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a public source event, distinct from publication, measurement and review dates."
        },
        {
          "path": "$.current_geography_supplement.records[].source_publication_date",
          "observed_types": [
            "null"
          ],
          "meaning": "Publication date established for this source; null means unknown rather than the review date."
        },
        {
          "path": "$.current_geography_supplement.records[].source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.current_geography_supplement.records[].supporting_source_publication_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Publication date of the secondary source, not the date a subject moved or an audience was measured."
        },
        {
          "path": "$.current_geography_supplement.records[].supporting_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source URL for the stated claim; not proof of every statement in a record."
        },
        {
          "path": "$.current_geography_supplement.scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Population/claim boundary for the parent object; read before combining or extrapolating records."
        },
        {
          "path": "$.dataset_name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.geography_review",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.geography_review.audience_snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.geography_review.audience_values_refreshed",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Boolean indicating whether audience counters were remeasured during the geography review. False preserves original observations."
        },
        {
          "path": "$.geography_review.note",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific explanation. Null means no extra annotation recorded, not zero or independent verification."
        },
        {
          "path": "$.geography_review.review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of this targeted editorial/source review, not a platform observation or a new event."
        },
        {
          "path": "$.methodology",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.methodology.eligible_presence_types",
          "observed_types": [
            "array"
          ],
          "meaning": "Facebook presence types eligible under this method; not the count of accounts included."
        },
        {
          "path": "$.methodology.eligible_presence_types[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Facebook presence types eligible under this method; not the count of accounts included."
        },
        {
          "path": "$.methodology.excluded_metrics",
          "observed_types": [
            "array"
          ],
          "meaning": "Facebook statistics deliberately excluded from the follower comparison; not additional follower quantities."
        },
        {
          "path": "$.methodology.excluded_metrics[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Facebook statistics deliberately excluded from the follower comparison; not additional follower quantities."
        },
        {
          "path": "$.methodology.geography_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published geographic qualification rule for this source."
        },
        {
          "path": "$.methodology.group_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing group rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.metric",
          "observed_types": [
            "string"
          ],
          "meaning": "Metric definition within the parent method, retaining account/people distinction."
        },
        {
          "path": "$.methodology.ranking_unit",
          "observed_types": [
            "string"
          ],
          "meaning": "Entity/account unit admitted to the ranking; group ownership rules remain explicit."
        },
        {
          "path": "$.methodology.rounding_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing rounding rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.methodology.unresolved_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Published rule or decision text governing unresolved rule. Interpret observations using this parent methodology; this is not a new measured result."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere",
          "observed_types": [
            "array"
          ],
          "meaning": "Minnesota-linked records outside the current-base cohort; not proof of an exact private residence."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Minnesota-linked records outside the current-base cohort; not proof of an exact private residence."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere[].current_base",
          "observed_types": [
            "string"
          ],
          "meaning": "Source-recorded general creator base, bounded by that record’s date and evidence; not a current private address."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere[].facebook_followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Platform-account followers as recorded; not unique people or fundraising outcomes."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere[].facebook_presence",
          "observed_types": [
            "string"
          ],
          "meaning": "Recorded public Facebook presence for the parent research record; not personal access or complete eligibility."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere[].minnesota_connection",
          "observed_types": [
            "string"
          ],
          "meaning": "Attributed Minnesota relationship statement, whose type/time/source must be retained."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere[].ranking_treatment",
          "observed_types": [
            "string"
          ],
          "meaning": "How this source handles the record’s ranking eligibility; not a later geography decision."
        },
        {
          "path": "$.minnesota_linked_now_elsewhere[].verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date evidence was reviewed in this source record; not necessarily source publication or event date."
        },
        {
          "path": "$.partially_verified_creators",
          "observed_types": [
            "array"
          ],
          "meaning": "Research records with unresolved qualifying information; excluded from ordinal comparison rather than treated as zero."
        },
        {
          "path": "$.partially_verified_creators[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Research records with unresolved qualifying information; excluded from ordinal comparison rather than treated as zero."
        },
        {
          "path": "$.partially_verified_creators[].current_geography_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Documented qualification decision within the stated scope, not proof of exclusive residence or a complete audience rank."
