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    "title": "LA County Parcel Data (Assessor Roll)",
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        "properties": {
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            "title": "AIN",
            "type": "string",
            "description": "Assessor Identification Number (10-digit), substring match. Example: 2067 (a substring) or the full AIN.",
            "default": ""
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          "apn": {
            "title": "APN",
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          "address": {
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            "description": "Situs (property) address substring, case-insensitive, e.g. a street name like SHEPHERD HILLS.",
            "default": ""
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          "city": {
            "title": "Situs city",
            "type": "string",
            "description": "Situs city substring, case-insensitive, e.g. DIAMOND BAR. This column is free text in the source (the same city appears in several spellings), so it is a substring match rather than an exact list.",
            "default": ""
          },
          "zip": {
            "title": "Situs ZIP prefix",
            "type": "string",
            "description": "Situs ZIP prefix, e.g. 900 or 91765.",
            "default": ""
          },
          "useType": {
            "title": "Use class",
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              "",
              "Residential",
              "Commercial",
              "Industrial",
              "Irrigated Farm",
              "Government",
              "Miscellaneous",
              "Institutional",
              "Recreational"
            ],
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            "type": "string",
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            "default": ""
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            "description": "Assessment roll year, e.g. 2026 (the current roll for ~2.37M parcels). Blank = any year.",
            "default": ""
          },
          "parcelTypeCode": {
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              "0",
              "1",
              "2"
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            "description": "Assessor parcel-type class: 0 = standard parcel (~2.08M), 1 = ~352k, 2 = ~2.6k. Blank = any.",
            "default": ""
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            "title": "Year built",
            "type": "string",
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            "default": ""
          },
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            "title": "Min land value ($)",
            "type": "integer",
            "description": "Only parcels with a rolled land value at or above this amount. Parcels with no land value on the roll are excluded by a bound here."
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          "maxLandValue": {
            "title": "Max land value ($)",
            "type": "integer",
            "description": "Only parcels with a rolled land value at or below this amount."
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          "changedFrom": {
            "title": "Last changed on or after",
            "type": "string",
            "description": "Only parcels the assessor last changed on/after this date (YYYY-MM-DD). Note: 69% of parcels carry no last-change date, so a window here selects only the ~31% the assessor has a change timestamp for.",
            "default": ""
          },
          "changedTo": {
            "title": "Last changed before",
            "type": "string",
            "description": "Only parcels the assessor last changed on/before this date (YYYY-MM-DD).",
            "default": ""
          },
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            "title": "Aggregate instead of parcels",
            "type": "boolean",
            "description": "When on, returns one summary record per group (see groupBy) with count - instead of individual parcels.",
            "default": false
          },
          "groupBy": {
            "title": "Aggregate by",
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              "useType",
              "useDescription",
              "rollYear",
              "parcelTypeCode",
              "taxRateCity"
            ],
            "type": "string",
            "description": "Which dimension to aggregate over. useType -> the broad use mix (residential / commercial / industrial / ...); useDescription -> finer detail (single family, two units, five or more apartments, desert, ...); taxRateCity -> where the parcels are.",
            "default": "useType"
          },
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            "title": "Max records",
            "minimum": 0,
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            "description": "Cap the number of parcel records pushed (0 = up to ~10k per run; each record is metered individually, so there is no per-run charge cap). Does not apply in aggregate mode, which returns every group of the chosen dimension (at most ~90).",
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