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    "title": "Chicago Business Licenses - Full History & Active",
    "description": "Chicago business licenses (public open data, 1.2M records, full history since 2002): every license event with licensee and DBA, address / ward / community area, class, business activity and the application-to-expiration lifecycle. Filter by class/status/name/ward/date or pull the live slice.",
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              "recent",
              "aggregate"
            ],
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          },
          "licenseClass": {
            "title": "License class",
            "type": "string",
            "description": "The license class (fuzzy), e.g. 'Retail Food Establishment', 'Tavern', 'Package Goods', 'Peddler', 'Valet Parking', 'Tobacco', 'Limited Business'. Blank = every class.",
            "default": ""
          },
          "status": {
            "title": "Status",
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            "default": ""
          },
          "applicationType": {
            "title": "Application type",
            "type": "string",
            "description": "Exact: RENEW, ISSUE, C_LOC (location change), C_EXPA, C_SBA, C_CAPA. Blank = any.",
            "default": ""
          },
          "licenseNumber": {
            "title": "License number",
            "type": "string",
            "description": "Exact license number - all events for that license.",
            "default": ""
          },
          "name": {
            "title": "Business name",
            "type": "string",
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            "default": ""
          },
          "address": {
            "title": "Address",
            "type": "string",
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            "default": ""
          },
          "ward": {
            "title": "Ward",
            "type": "string",
            "description": "Chicago ward number, exact (e.g. 42).",
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          },
          "communityArea": {
            "title": "Community area",
            "type": "string",
            "description": "Community-area name (fuzzy), e.g. 'LOOP' or 'LAKE VIEW'.",
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          },
          "issuedFrom": {
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            "description": "Only licenses issued on/after this date (YYYY-MM-DD).",
            "default": ""
          },
          "issuedTo": {
            "title": "Issued before",
            "type": "string",
            "description": "Only licenses issued before this date. ISO date, YYYY-MM-DD (e.g. 2026-01-01).",
            "default": ""
          },
          "expiresFrom": {
            "title": "Expires on or after",
            "type": "string",
            "description": "Only licenses expiring on/after this date - e.g. a renewal pipeline.",
            "default": ""
          },
          "expiresTo": {
            "title": "Expires before",
            "type": "string",
            "description": "Only licenses expiring before this date. ISO date, YYYY-MM-DD (e.g. 2026-01-01).",
            "default": ""
          },
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            "title": "Aggregate by",
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              "licenseClass",
              "status",
              "applicationType",
              "ward",
              "communityArea",
              "issueYear"
            ],
            "type": "string",
            "description": "Which dimension to aggregate over. licenseClass -> the business mix; ward / communityArea -> where licensing clusters; applicationType -> new vs renewal; issueYear -> the pipeline over time.",
            "default": "licenseClass"
          },
          "maxResults": {
            "title": "Max records",
            "minimum": 0,
            "type": "integer",
            "description": "Cap the number of records pushed (0 = up to ~10k per run; each record is metered individually, so there is no per-run charge cap). An aggregate has at most a few hundred groups.",
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