        },
        {
          "path": "$.partially_verified_creators[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.partially_verified_creators[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.partially_verified_creators[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.partially_verified_creators[].geography_review_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Unresolved weakness or age limitation in the existing geography evidence; no fresh verification implied."
        },
        {
          "path": "$.partially_verified_creators[].known_facebook_presence",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Known public Facebook presence in a partial record; unresolved count/ownership/geography remains explicit."
        },
        {
          "path": "$.partially_verified_creators[].known_follower_figure",
          "observed_types": [
            "null",
            "number"
          ],
          "meaning": "Recorded known follower figure in the partial research record; inspect its text/date/source limits before numerical use."
        },
        {
          "path": "$.partially_verified_creators[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.partially_verified_creators[].what_remains_unresolved",
          "observed_types": [
            "string"
          ],
          "meaning": "Specific outstanding verification in a partial record; do not infer a complete total/rank."
        },
        {
          "path": "$.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.publisher_disclosure",
          "observed_types": [
            "string"
          ],
          "meaning": "Ownership/conflict disclosure: Josh publishes the research and is included under its stated rules."
        },
        {
          "path": "$.ranked_creators",
          "observed_types": [
            "array"
          ],
          "meaning": "Sufficiently verified creator records in this edition’s numerical comparison, not every Minnesota creator."
        },
        {
          "path": "$.ranked_creators[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Sufficiently verified creator records in this edition’s numerical comparison, not every Minnesota creator."
        },
        {
          "path": "$.ranked_creators[].account_notes",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific account-control, count or approximation notes; retain alongside reused figures."
        },
        {
          "path": "$.ranked_creators[].category",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial subject grouping; not a merit rating, award or fame rank."
        },
        {
          "path": "$.ranked_creators[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.ranked_creators[].facebook_approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Approximation flag for the named platform count; preserve rather than round again."
        },
        {
          "path": "$.ranked_creators[].facebook_followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Platform-account followers as recorded; not unique people or fundraising outcomes."
        },
        {
          "path": "$.ranked_creators[].facebook_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original verification date for the named platform measurement; not the packaging date."
        },
        {
          "path": "$.ranked_creators[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.ranked_creators[].geography_source_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific evidence qualification, attribution and limits; retain when reusing the geography claim."
        },
        {
          "path": "$.ranked_creators[].known_for",
          "observed_types": [
            "string"
          ],
          "meaning": "Concise public work description in this record; not an invented occupation or independent endorsement."
        },
        {
          "path": "$.ranked_creators[].minnesota_location_general",
          "observed_types": [
            "string"
          ],
          "meaning": "Public general location supported by the cited relationship, not a private address."
        },
        {
          "path": "$.ranked_creators[].minnesota_qualification_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Source category supporting the geographic claim; first-party, institutional and independent reporting have different evidentiary scope."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Source publication date when established; null means unknown. It is not the compiler review date."
        },
        {
          "path": "$.ranked_creators[].minnesota_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Source supporting the Minnesota qualification; does not automatically support the follower count."
        },
        {
          "path": "$.ranked_creators[].minnesota_status",
          "observed_types": [
            "string"
          ],
          "meaning": "Source cohort status for Minnesota eligibility at the stated review; a later geography supplement is separate."
        },
        {
          "path": "$.ranked_creators[].minnesota_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the Minnesota evidence was reviewed, not a source publication date."
        },
        {
          "path": "$.ranked_creators[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.ranked_creators[].official_website",
          "observed_types": [
            "string"
          ],
          "meaning": "Verified official website in this record; null means none recorded, not that none exists."
        },
        {
          "path": "$.ranked_creators[].primary_presence",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.ranked_creators[].primary_presence.approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "True when the source count is rounded; false only for the reproducible exact public count recorded."
        },
        {
          "path": "$.ranked_creators[].primary_presence.followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Numerical followers on this account/presence at the recorded observation, not views or unique people. Preserve approximate flag and observation date."
        },
        {
          "path": "$.ranked_creators[].primary_presence.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.ranked_creators[].primary_presence.type",
          "observed_types": [
            "string"
          ],
          "meaning": "Parent-specific presence, identity or relationship type. Read its path; a Facebook page type is not a Person occupation."
        },
        {
          "path": "$.ranked_creators[].primary_presence.url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.ranked_creators[].rank",
          "observed_types": [
            "number"
          ],
          "meaning": "Position only within this verified platform cohort and observation; not a statewide fame or market-share position."
