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            {
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          "similarity": 0.604,
          "source_surface": "nomis",
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            "trustworthiness": true,
            "value": true
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        "dcat-3": {
          "evidence": true,
          "mapped_type": "dcat:Dataset",
          "status": "aligned"
        },
        "dqv": {
          "evidence": true,
          "status": "partial"
        },
        "prov-o": {
          "evidence": true,
          "status": "aligned"
        },
        "schema": "okf-ons-standards-evidence.v1",
        "sdmx": {
          "evidence": true,
          "status": "not-applicable"
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      },
      "state": "published",
      "statistical": {
        "dimensions": [
          {
            "categoryCount": 402,
            "categoryProjection": "count-only",
            "id": "areacd",
            "label": "Area code",
            "order": 0,
            "role": "geo"
          },
          {
            "categoryCount": 2,
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            "id": "period",
            "label": "Time period",
            "order": 1,
            "role": "time"
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          {
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                "label": "Observation value"
              },
              {
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                "label": "Lower confidence interval (95%)"
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                "label": "Upper confidence interval (95%)"
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        "frequency": "annual",
        "geography": [
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          "ctry",
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          "rgn",
          "utla"
        ],
        "measure": "Percentage",
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            },
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          },
          "indicatorCode": "Level 3 or above qualifications (Great Britain)",
          "internalDatasetId": "qualifications-level-3-or-above",
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          "modes": [
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            "controlled-vocabulary-crosswalk",
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          "operator": "Office for National Statistics",
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          },
          "submoduleCommit": "795eaf204f47986f6be248a63f857a42afe4fdf2"
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        "population": "",
        "quality_notes": [
          "The ongoing challenges with response rates, response levels and weighting approach mean that labour market statistics based on both the Labour Force Survey (LFS) and Annual Population Survey (APS) will be considered [official statistics in development](https://osr.statisticsauthority.gov.uk/policies/official-statistics-policies/official-statistics-in-development/) until further review. Because of increased volatility of LFS and APS estimates, estimates of change should be treated with additional caution. Updates to this indicator have been temporarily suspended until the APS reweighting is implemented in 2026. Please note that this indicator previously used National Vocational Qualification (NVQ) level 3+ qualifications data but has been updated to the Regulated Qualifications Framework (RQF) level 3+ qualifications data."
        ],
        "revision_date": "",
        "revision_status": "",
        "time_coverage": {
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        "unit": "%"
      },
      "statistical_accuracy_evaluated": false,
      "statistical_flags": {
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        "certificationClaimed": false,
        "experimentalStatistic": true,
        "standardised": true
      },
      "subtopic": "attainment and participation",
      "surface_operator": {
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        "name": "Office for National Statistics",
        "url": "https://www.ons.gov.uk/"
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        "education and skills",
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        "indicator",
        "local-statistics"
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      "time_coverage": {
        "end": "2023-01-01/P1Y",
        "start": "2022-01-01/P1Y"
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      "timestamp": "2026-01-13",
      "title": "Level 3 or above qualifications (Great Britain)",
      "topics": [
        "attainment and participation",
        "education and skills"
      ],
      "unit_of_measure": "%",
      "url": "https://www.ons.gov.uk/explore-local-statistics/indicators/level-3-or-above-qualifications"
    },
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            {
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              "field": "measure",
              "selected": "Percentage"
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            {
              "alternative": "Person",
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            },
            {
              "alternative": "",
              "field": "frequency",
              "selected": "annual"
            },
            {
              "alternative": [],
              "field": "geography",
              "selected": [
                "cauth",
                "ctry",
                "ltla",
                "rgn",
                "utla"
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            },
            {
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              "field": "geography vintage",
              "selected": 2025
            },
            {
              "alternative": {},
              "field": "time coverage",
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          "record_type": "ONS Dataset",
