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    Canonical data catalog

    Useful data first. The full inventory one level deeper.

    Start with public forecast outputs, normalized observations, benchmark-ready panels, and official upstream source links. Every other known asset remains documented with explicit readiness, provenance, and access policy.

    Browse original sources Open source JSON Download all source links
    documented assets
    89
    source rows
    112
    official links
    115
    lineage panels
    38
    available now
    23
    documented and planned
    41
    governed or held
    25
    Start here

    Open the highest-value surface first

    The catalog is comprehensive, but most people should not start with the full inventory. Use this order to choose between forecasts, benchmark data, source coverage, transformed panels, and governed raw-data review.

    OpenAPI reference
    1
    Forecast consumers

    Use forecasts and aggregate snapshots first

    Start here for apps, notebooks, agents, or downstream benchmark consumers that need Homecastr outputs rather than raw inputs.

    REST
    /api/v1/forecast/tract
    MCP
    forecast_by_tract
    SDK
    client.forecasts.tract()
    Open forecast API
    2
    Benchmark and eval users

    Use vintages, backtests, and public score tables

    This is the safest public data lane for Chronos, TimesFM, Nixtla, Prior Labs, Earth AI, and other forecasting repos.

    REST
    /api/v1/benchmarks/catalog
    MCP
    list_benchmark_datasets
    SDK
    client.benchmarks.catalog()
    Browse benchmarks
    3
    Source and provenance auditors

    Use the coverage atlas plus official source links

    Inspect where every tracked source applies, which public reference geometry is redistributable, and where source-native geometry is still gated.

    REST
    /api/v1/data/coverage/map
    MCP
    get_source_coverage_map
    SDK
    client.coverage.map()
    View coverage atlas
    4
    Data lineage researchers

    Review panel lineage and schema contracts

    Inspect source roles, join keys, transformations, output fields, and canonical schemas before using a published dataset.

    REST
    /api/v1/data/panels/{panel_id}/lineage
    MCP
    get_panel_lineage
    SDK
    client.panels.lineage()
    See SDK usage
    5
    Raw and governed-data reviewers

    Use asset cards before requesting raw payloads

    Parcel/unit histories, unclear extracts, internal analytics, and cost records stay metadata-only or restricted until license and safety review clears them.

    REST
    /api/v1/data/catalog
    MCP
    list_data_assets
    SDK
    client.dataAssets.list()
    Review inventory
    Copy-ready starts

    One example per path

    These examples intentionally use public-safe metadata, aggregate, or governed-card surfaces. Raw parcel, unit, cost, and analytics payloads still require explicit review before any data release.

    1. Forecast consumers
    REST
    GET /api/v1/forecast/tract?geoid=48201231400
    MCP
    { "tool": "forecast_by_tract", "arguments": { "geoid": "48201231400" } }
    SDK
    const forecast = await client.forecasts.tract("48201231400")
    2. Benchmark and eval users
    REST
    GET /api/v1/benchmarks/catalog?phase=phase_1
    MCP
    { "tool": "list_benchmark_datasets", "arguments": { "phase": "phase_1" } }
    SDK
    const catalog = await client.benchmarks.catalog({ phase: "phase_1" })
    3. Source and provenance auditors
    REST
    GET /api/v1/data/coverage/map
    MCP
    { "tool": "get_source_coverage_map", "arguments": {} }
    SDK
    const geojson = await client.coverage.map()
    4. Data lineage researchers
    REST
    GET /api/v1/data/panels/panel.acs_nationwide/lineage
    MCP
    { "tool": "get_panel_lineage", "arguments": { "panel_id": "panel.acs_nationwide" } }
    SDK
    const lineage = await client.panels.lineage("panel.acs_nationwide")
    5. Raw and governed-data reviewers
    REST
    GET /api/v1/data/assets/ops.training_runs
    MCP
    { "tool": "get_data_asset", "arguments": { "asset_id": "ops.training_runs" } }
    SDK
    const card = await client.dataAssets.get("ops.training_runs")
    Public-safe artifact shelf

    Download the docs, ledgers, schemas, and map layers

    These are the reviewed public artifacts behind the catalog and atlas. They expose metadata, provenance, reference geometry, contracts, and policy ledgers; governed raw rows, internal analytics, cost records, and source-native parcel/unit payloads remain excluded.