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[].approximate",
          "observed_types": [
            "boolean"
          ],
          "meaning": "True when the source count is rounded; false only for the reproducible exact public count recorded."
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[].followers",
          "observed_types": [
            "number"
          ],
          "meaning": "Numerical followers on this account/presence at the recorded observation, not views or unique people. Preserve approximate flag and observation date."
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[].included_in_ranking",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Whether the parent secondary presence contributes to the published total. False prevents double counting."
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[].name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[].reason",
          "observed_types": [
            "string"
          ],
          "meaning": "Record-specific reason for exclusion, secondary-account treatment or another stated parent decision."
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[].relationship",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit relationship in the parent context, such as account ownership or directory subset; not a new personal affiliation."
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[].type",
          "observed_types": [
            "string"
          ],
          "meaning": "Parent-specific presence, identity or relationship type. Read its path; a Facebook page type is not a Person occupation."
        },
        {
          "path": "$.ranked_creators[].secondary_presences_reviewed[].url",
          "observed_types": [
            "string"
          ],
          "meaning": "Public reference/presence URL within its parent record; its evidentiary role follows that parent context."
        },
        {
          "path": "$.ranked_creators[].slug_or_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Creator/group identifier used by this platform dataset; preserve source spelling and group ownership."
        },
        {
          "path": "$.ranked_creators[].source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.ranked_creators[].source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public references supporting specified claims; check notes to separate audience, identity and geography scope."
        },
        {
          "path": "$.research_summary",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.research_summary.candidates_researched",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of researched candidates under the recorded process; not population coverage."
        },
        {
          "path": "$.research_summary.geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.research_summary.original_research_summary",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.research_summary.original_research_summary.current_minnesota_creator_entities_identified",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of identified entities in the original research summary; not audience or a census."
        },
        {
          "path": "$.research_summary.partially_verified_records",
          "observed_types": [
            "number"
          ],
          "meaning": "Count of partial research records, excluded from ordinal ranking rather than zero."
        },
        {
          "path": "$.research_summary.ranked_records",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of records in the ranked array, not all researched candidates."
        },
        {
          "path": "$.snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "ranked_creators",
        "identity_keys": [
          "slug_or_id"
        ],
        "edition_date_path": [
          "snapshot_date"
        ]
      }
    },
    {
      "dataset_id": "twin-cities-directory-v1",
      "source_sha256": "eb49a6c02ca80b02e405968e55250701626d0474879805659f04051f9979e2b8",
      "fixed_data_url": "https://joshliljenquist.com/data/minnesota-editions/reference-2026-10-29-reliability/minneapolis-twin-cities-creators-2026.json",
      "primary_records_path": "records",
      "record_definition": "One current creator entity per entry; 31 IDs are an exact subset of the 47-entity statewide directory.",
      "metric_unit_and_limits": "No audience ranking; do not sum its records with statewide records.",
      "reuse_contract": {
        "unit_and_population": "One creator entity per records entry; 31 exact entity IDs are a subset of the reviewed statewide directory. Do not add the two directory counts.",
        "identity": "entity_id is shared with the statewide directory; a creator group remains one Organization record.",
        "measurement": "This is a geography directory, not an audience rank. dataset.geographic_counts and category_counts are counts of directory records, not people reached.",
        "time": "Keep record-level geography review dates. The October 29 targeted review does not refresh every creator’s location; a source event date is not its publication date.",
        "missing_values": "core4_* null means unresolved/unavailable comparison data. official_website null means no verified website recorded. source_date null means the publication date is unknown.",
        "sources_and_geography": "City evidence is not interchangeable with metro-only evidence. Non-exclusive creator/professional bases qualify only with explicit source context. No private address, inferred neighborhood or current physical-presence claim is published."
      },
      "fields": [
        {
          "path": "$",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.dataset",
          "observed_types": [
            "object"
          ],
          "meaning": "Dataset title or descriptor in this source; not an entity identifier. Object-shaped dataset metadata is documented through its child fields."
        },
        {
          "path": "$.dataset.category_counts",
          "observed_types": [
            "object"
          ],
          "meaning": "Counts of records in editorial subject categories; not a universal measure of industry size."