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              "selected": "ONS Explore Local Statistics Indicator"
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              "field": "dataset family",
              "selected": "population-by-age-and-sex"
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              "field": "frequency",
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            {
              "alternative": "All usual residents who are either in employment in the area, or not in employment but live there",
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            {
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          "record_id": "nomis:dataset:NM_950_1",
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      "assertion_provenance": {
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          "name": "OKF ONS project",
          "url": "https://github.com/chris-page-gov/okf-ons"
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        "wasDerivedFrom": "https://www.ons.gov.uk/explore-local-statistics/api/v1/metadata/indicators",
        "wasGeneratedBy": {
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        "decisionAuthority": "accountable external person or institution",
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        "operationalAuthority": "external live-data service",
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        "schema": "okf-qualified-authority.v1",
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        "sourcePublisher": [
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        ],
        "surfaceOperator": {
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      },
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      "caveats": [
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      ],
      "confidence": "declared-and-structure-derived",
      "content_source": "",
      "context_note": "Compare before selecting: Sex by age; WD1101EW - Sex by Age (Workday population); LC1117EW - Sex by age.",
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        "derivationMode": "inferred-from-area-code-coverage",
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        "vintage": 2025
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      "geography_reference_date": "",
      "geography_vintage": 2025,
      "groups": [],
      "identity": {
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        "edition": "",
        "indicator_code": "Population by age and sex",
        "indicator_slug": "population-by-age-and-sex",
        "internal_dataset_id": "population-by-age-and-sex",
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        "version": ""
      },
      "license_id": "not-evaluated",
      "license_source_id": "",
      "license_title": "Rights not evaluated for this multi-producer indicator metadata",
      "measure": "Percentage",
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      "name": "ons-explore-local-statistics-indicator-population-by-age-and-sex",
      "native_aliases": [],
      "native_id": "population-by-age-and-sex",
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      "open": "dataset/ons-explore-local-statistics-indicator-population-by-age-and-sex",
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      "portal_extent": {},
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      "provenance": {
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        "label": "metadata evidence availability",
        "possible": 14,
        "present": 9,
        "schema": "okf-metadata-evidence.v1",
        "score": 0.643,
        "statistical_accuracy_evaluated": false,
        "warning": "This score measures discoverable metadata evidence. It does not certify statistical accuracy, methodological quality, or fitness for use."
      },
      "quality_label": "metadata evidence availability",
      "quality_links": [],
      "quality_score": 0.643,
      "record_id": "ons-explore-local-statistics:indicator:population-by-age-and-sex",
      "record_type": "ONS Explore Local Statistics Indicator",
      "resource_count": 1,
      "revision_history_notes": [],
      "selection": {
        "arguments": {
          "indicator": "population-by-age-and-sex"
        },
        "binding_status": "planned",
        "complete": false,
        "direct_metadata_url": "https://www.ons.gov.uk/explore-local-statistics/api/v1/metadata/indicators/population-by-age-and-sex",
        "mcp_available": false,
        "read_only": true,
        "reason": "The pinned ELS application exposes internal metadata and data routes, but this repository has no reviewed live ELS execution binding.",
        "schema": "okf-ons-selection-binding.v1"
      },
      "source_adapter": "els-metadata-projection",
      "source_organisation": "",
      "source_publishers": [
        {
          "id": "office-for-national-statistics",
          "name": "Office for National Statistics",
          "sourceDate": "2025-09-26",
          "url": "https://www.nomisweb.co.uk/datasets/pestsyoala"
        }
      ],
      "source_surface": "ons-explore-local-statistics",
      "source_tier": "ons-curated-multi-producer-metadata",
      "source_version_label": "",
      "spatial": {},
      "spatial_reference": {},
      "standards_evidence": {
        "claims_are_alignment_not_certification": true,
        "code-of-practice-3.0": {
          "evidence": {
            "quality": true,
            "trustworthiness": true,
            "value": true
          },
          "status": "partial"
        },
        "data-cube": {
          "evidence": true,
          "status": "partial"
        },
        "dcat-3": {
          "evidence": true,
          "mapped_type": "dcat:Dataset",
          "status": "aligned"
        },
        "dqv": {
          "evidence": true,
          "status": "partial"
        },
        "prov-o": {
          "evidence": true,
          "status": "aligned"
        },
        "schema": "okf-ons-standards-evidence.v1",
        "sdmx": {
          "evidence": true,
          "status": "not-applicable"
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      },
      "state": "published",
      "statistical": {
