{
  "generated_at": "2026-10-12T15:06:19.193886+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",
  "unit": "USD",
  "grain": "fiscal_year x dimension x key",
  "top_per_dimension": 10,
  "dimension_notes": {
    "department": "The paying department, on the City's own code. Grouped on the code and not the name: the FY2018 system migration re-cased every label, so grouping on the label splits one department in two.",
    "org_group": "The Controller's seven service areas — the same top-level grouping the budget page uses, so the two pages cut the money the same way.",
    "kind": "The display bucket of the PAYEE (supplier, nonprofit, healthcare, other governments and public agencies, fiscal agent, payroll pass-through, individual). The Controller's aggregation lines and the small-vendor tail the classification seed does not cover are shown as 'unclassified' rather than dropped — the gap is a fact about the classification, not a rounding error."
  },
  "denominator_note": "Every dimension sums to the same figure: that fiscal year's total payments. Switching lens re-cuts one total; it never changes what is being measured.",
  "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": "2026-10-05T11:20:13+00:00"
  },
  "years": {
    "2007": {
      "total_usd": 2882481797.3,
      "execution_status": "closed",
      "dimensions": {
        "department": [
          {
            "key": "DPH",
            "label": "Department of Public Health",
            "usd": 506406448.4,
            "n_payees": 2140,
            "share_of_fy": 0.175684
          },
          {
            "key": "AIR",
            "label": "Airport Commission",
            "usd": 452188947.5,
            "n_payees": 763,
            "share_of_fy": 0.156875
          },
          {
            "key": "DPW",
            "label": "Public Works",
            "usd": 294648596.2,
            "n_payees": 648,
            "share_of_fy": 0.10222
          },
          {
            "key": "MTA",
            "label": "Municipal Transportation Agency",
            "usd": 267074299.0,
            "n_payees": 877,
            "share_of_fy": 0.092654
          },
          {
            "key": "GEN",
            "label": "General City Responsibilities",
            "usd": 150532278.1,
            "n_payees": 51,
            "share_of_fy": 0.052223
          },
          {
            "key": "CWP",
            "label": "Wastewater Enterprise (Public Utilities Commission)",
            "usd": 129640116.1,
            "n_payees": 447,
            "share_of_fy": 0.044975
          },
          {
            "key": "DSS",
            "label": "Human Services Agency",
            "usd": 120634144.9,
            "n_payees": 657,
            "share_of_fy": 0.041851
          },
          {
            "key": "PUC",
            "label": "Public Utilities Commission",
            "usd": 110801568.2,
            "n_payees": 953,
            "share_of_fy": 0.03844
          },
          {
            "key": "ADM",
            "label": "City Administrator's Office",
            "usd": 108601772.5,
            "n_payees": 1071,
            "share_of_fy": 0.037676
          },
          {
            "key": "WTR",
            "label": "Water Enterprise (Public Utilities Commission)",
            "usd": 91463425.6,
            "n_payees": 1825,
            "share_of_fy": 0.031731
          }
        ],
        "kind": [
          {
            "key": "supplier",
            "label": "supplier",
            "usd": 1307387041.3,
            "n_payees": 1777,
            "share_of_fy": 0.453563
          },
          {
            "key": "fiscal_agent_debt_service",
            "label": "fiscal_agent_debt_service",
            "usd": 664805777.0,
            "n_payees": 15,
            "share_of_fy": 0.230637
          },
          {
            "key": "nonprofit",
            "label": "nonprofit",
            "usd": 462967114.2,
            "n_payees": 802,
            "share_of_fy": 0.160614
          },
          {
            "key": "other",
            "label": "other",
            "usd": 208153634.7,
            "n_payees": 141,
            "share_of_fy": 0.072213
          },
          {
            "key": "healthcare",
            "label": "healthcare",
            "usd": 135423701.5,
            "n_payees": 30,
            "share_of_fy": 0.046982
          },
          {
            "key": "unclassified",
            "label": "unclassified",
            "usd": 85918314.9,
            "n_payees": 11003,
            "share_of_fy": 0.029807
          },
          {
            "key": "payroll_passthrough",
