{
  "source": {
    "file": "2026_global_chamber_global_iso3_business_enhanced.csv",
    "sha256": "205ab8a2d2a1c3d1d58547cb340f2fd70d02f418f433eff498070c9bc6454755",
    "bytes": 37350,
    "source_year": "2026",
    "received_on": "2026-10-20",
    "source_name": "Global Chamber reference layer supplied by National Data System",
    "canonical_geography": "country code; city and Metro are descriptive source labels",
    "current_chapter_status": "Not established by this CSV",
    "original_headers": [
      "iso3",
      "city",
      "country_iso3",
      "region",
      "city_clean",
      "",
      "Metro"
    ],
    "source_csv": "/downloads/2026_global_chamber_global_iso3_business_enhanced.csv",
    "metadata_receipt": "Sidecar metadata supplied by the owner in the conversation; preserved with the project source."
  },
  "counts": {
    "records": 615,
    "countryCodes": 162,
    "unitedStatesRecords": 116,
    "otherRecords": 499
  },
  "checks": {
    "all_rows_retained": true,
    "source_bytes_retained": true,
    "unmatched_country_codes": [],
    "duplicate_country_city_pairs": 0,
    "country_code_disagreements": 0,
    "blank_city_labels": 0,
    "unnamed_column_nonempty_values": 0,
    "geonames_ids_assigned": 0
  },
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    "BRN": 1,
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  "source_region_labels": {
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    "south_america": 35,
    "europe": 169,
    "africa": 66,
    "asia": 179
  },
  "notes": [
    "Country and territory navigation uses the existing reference catalog, including its explicitly labeled reporting-code exceptions.",
    "No country, population or top-N filter removes source records. Pagination changes only how many records are visible at once.",
    "The unnamed column is empty in every row and is retained in the original CSV and normalized source record.",
    "Source region labels are retained for audit and are not used as geographic classifications. For example, NZL source records are labeled europe and AUS source records asia.",
    "No current membership, active chapter, trade result, partnership or index score is inferred.",
    "Displayed brand names use ™; raw source labels remain unchanged."
  ]
}