        "dimensions": [
          {
            "categoryCount": 413,
            "categoryProjection": "count-only",
            "id": "areacd",
            "label": "Area code",
            "order": 0,
            "role": "geo"
          },
          {
            "categoryCount": 34,
            "categoryProjection": "count-only",
            "id": "period",
            "label": "Time period",
            "order": 1,
            "role": "time"
          },
          {
            "categories": [
              {
                "id": "all",
                "label": "All"
              },
              {
                "id": "female",
                "label": "Female"
              },
              {
                "id": "male",
                "label": "Male"
              }
            ],
            "categoryCount": 3,
            "categoryProjection": "identifiers-and-labels",
            "id": "sex",
            "label": "Sex",
            "order": 2,
            "role": "dimension"
          },
          {
            "categories": [
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                "id": "0-4",
                "label": "0 to 4"
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              {
                "id": "5-9",
                "label": "5 to 9"
              },
              {
                "id": "10-14",
                "label": "10 to 14"
              },
              {
                "id": "15-19",
                "label": "15 to 19"
              },
              {
                "id": "20-24",
                "label": "20 to 24"
              },
              {
                "id": "25-29",
                "label": "25 to 29"
              },
              {
                "id": "30-34",
                "label": "30 to 34"
              },
              {
                "id": "35-39",
                "label": "35 to 39"
              },
              {
                "id": "40-44",
                "label": "40 to 44"
              },
              {
                "id": "45-49",
                "label": "45 to 49"
              },
              {
                "id": "50-54",
                "label": "50 to 54"
              },
              {
                "id": "55-59",
                "label": "55 to 59"
              },
              {
                "id": "60-64",
                "label": "60 to 64"
              },
              {
                "id": "65-69",
                "label": "65 to 69"
              },
              {
                "id": "70-74",
                "label": "70 to 74"
              },
              {
                "id": "75-79",
                "label": "75 to 79"
              },
              {
                "id": "80-84",
                "label": "80 to 84"
              },
              {
                "id": "85+",
                "label": "85+"
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            ],
            "categoryCount": 18,
            "categoryProjection": "identifiers-and-labels",
            "id": "age",
            "label": "Age band",
            "order": 3,
            "role": "dimension"
          },
          {
            "categories": [
              {
                "id": "value",
                "label": "Observation value"
              }
            ],
            "categoryCount": 1,
            "categoryProjection": "identifiers-and-labels",
            "id": "measure",
            "label": "Measure",
            "order": 4,
            "role": "measure"
          }
        ],
        "frequency": "annual",
        "geography": [
          "cauth",
          "ctry",
          "ltla",
          "rgn",
          "utla"
        ],
        "measure": "Percentage",
        "metadata_derivation": {
          "fields": {
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              "mode": "controlled-vocabulary-crosswalk",
              "sourceField": "geography.countries"
            },
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              "sourceField": "links.self"
            },
            "endpoint_host": {
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            },
            "quality_notes": {
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              "sourceField": "caveats"
            },
            "resource_hosts": {
              "mode": "deterministic-extraction",
              "sourceFields": [
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                "links.self"
              ]
            },
            "type": {
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              "sourceField": "recordKind"
            }
          },
          "indicatorCode": "Population by age and sex",
          "internalDatasetId": "population-by-age-and-sex",
          "mode": "application-curated-extract",
          "modes": [
            "application-curated-extract",
            "controlled-vocabulary-crosswalk",
            "deterministic-extraction",
            "inferred-from-area-code-coverage",
            "inferred-from-observation-structure-without-publishing-observations",
            "source-declared"
          ],
          "operator": "Office for National Statistics",
          "schema": "okf-ons-field-derivation.v1",
          "sourceEditionVersionAvailable": false,
          "structureDerivedFlags": {
            "confidenceIntervals": false,
            "hasTimeseries": true,
            "isMultivariate": true,
            "mode": "inferred-from-observation-structure-without-publishing-observations"
          },
          "submoduleCommit": "795eaf204f47986f6be248a63f857a42afe4fdf2"
        },
        "population": "",
        "quality_notes": [
          "Ages 85 and over are combined into a single category. Population estimates in Explore Local Statistics (ELS) are informed by those available on Nomis at the time of publication on ELS. Data on ELS will be updated when the [Population estimates for the UK, England, Wales, Scotland and Northern Ireland: mid-2025](https://www.ons.gov.uk/releases/populationestimatesfortheukenglandwalesscotlandandnorthernirelandmid2025) release is published, provisionally scheduled for September to October 2026."