        },
        {
          "path": "$.dataset.category_counts.Animals + education",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Art + education",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Business + lifestyle",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Commentary + education",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Community + culture",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Community + philanthropy",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Construction + education",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.DIY + woodworking",
          "observed_types": [
            "number"
          ],
          "meaning": "Public source-specific field; preserve its exact meaning, unit and date precision."
        },
        {
          "path": "$.dataset.category_counts.Education + making",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Family + advocacy",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Family + comedy",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Fashion + design",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Fitness + education",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Food",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Food + culture",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Food + local discovery",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Food + media",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Food + travel",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Food + wellness",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Gaming + media",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.History + local culture",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Law + education",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Music + education",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Photography + art",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Technology + education",
          "observed_types": [
            "number"
          ],
          "meaning": "Public source-specific field; preserve its exact meaning, unit and date precision."
        },
        {
          "path": "$.dataset.category_counts.Technology + making",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.category_counts.Travel + local discovery",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.data_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Current machine-readable resource URL; its contents may change, so cite a fixed edition for reproducibility."
        },
        {
          "path": "$.dataset.dataset_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Dataset identifier within the catalog; not a creator/person ID."
        },
        {
          "path": "$.dataset.description",
          "observed_types": [
            "string"
          ],
          "meaning": "Human-readable description of its parent record or method; preserve any qualifying limits."
        },
        {
          "path": "$.dataset.geographic_counts",
          "observed_types": [
            "object"
          ],
          "meaning": "Counts of entity records grouped by supported geography; not unique viewers or a statewide population estimate."
        },
        {
          "path": "$.dataset.geographic_counts.minneapolis",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.geographic_counts.st_paul",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.geographic_counts.twin_cities_metro",
          "observed_types": [
            "number"
          ],
          "meaning": "Number of entities with this recorded label in the current directory edition, not statewide population or audience."
        },
        {
          "path": "$.dataset.geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.dataset.geography_review_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Which geography records were reviewed; do not infer that all records were freshly verified."
        },
        {
          "path": "$.dataset.last_updated",
          "observed_types": [
            "string"
          ],
          "meaning": "Material source-record update date as stored; not automatically the packaging or release date."
        },
        {
          "path": "$.dataset.methodology_version",
          "observed_types": [
            "string"
          ],
          "meaning": "Named rule-set version, distinct from a download edition and observation date."
        },
        {
          "path": "$.dataset.name",
          "observed_types": [
            "string"
          ],
          "meaning": "Display title/name in its parent context, not a universal join key."
        },
        {
          "path": "$.dataset.original_snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original directory seed snapshot before this current membership compilation; not a new observation date for audience figures."
        },
        {
          "path": "$.dataset.page_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Canonical HTML owner for this dataset; not a separate identity profile."
        },
        {
          "path": "$.dataset.publisher",
          "observed_types": [
            "string"
          ],
          "meaning": "Publisher responsible for the compilation or cited source, according to the parent context; hosting is not endorsement."
        },
        {
          "path": "$.dataset.publisher_person_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Canonical identifier for the website’s publisher/creator, not an external institution."
        },
        {
          "path": "$.dataset.ranking_decision",
          "observed_types": [
            "string"
          ],
          "meaning": "Explanation of whether a ranking is justified for this resource. A withheld ranking is not zero audience."
        },
        {
          "path": "$.dataset.ranking_published",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Whether this resource publishes an ordinal audience ranking; false is not an absent/zero audience."
        },
        {
          "path": "$.dataset.record_count",
          "observed_types": [
            "number"
          ],
          "meaning": "Declared number of records for the identified array/cohort; inspect its primary array and edition rather than assuming all research states are ranked."
        },
        {
          "path": "$.dataset.snapshot_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Original source snapshot date; a later geography/documentation review does not refresh audience data."
        },
        {
          "path": "$.methodology",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.methodology.current_connection_rule",
          "observed_types": [
            "string"
          ],
          "meaning": "Evidence rule for a current creator/professional Minnesota relationship, including explicit non-exclusive bases."
        },
        {
          "path": "$.methodology.exclusions",
          "observed_types": [
            "array"
          ],
          "meaning": "Explicit reasons or categories excluded from the stated resource."
        },
        {
          "path": "$.methodology.exclusions[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit reasons or categories excluded from the stated resource."