            "label": "payroll_passthrough",
            "usd": 11333497.2,
            "n_payees": 5,
            "share_of_fy": 0.003932
          },
          {
            "key": "person",
            "label": "person",
            "usd": 6492716.5,
            "n_payees": 56,
            "share_of_fy": 0.002252
          }
        ],
        "org_group": [
          {
            "key": "02",
            "label": "Public Works, Transportation & Commerce",
            "usd": 1456857741.6,
            "n_payees": 4666,
            "share_of_fy": 0.505418
          },
          {
            "key": "04",
            "label": "Community Health",
            "usd": 506406448.4,
            "n_payees": 2140,
            "share_of_fy": 0.175684
          },
          {
            "key": "06",
            "label": "General Administration & Finance",
            "usd": 344930671.2,
            "n_payees": 5285,
            "share_of_fy": 0.119664
          },
          {
            "key": "03",
            "label": "Human Welfare & Neighborhood Development",
            "usd": 242204046.3,
            "n_payees": 1222,
            "share_of_fy": 0.084026
          },
          {
            "key": "07",
            "label": "General City Responsibilities",
            "usd": 150532278.1,
            "n_payees": 51,
            "share_of_fy": 0.052223
          },
          {
            "key": "01",
            "label": "Public Protection",
            "usd": 124946934.6,
            "n_payees": 2188,
            "share_of_fy": 0.043347
          },
          {
            "key": "05",
            "label": "Culture & Recreation",
            "usd": 56603677.1,
            "n_payees": 1322,
            "share_of_fy": 0.019637
          }
        ]
      }
    },
    "2008": {
      "total_usd": 3072753255.1,
      "execution_status": "closed",
      "dimensions": {
        "department": [
          {
            "key": "DPH",
            "label": "Department of Public Health",
            "usd": 560262364.7,
            "n_payees": 1852,
            "share_of_fy": 0.182332
          },
          {
            "key": "AIR",
            "label": "Airport Commission",
            "usd": 464600202.9,
            "n_payees": 838,
            "share_of_fy": 0.1512
          },
          {
            "key": "MTA",
            "label": "Municipal Transportation Agency",
            "usd": 285465978.0,
            "n_payees": 829,
            "share_of_fy": 0.092902
          },
          {
            "key": "DPW",
            "label": "Public Works",
            "usd": 240451967.6,
            "n_payees": 639,
            "share_of_fy": 0.078253
          },
          {
            "key": "GEN",
            "label": "General City Responsibilities",
            "usd": 154309881.5,
            "n_payees": 40,
            "share_of_fy": 0.050219
          },
          {
            "key": "DSS",
            "label": "Human Services Agency",
            "usd": 137478410.0,
            "n_payees": 596,
            "share_of_fy": 0.044741
          },
          {
            "key": "PUC",
            "label": "Public Utilities Commission",
            "usd": 130165695.2,
            "n_payees": 546,
            "share_of_fy": 0.042361
          },
          {
            "key": "CWP",
            "label": "Wastewater Enterprise (Public Utilities Commission)",
            "usd": 127340870.3,
            "n_payees": 449,
            "share_of_fy": 0.041442
          },
          {
            "key": "ADM",
            "label": "City Administrator's Office",
            "usd": 126639133.1,
            "n_payees": 1163,
            "share_of_fy": 0.041214
          },
          {
            "key": "WTR",
            "label": "Water Enterprise (Public Utilities Commission)",
            "usd": 120004100.5,
            "n_payees": 1672,
            "share_of_fy": 0.039054
          }
        ],
        "kind": [
          {
            "key": "supplier",
            "label": "supplier",
            "usd": 1430204038.8,
            "n_payees": 1910,
            "share_of_fy": 0.465447
          },
          {
            "key": "fiscal_agent_debt_service",
            "label": "fiscal_agent_debt_service",
            "usd": 678634357.5,
            "n_payees": 16,
            "share_of_fy": 0.220855
          },
          {
            "key": "nonprofit",
            "label": "nonprofit",
            "usd": 486437330.8,
            "n_payees": 833,
            "share_of_fy": 0.158307
          },
          {
            "key": "other",
            "label": "other",