        ],
        "revision_date": "",
        "revision_status": "",
        "time_coverage": {
          "end": "2024-06-30",
          "start": "1991-06-30"
        },
        "unit": "%"
      },
      "statistical_accuracy_evaluated": false,
      "statistical_flags": {
        "assertedBy": "ONS Explore Local Statistics metadata",
        "certificationClaimed": false,
        "experimentalStatistic": false,
        "standardised": true
      },
      "subtopic": "population",
      "surface_operator": {
        "id": "office-for-national-statistics",
        "name": "Office for National Statistics",
        "url": "https://www.ons.gov.uk/"
      },
      "tags": [
        "explore-local-statistics",
        "indicator",
        "local-statistics",
        "population"
      ],
      "time_coverage": {
        "end": "2024-06-30",
        "start": "1991-06-30"
      },
      "timestamp": "2026-07-15",
      "title": "Population by age and sex",
      "topics": [
        "population"
      ],
      "unit_of_measure": "%",
      "url": "https://www.ons.gov.uk/explore-local-statistics/indicators/population-by-age-and-sex"
    },
    {
      "access_model": "",
      "agency_id": "",
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        {
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            {
              "alternative": "ons-data-api",
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            {
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            {
              "alternative": "",
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              "selected": "Population per km2"
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            {
              "alternative": "Person",
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            {
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            {
              "alternative": [],
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              "field": "measure",
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          "shared_terms": [
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          "similarity": 0.562,
          "source_surface": "nomis",
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        },
        {
          "differences": [
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              "alternative": "nomis",
              "field": "source surface",
              "selected": "ons-explore-local-statistics"
            },
            {
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              "field": "record type",
              "selected": "ONS Explore Local Statistics Indicator"
            },
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              "field": "dataset family",
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            {
              "alternative": [
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              "field": "measure",
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            {
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              "field": "frequency",
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            {
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              "field": "population",
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            },
            {
              "alternative": [],
              "field": "geography",
              "selected": [
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                "ctry",
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            },
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              "field": "geography vintage",
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            },
            {
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              "field": "time coverage",
              "selected": {
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            },
            {
              "alternative": "2003-08-30 09:30:00",
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          ],
          "not_enough_evidence": false,
          "record_id": "nomis:dataset:NM_1697_1",
          "record_type": "Nomis Dataset",
          "relationship_type": "cross-source-alternative",
          "route": "dataset/nomis-dataset-nm-1697-1",
          "shared_terms": [
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            "population"
          ],
          "similarity": 0.562,
          "source_surface": "nomis",
          "title": "UV002 - Population density"
        },
        {
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            {
              "alternative": "nomis",
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            },
            {
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              "field": "dataset family",
              "selected": "population-indicators"
            },
            {
              "alternative": [
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                "Area (Hectares)",
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              "field": "measure",
              "selected": "Population per km2"
            },
            {
              "alternative": "",
              "field": "frequency",
              "selected": "annual"
            },
            {
              "alternative": "All non-UK born short-term residents",
              "field": "population",
              "selected": ""
            },
            {
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                "region"
              ],
              "field": "geography",
              "selected": [
                "cauth",
                "ctry",
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            },
            {
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              "field": "geography vintage",
              "selected": 2025
            },
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              "field": "time coverage",
              "selected": {
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            },
            {
              "alternative": "2013-10-31 09:30:00",
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          "record_id": "nomis:dataset:NM_150_1",
          "record_type": "Nomis Dataset",
          "relationship_type": "cross-source-alternative",
          "route": "dataset/nomis-dataset-nm-150-1",
          "shared_terms": [
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          "similarity": 0.545,
          "source_surface": "nomis",