        },
        {
          "path": "$.methodology.geographic_scope_values",
          "observed_types": [
            "array"
          ],
          "meaning": "Allowed public geographic group labels; state-level unresolved city does not mean Greater Minnesota."
        },
        {
          "path": "$.methodology.geographic_scope_values[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Allowed public geographic group labels; state-level unresolved city does not mean Greater Minnesota."
        },
        {
          "path": "$.methodology.primary_cohort",
          "observed_types": [
            "string"
          ],
          "meaning": "Population admitted under the published rules for this comparison, explicitly bounded by verification coverage."
        },
        {
          "path": "$.methodology.privacy",
          "observed_types": [
            "string"
          ],
          "meaning": "Public geographic granularity and privacy limits; no authorization to infer private locations."
        },
        {
          "path": "$.methodology.qualifying_geography",
          "observed_types": [
            "array"
          ],
          "meaning": "Accepted geographic relationship classifications for this source, not a list of people or exact addresses."
        },
        {
          "path": "$.methodology.qualifying_geography[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Accepted geographic relationship classifications for this source, not a list of people or exact addresses."
        },
        {
          "path": "$.records",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.records[]",
          "observed_types": [
            "object"
          ]
        },
        {
          "path": "$.records[].aliases",
          "observed_types": [
            "array"
          ]
        },
        {
          "path": "$.records[].aliases[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public source metadata; preserve its source-specific meaning and precision."
        },
        {
          "path": "$.records[].category",
          "observed_types": [
            "string"
          ],
          "meaning": "Editorial subject grouping; not a merit rating, award or fame rank."
        },
        {
          "path": "$.records[].core4_approximate",
          "observed_types": [
            "boolean",
            "null"
          ],
          "meaning": "Whether the optional Core 4 total is approximate; null means no resolved total/flag."
        },
        {
          "path": "$.records[].core4_dataset_url",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Reference to the separate Core 4 dataset; null means no resolved cross-reference."
        },
        {
          "path": "$.records[].core4_record_available",
          "observed_types": [
            "boolean"
          ],
          "meaning": "Whether a cross-referenced Core 4 record exists; not proof that every platform is complete."
        },
        {
          "path": "$.records[].core4_total",
          "observed_types": [
            "null",
            "number"
          ],
          "meaning": "Optional Core 4 comparison total in recorded units; null is unavailable/unresolved, not zero."
        },
        {
          "path": "$.records[].dataset_memberships",
          "observed_types": [
            "array"
          ],
          "meaning": "References to datasets in which the established entity is included; overlapping memberships cannot be added as unique people."
        },
        {
          "path": "$.records[].dataset_memberships[]",
          "observed_types": [
            "string"
          ],
          "meaning": "References to datasets in which the established entity is included; overlapping memberships cannot be added as unique people."
        },
        {
          "path": "$.records[].display_name",
          "observed_types": [
            "string"
          ],
          "meaning": "Public display name; aliases do not establish a new entity."
        },
        {
          "path": "$.records[].entity_id",
          "observed_types": [
            "string"
          ],
          "meaning": "Established identity key in this dataset namespace; join only documented exact IDs."
        },
        {
          "path": "$.records[].entity_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Person or Organization in geography-hardened records; legacy source vocabularies are preserved. A group is counted once."
        },
        {
          "path": "$.records[].geographic_scope",
          "observed_types": [
            "string"
          ],
          "meaning": "Public city, metro, region or state grouping. Do not infer a private address or turn state-level uncertainty into a precise location."
        },
        {
          "path": "$.records[].geography_basis",
          "observed_types": [
            "string"
          ],
          "meaning": "Explicit geographic interpretation, including a documented non-exclusive creator base where applicable."
        },
        {
          "path": "$.records[].geography_review_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of a geography review, whose scope must be read in geography_review_scope or record notes; not a follower observation."
        },
        {
          "path": "$.records[].geography_review_limitation",
          "observed_types": [
            "string"
          ],
          "meaning": "Unresolved weakness or age limitation in the existing geography evidence; no fresh verification implied."
        },
        {
          "path": "$.records[].geography_source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Source category supporting the geographic claim; first-party, institutional and independent reporting have different evidentiary scope."
        },
        {
          "path": "$.records[].geography_source_date",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Source publication date when established; null means unknown. It is not the compiler review date."