            "usd": 210754105.2,
            "n_payees": 147,
            "share_of_fy": 0.068588
          },
          {
            "key": "healthcare",
            "label": "healthcare",
            "usd": 163732847.5,
            "n_payees": 31,
            "share_of_fy": 0.053285
          },
          {
            "key": "unclassified",
            "label": "unclassified",
            "usd": 85563358.4,
            "n_payees": 11670,
            "share_of_fy": 0.027846
          },
          {
            "key": "payroll_passthrough",
            "label": "payroll_passthrough",
            "usd": 9995648.8,
            "n_payees": 5,
            "share_of_fy": 0.003253
          },
          {
            "key": "person",
            "label": "person",
            "usd": 7431568.1,
            "n_payees": 60,
            "share_of_fy": 0.002419
          }
        ],
        "org_group": [
          {
            "key": "02",
            "label": "Public Works, Transportation & Commerce",
            "usd": 1483447713.8,
            "n_payees": 4168,
            "share_of_fy": 0.482775
          },
          {
            "key": "04",
            "label": "Community Health",
            "usd": 560262364.7,
            "n_payees": 1852,
            "share_of_fy": 0.182332
          },
          {
            "key": "06",
            "label": "General Administration & Finance",
            "usd": 405375692.7,
            "n_payees": 7100,
            "share_of_fy": 0.131926
          },
          {
            "key": "03",
            "label": "Human Welfare & Neighborhood Development",
            "usd": 285056700.9,
            "n_payees": 1143,
            "share_of_fy": 0.092769
          },
          {
            "key": "07",
            "label": "General City Responsibilities",
            "usd": 154309881.5,
            "n_payees": 40,
            "share_of_fy": 0.050219
          },
          {
            "key": "01",
            "label": "Public Protection",
            "usd": 122447766.3,
            "n_payees": 1941,
            "share_of_fy": 0.03985
          },
          {
            "key": "05",
            "label": "Culture & Recreation",
            "usd": 61853135.2,
            "n_payees": 1482,
            "share_of_fy": 0.02013
          }
        ]
      }
    },
    "2009": {
      "total_usd": 3191549600.5,
      "execution_status": "closed",
      "dimensions": {
        "department": [
          {
            "key": "DPH",
            "label": "Department of Public Health",
            "usd": 568378272.6,
            "n_payees": 1749,
            "share_of_fy": 0.178088
          },
          {
            "key": "AIR",
            "label": "Airport Commission",
            "usd": 479901421.2,
            "n_payees": 781,
            "share_of_fy": 0.150366
          },
          {
            "key": "DPW",
            "label": "Public Works",
            "usd": 276239562.8,
            "n_payees": 649,
            "share_of_fy": 0.086553
          },
          {
            "key": "MTA",
            "label": "Municipal Transportation Agency",
            "usd": 197035749.4,
            "n_payees": 809,
            "share_of_fy": 0.061737
          },
          {
            "key": "GEN",
            "label": "General City Responsibilities",
            "usd": 168209069.8,
            "n_payees": 33,
            "share_of_fy": 0.052705
          },
          {
            "key": "WTR",
            "label": "Water Enterprise (Public Utilities Commission)",
            "usd": 156976768.6,
            "n_payees": 2071,
            "share_of_fy": 0.049185
          },
          {
            "key": "PUC",
            "label": "Public Utilities Commission",
            "usd": 143399773.1,
            "n_payees": 548,
            "share_of_fy": 0.044931
          },
          {
            "key": "CWP",
            "label": "Wastewater Enterprise (Public Utilities Commission)",
            "usd": 142360231.0,
            "n_payees": 459,
            "share_of_fy": 0.044605
          },
          {
            "key": "DSS",
            "label": "Human Services Agency",
            "usd": 142232597.6,
            "n_payees": 531,
            "share_of_fy": 0.044565
          },
          {
            "key": "ADM",
            "label": "City Administrator's Office",
            "usd": 133066845.9,
            "n_payees": 1090,
            "share_of_fy": 0.041693
          }
        ],
        "kind": [
          {
            "key": "supplier",
            "label": "supplier",
            "usd": 1418006692.4,