          "title": "ST102EWla - Population density"
        }
      ],
      "assertion_provenance": {
        "reviewStatus": "not-reviewed-by-source",
        "schema": "okf-qualified-assertion-provenance.v1",
        "sourceDerivation": {
          "indicatorCode": "Population density",
          "internalDatasetId": "population-indicators",
          "mode": "application-curated-extract",
          "operator": "Office for National Statistics",
          "sourceEditionVersionAvailable": false,
          "submoduleCommit": "795eaf204f47986f6be248a63f857a42afe4fdf2"
        },
        "sourceRecordId": "population-density",
        "sourceRecordSetSha256": "189b5845578b1f7c1dd7e1ebe0fe41c6f79329e7ee16fec6113ebff7e565f3ae",
        "statementClass": "deterministically-normalised",
        "wasAttributedTo": {
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          "name": "OKF ONS project",
          "url": "https://github.com/chris-page-gov/okf-ons"
        },
        "wasDerivedFrom": "https://www.ons.gov.uk/explore-local-statistics/api/v1/metadata/indicators",
        "wasGeneratedBy": {
          "repository": "https://github.com/chris-page-gov/okf-ons",
          "software": "okf-ons",
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          "name": "OKF ONS project",
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        },
        "decisionAuthority": "accountable external person or institution",
        "notEndorsedBySource": true,
        "operationalAuthority": "external live-data service",
        "reviewedBy": [],
        "schema": "okf-qualified-authority.v1",
        "semanticAuthority": {
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          "scope": "this generated bundle release only",
          "status": "experimental",
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        },
        "sourcePublisher": [
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            "sourceDate": "2025-09-26",
            "url": "https://www.nomisweb.co.uk/datasets/pestsyoala"
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        ],
        "surfaceOperator": {
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          "name": "Office for National Statistics",
          "url": "https://www.ons.gov.uk/"
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      },
      "canonical_record_id": "ons-explore-local-statistics:indicator:population-density",
      "caveats": [
        "[Standard Area Measurements (December 2024) in the UK](https://geoportal.statistics.gov.uk/datasets/ons::standard-area-measurements-for-the-local-authority-districts-december-2024-in-the-uk/about) was used to calculate population density by dividing the total population by the area in square kilometres. Population estimates in Explore Local Statistics (ELS) are informed by those available on Nomis at the time of publication on ELS. Data on ELS will be updated when the [Population estimates for the UK, England, Wales, Scotland and Northern Ireland: mid-2025](https://www.ons.gov.uk/releases/populationestimatesfortheukenglandwalesscotlandandnorthernirelandmid2025) release is published, provisionally scheduled for September to October 2026."
      ],
      "confidence": "declared-and-structure-derived",
      "content_source": "",
      "context_note": "Compare before selecting: Population density; TS006 - Population density; UV002 - Population density.",
      "dataset_family": "population-indicators",
      "dcat_type": "dcat:Dataset",
      "declared_table_codes": [],
      "documentation": "https://www.ons.gov.uk/explore-local-statistics/indicators/population-density",
      "documentation_host": "www.ons.gov.uk",
      "endpoint_host": "www.ons.gov.uk",
      "evaluation_aliases": [],
      "first_released": "",
      "formats": [
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        "REST/HTTP"
      ],
      "frequency": "annual",
      "geography": [
        "cauth",
        "ctry",
        "ltla",
        "rgn",
        "utla"
      ],
      "geography_metadata": {
        "codeTypes": [
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          "E07",
          "E08",
          "E09",
          "E10",
          "E12",
          "E47",
          "E92",
          "K02",
          "K03",
          "K04",
          "N09",
          "N92",
          "S12",
          "S92",
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          "W92"
        ],
        "countries": [
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          "S",
          "W"
        ],
        "derivationMode": "inferred-from-area-code-coverage",
        "initialLevel": "ltla",
        "levels": [
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          "rgn",
          "cauth",
          "utla",
          "ltla"
        ],
        "vintage": 2025
      },
      "geography_reference_date": "",
      "geography_vintage": 2025,
      "groups": [],
      "identity": {
        "dataset_id": "population-density",
        "edition": "",
        "indicator_code": "Population density",
        "indicator_slug": "population-density",
        "internal_dataset_id": "population-indicators",
        "source_edition_version_available": false,
        "version": ""
      },
      "license_id": "not-evaluated",
      "license_source_id": "",
      "license_title": "Rights not evaluated for this multi-producer indicator metadata",
      "measure": "Population per km2",
      "metadata_derivation": {
        "fields": {
          "area_served": {
            "crosswalk": "els-country-code-v1",
            "mode": "controlled-vocabulary-crosswalk",
            "sourceField": "geography.countries"
          },
          "documentation_host": {
            "mode": "deterministic-extraction",
            "sourceField": "links.self"
          },
          "endpoint_host": {
            "mode": "deterministic-extraction",
            "sourceField": "links.metadata"
          },
          "quality_notes": {
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            "sourceField": "caveats"
          },
          "resource_hosts": {
            "mode": "deterministic-extraction",
            "sourceFields": [
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          },
          "type": {
            "mode": "source-declared",
            "sourceField": "recordKind"
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        },
        "indicatorCode": "Population density",
        "internalDatasetId": "population-indicators",
        "mode": "application-curated-extract",
        "modes": [
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        "dqv": {
