{
  "generated_at": "2026-07-21T09:34:48.281959+00:00",
  "source_pipeline": "configs/countries/us.yaml → sync_socrata.py + sync_census_popest.py → raw.us_sf_* → dbt_us_staging → dbt_us_analytics → dbt_us_marts → export_us_sf.py",
  "country": "us",
  "scale": "city",
  "place": "sf",
  "unit": "USD",
  "as_of": "2026-07-13T13:40:40+00:00",
  "source": {
    "name": "Vendor Payments (Vouchers)",
    "dataset_id": "n9pm-xkyq",
    "source_url": "https://data.sfgov.org/d/n9pm-xkyq",
    "attribution": "SF Controller's Office",
    "rows_updated_at": "2026-07-13T13:40:40+00:00"
  },
  "perimeter": "One row per vendor in the union of each fiscal year's top 1,000 payees by dollars (≈95-97% of every year's total). The full universe is ~71,700 raw vendor strings; the excluded tail is dollar-immaterial and contains most person-like names. byYear carries the vendor's complete per-FY sums, including years outside its top-1,000 appearances.",
  "person_note": "bucket='person' rows are individual payees (mostly landlords paid directly). The UI labels them 'individual payee' and never features them in rankings or suggestions.",
  "years": [
    2007,
    2008,
    2009,
    2010,
    2011,
    2012,
    2013,
    2014,
    2015,
    2016,
    2017,
    2018,
    2019,
    2020,
    2021,
    2022,
    2023,
    2024,
    2025,
    2026,
    2027
  ],
  "count": 4068,
  "data": [
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      "name": "THE DEPOSITORY TRUST COMPANY",
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    },
    {
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