            "n_payees": 2026,
            "share_of_fy": 0.4443
          },
          {
            "key": "fiscal_agent_debt_service",
            "label": "fiscal_agent_debt_service",
            "usd": 758042356.4,
            "n_payees": 18,
            "share_of_fy": 0.237515
          },
          {
            "key": "nonprofit",
            "label": "nonprofit",
            "usd": 501425017.2,
            "n_payees": 861,
            "share_of_fy": 0.15711
          },
          {
            "key": "other",
            "label": "other",
            "usd": 248813947.1,
            "n_payees": 149,
            "share_of_fy": 0.07796
          },
          {
            "key": "healthcare",
            "label": "healthcare",
            "usd": 164132041.1,
            "n_payees": 33,
            "share_of_fy": 0.051427
          },
          {
            "key": "unclassified",
            "label": "unclassified",
            "usd": 81847151.1,
            "n_payees": 10622,
            "share_of_fy": 0.025645
          },
          {
            "key": "payroll_passthrough",
            "label": "payroll_passthrough",
            "usd": 11643182.1,
            "n_payees": 6,
            "share_of_fy": 0.003648
          },
          {
            "key": "person",
            "label": "person",
            "usd": 7639213.1,
            "n_payees": 62,
            "share_of_fy": 0.002394
          }
        ],
        "org_group": [
          {
            "key": "02",
            "label": "Public Works, Transportation & Commerce",
            "usd": 1504787477.9,
            "n_payees": 4702,
            "share_of_fy": 0.471491
          },
          {
            "key": "04",
            "label": "Community Health",
            "usd": 568378272.6,
            "n_payees": 1749,
            "share_of_fy": 0.178088
          },
          {
            "key": "06",
            "label": "General Administration & Finance",
            "usd": 406889456.7,
            "n_payees": 5944,
            "share_of_fy": 0.12749
          },
          {
            "key": "03",
            "label": "Human Welfare & Neighborhood Development",
            "usd": 344356583.1,
            "n_payees": 1071,
            "share_of_fy": 0.107896
          },
          {
            "key": "07",
            "label": "General City Responsibilities",
            "usd": 168209069.8,
            "n_payees": 33,
            "share_of_fy": 0.052705
          },
          {
            "key": "01",
            "label": "Public Protection",
            "usd": 133426234.2,
            "n_payees": 1824,
            "share_of_fy": 0.041806
          },
          {
            "key": "05",
            "label": "Culture & Recreation",
            "usd": 65502506.2,
            "n_payees": 1410,
            "share_of_fy": 0.020524
          }
        ]
      }
    },
    "2010": {
      "total_usd": 3401160998.2,
      "execution_status": "closed",
      "dimensions": {
        "department": [
          {
            "key": "DPH",
            "label": "Department of Public Health",
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            "share_of_fy": 0.174105
          },
          {
            "key": "AIR",
            "label": "Airport Commission",
            "usd": 588569555.1,
            "n_payees": 759,
            "share_of_fy": 0.17305
          },
          {
            "key": "MTA",
            "label": "Municipal Transportation Agency",
            "usd": 254038711.2,
            "n_payees": 778,
            "share_of_fy": 0.074692
          },
          {
            "key": "PUC",
            "label": "Public Utilities Commission",
            "usd": 254023713.8,
            "n_payees": 517,
            "share_of_fy": 0.074687
          },
          {
            "key": "GEN",
            "label": "General City Responsibilities",
            "usd": 204075895.6,
            "n_payees": 15,
            "share_of_fy": 0.060002
          },
          {
            "key": "DPW",
            "label": "Public Works",
            "usd": 183022978.9,
            "n_payees": 639,
            "share_of_fy": 0.053812
          },
          {
            "key": "WTR",
            "label": "Water Enterprise (Public Utilities Commission)",
            "usd": 167780282.6,
            "n_payees": 2447,
            "share_of_fy": 0.04933
          },
          {
            "key": "DSS",
            "label": "Human Services Agency",
            "usd": 161147314.4,
            "n_payees": 493,
            "share_of_fy": 0.04738
          },
          {