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        "prov-o": {
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        "metadata_derivation": {
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      "source_organisation": "",
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        {
          "id": "office-for-national-statistics",
          "name": "Office for National Statistics",
          "url": "https://www.nomisweb.co.uk/"
        }
      ],
      "source_surface": "nomis",
      "source_tier": "official-provider-metadata",
      "source_version_label": "",
      "spatial": {},
      "spatial_reference": {},
      "standards_evidence": {
        "claims_are_alignment_not_certification": true,
        "code-of-practice-3.0": {
          "evidence": {
            "quality": true,
            "trustworthiness": true,
            "value": true
          },
          "status": "partial"
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        "data-cube": {
          "evidence": true,
          "status": "partial"
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          "evidence": true,
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        "dqv": {
          "evidence": true,
          "status": "partial"
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        "prov-o": {
          "evidence": true,
          "status": "aligned"
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        "schema": "okf-ons-standards-evidence.v1",
        "sdmx": {
          "evidence": true,
          "status": "aligned"
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      },
      "state": "published",
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            "role": "Dimension"
          },
          {
            "codeList": "CL_2075_1_FREQ",
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            "position": 2,
            "role": "Dimension"
          },
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            },
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              "sourceAnnotation": "SubDescription"
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          "schema": "okf-ons-field-derivation.v1"
        },
        "population": "All usual residents aged 16 years and over in employment the week before the census",
        "quality_notes": [
          "Sometimes we need to make changes to data if it is possible to identify individuals. This is known as statistical disclosure control. In Census 2021, we: * Swapped records (targeted record swapping), for example, if a household was likely to be identified in datasets because it has unusual characteristics, we swapped the record with a similar one from a nearby small area. Very unusual households could be swapped with one in a nearby local authority. * Added small changes to some counts (cell key perturbation), for example, we might change a count of four to a three or a five. This might make small differences between tables depending on how the data are broken down when we applied perturbation.",
          "This dataset provides Census 2021 estimates that classify usual residents aged 16 years and over in employment the week before the census in England and Wales by the distance they travelled to work. The estimates are as at Census Day, 21 March 2021. Census 2021 took place during a period of rapid change. We gave extra guidance to help people on furlough answer the census questions about work. However, we are unable to determine how furloughed people followed the guidance. Take care when using this data for planning purposes. Read more about specific quality considerations in our [Labour market quality information for Census 2021 methodology](https://www.ons.gov.uk/employmentandlabourmarket/peopleinwork/employmentandemployeetypes/methodologies/traveltoworkqualityinformationforcensus2021). National Park data are created by plotting unique properties as identified by their Unique Property Reference Number or postcodes into National Park boundaries current at December 2022. This differs from the OA best fit methodology used for other geographic level data."
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        "revision_status": "",
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      "statistical_flags": {},
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        "sdmx"
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      "topics": [
        "Distance travelled to work",
        "Travel to work",
        "Works from home"
      ],
      "unit_of_measure": "Persons",
      "url": "https://www.nomisweb.co.uk/api/v01/dataset/NM_2075_1.overview.json"
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            },
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      "ordinal": 922,
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      "portal_extent": {},
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      ],
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      ],
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      "selection": {
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        "dqv": {
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        "prov-o": {
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        ],
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        "quality_notes": [
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      "source_version_label": "",
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            "trustworthiness": false,
            "value": true
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      "time_coverage": {},
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        "quality_notes": [
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          "description": true,
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          "geography": true,
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          "methodology": false,
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        "schema": "okf-metadata-evidence.v1",
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      "quality_label": "metadata evidence availability",
      "quality_links": [
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      "revision_history_notes": [],
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        "schema": "okf-ons-selection-binding.v1",
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      "source_version_label": "",
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        "code-of-practice-3.0": {
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