        },
        {
          "path": "$.records[].geography_source_event_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date of the source event when known; not the publication timestamp of its biography."
        },
        {
          "path": "$.records[].geography_source_history",
          "observed_types": [
            "array"
          ],
          "meaning": "Previously recorded geography provenance retained for auditability; historical evidence is not a fresh current-base assertion."
        },
        {
          "path": "$.records[].geography_source_history[]",
          "observed_types": [
            "object"
          ],
          "meaning": "Previously recorded geography provenance retained for auditability; historical evidence is not a fresh current-base assertion."
        },
        {
          "path": "$.records[].geography_source_history[].geography_source_class",
          "observed_types": [
            "string"
          ],
          "meaning": "Source category supporting the geographic claim; first-party, institutional and independent reporting have different evidentiary scope."
        },
        {
          "path": "$.records[].geography_source_history[].geography_source_date",
          "observed_types": [
            "null"
          ],
          "meaning": "Source publication date when established; null means unknown. It is not the compiler review date."
        },
        {
          "path": "$.records[].geography_source_history[].geography_source_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific evidence qualification, attribution and limits; retain when reusing the geography claim."
        },
        {
          "path": "$.records[].geography_source_history[].geography_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Source supporting the geography claim, distinct from the audience source."
        },
        {
          "path": "$.records[].geography_source_history[].geography_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the geography evidence was reviewed, not a new audience observation."
        },
        {
          "path": "$.records[].geography_source_history[].qualification_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.records[].geography_source_note",
          "observed_types": [
            "string"
          ],
          "meaning": "Claim-specific evidence qualification, attribution and limits; retain when reusing the geography claim."
        },
        {
          "path": "$.records[].geography_source_url",
          "observed_types": [
            "string"
          ],
          "meaning": "Source supporting the geography claim, distinct from the audience source."
        },
        {
          "path": "$.records[].geography_verified_date",
          "observed_types": [
            "string"
          ],
          "meaning": "Date the geography evidence was reviewed, not a new audience observation."
        },
        {
          "path": "$.records[].known_for",
          "observed_types": [
            "string"
          ],
          "meaning": "Concise public work description in this record; not an invented occupation or independent endorsement."
        },
        {
          "path": "$.records[].last_verified",
          "observed_types": [
            "string"
          ],
          "meaning": "Original record verification date as stored. A later targeted geography review does not imply every record field was rechecked."
        },
        {
          "path": "$.records[].location_general",
          "observed_types": [
            "string"
          ],
          "meaning": "Public general location supported by the cited relationship, not a private address."
        },
        {
          "path": "$.records[].official_profiles",
          "observed_types": [
            "array"
          ],
          "meaning": "Recorded official public presence URLs. A URL is not itself verification of every visible account statistic."
        },
        {
          "path": "$.records[].official_profiles[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Recorded official public presence URLs. A URL is not itself verification of every visible account statistic."
        },
        {
          "path": "$.records[].official_website",
          "observed_types": [
            "null",
            "string"
          ],
          "meaning": "Verified official website in this record; null means none recorded, not that none exists."
        },
        {
          "path": "$.records[].primary_platforms",
          "observed_types": [
            "array"
          ],
          "meaning": "Public platform labels associated with this creator, not an exhaustive account inventory."
        },
        {
          "path": "$.records[].primary_platforms[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Public platform labels associated with this creator, not an exhaustive account inventory."
        },
        {
          "path": "$.records[].qualification_type",
          "observed_types": [
            "string"
          ],
          "meaning": "Relationship established by the geography source: current creator base, professional practice, self-reported residence or another explicit class."
        },
        {
          "path": "$.records[].supporting_geography_source_urls",
          "observed_types": [
            "array"
          ],
          "meaning": "Additional claim-specific public geography references; they do not automatically verify audience values."
        },
        {
          "path": "$.records[].supporting_geography_source_urls[]",
          "observed_types": [
            "string"
          ],
          "meaning": "Additional claim-specific public geography references; they do not automatically verify audience values."
        }
      ],
      "reuse_field_selectors": {
        "records_path": "records",
        "identity_keys": [
          "entity_id"
        ],
        "edition_date_path": [
          "dataset",
          "snapshot_date"
        ]
      }
    }
  ]
}