            "key": "CWP",
            "label": "Wastewater Enterprise (Public Utilities Commission)",
            "usd": 120201396.9,
            "n_payees": 434,
            "share_of_fy": 0.035341
          },
          {
            "key": "ADM",
            "label": "City Administrator's Office",
            "usd": 116002078.9,
            "n_payees": 1115,
            "share_of_fy": 0.034107
          }
        ],
        "kind": [
          {
            "key": "supplier",
            "label": "supplier",
            "usd": 1545830407.3,
            "n_payees": 2067,
            "share_of_fy": 0.454501
          },
          {
            "key": "fiscal_agent_debt_service",
            "label": "fiscal_agent_debt_service",
            "usd": 818473211.5,
            "n_payees": 17,
            "share_of_fy": 0.240645
          },
          {
            "key": "nonprofit",
            "label": "nonprofit",
            "usd": 477817044.0,
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            "share_of_fy": 0.140486
          },
          {
            "key": "other",
            "label": "other",
            "usd": 285889721.2,
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            "share_of_fy": 0.084057
          },
          {
            "key": "healthcare",
            "label": "healthcare",
            "usd": 168315379.1,
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            "share_of_fy": 0.049488
          },
          {
            "key": "unclassified",
            "label": "unclassified",
            "usd": 73290397.5,
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            "share_of_fy": 0.021549
          },
          {
            "key": "payroll_passthrough",
            "label": "payroll_passthrough",
            "usd": 24531428.0,
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          },
          {
            "key": "person",
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            "share_of_fy": 0.002062
          }
        ],
        "org_group": [
          {
            "key": "02",
            "label": "Public Works, Transportation & Commerce",
            "usd": 1684285873.7,
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            "share_of_fy": 0.495209
          },
          {
            "key": "04",
            "label": "Community Health",
            "usd": 592158661.6,
            "n_payees": 1696,
            "share_of_fy": 0.174105
          },
          {
            "key": "03",
            "label": "Human Welfare & Neighborhood Development",
            "usd": 379133007.1,
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            "share_of_fy": 0.111472
          },
          {
            "key": "06",
            "label": "General Administration & Finance",
            "usd": 348435933.4,
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            "share_of_fy": 0.102446
          },
          {
            "key": "07",
            "label": "General City Responsibilities",
            "usd": 204075895.6,
            "n_payees": 15,
            "share_of_fy": 0.060002
          },
          {
            "key": "01",
            "label": "Public Protection",
            "usd": 127627319.8,
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            "share_of_fy": 0.037525
          },
          {
            "key": "05",
            "label": "Culture & Recreation",
            "usd": 65444307.0,
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            "share_of_fy": 0.019242
          }
        ]
      }
    },
    "2011": {
      "total_usd": 3937384783.7,
      "execution_status": "closed",
      "dimensions": {
        "department": [
          {
            "key": "AIR",
            "label": "Airport Commission",
            "usd": 677176485.5,
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            "share_of_fy": 0.171986
          },
          {
            "key": "DPH",
            "label": "Department of Public Health",
            "usd": 655199220.3,
            "n_payees": 1611,
            "share_of_fy": 0.166405
          },
          {
            "key": "PUC",
            "label": "Public Utilities Commission",
            "usd": 483717471.7,
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            "share_of_fy": 0.122852
          },
          {
            "key": "MTA",
            "label": "Municipal Transportation Agency",
            "usd": 333385573.2,
            "n_payees": 763,
            "share_of_fy": 0.084672
          },
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