    Artifact metadata API
    Catalog and policy
    TSV

    Full data surface matrix

    The 89-asset universe mapped to REST, MCP, OpenAPI, docs, SDK/library, readiness, blockers, and next steps.

    public-data.full_data_surface_matrix_tsv
    MetadataDownload
    Catalog and policy
    TSV

    Standardization ledger

    Raw retention, normalization, engineering, synthesis, canonical contracts, target surfaces, and public-safety posture.

    public-data.standardization_ledger_tsv
    MetadataDownload
    Source lineage
    TSV

    Source inventory

    One row per tracked source, including official URLs, source family, geography, license/readiness labels, panels, and evidence paths.

    public-data.source_inventory_tsv
    MetadataDownload
    Source lineage
    TSV

    Panel lineage

    Source-to-panel edges with join keys, transform identifiers, output fields, panel IDs, and status.

    public-data.panel_lineage_tsv
    MetadataDownload
    Coverage atlas
    GeoJSON

    Source coverage map

    Selectable coverage regions with source IDs, official URLs, panel links, readiness, license metadata, geometry roles, and public reference shapes where available.

    public-data.source_coverage_map_geojson
    MetadataDownload
    Coverage atlas
    GeoJSON

    Reference boundaries

    Redistributable Census TIGERweb and Natural Earth boundaries used by the atlas; not source-native parcel or assessor geometry.

    public-data.reference_boundaries_geojson
    MetadataDownload
    Coverage atlas
    TSV

    Source coverage index

    The source-to-geography bridge with native-resolution hints, reference-boundary metadata, official URLs, and redistribution policy.

    public-data.source_coverage_index_tsv
    MetadataDownload
    Contracts
    JSON

    Schema bundle

    Machine-readable Homecastr contracts for dataset assets, sources, panels, observations, features, forecasts, artifacts, and access policy.

    public-data.contract_schema_bundle_json
    MetadataDownload
    Release governance
    Markdown

    Release wave 1 screen

    The launch, draft, and hold decisions for the first public-data release wave.

    public-data.release_wave_1_md
    MetadataDownload
    Release governance
    Markdown

    Completion audit

    Requirement-to-evidence ledger for full-surface coverage, original-source links, exceptions, and public-safety limits.

    public-data.completion_audit_md
    MetadataDownload
    Source lineage
    TSV

    Public records acquisition rollup

    Machine-readable fold-in of R2/public-route acquisition evidence from the parallel public-records worktree, with records-law gates and holdbacks.

    public-data.public_records_acquisition_rollup_tsv
    MetadataDownload
    Standardization and delivery

    How every known asset becomes a product surface

    This is the comprehensive bridge from raw source retention to normalized records, engineered features, panels, forecasts, benchmarks, synthetic/scenario records, and delivery through REST, MCP, OpenAPI, docs, SDK, and artifact downloads.

    Download standardization ledger Exposure registry Schema docs
    89
    known assets
    23
    public payload assets
    66
    metadata-only or governed

    Canonical lifecycle coverage

    Raw retained
    hc.source_snapshot.v1
    89

    Source bytes or payload snapshots stay append-only with retrieval, hash, source, and policy metadata.

    Normalized
    hc.observation.v1
    45

    Rows are converted into canonical entity, time, metric, unit, value, quality, and provenance fields.

    Engineered
    hc.feature_record.v1
    42

    Transforms carry versioned feature-set IDs, parent record references, as-of dates, and leakage rules.

    Panelized
    hc.panel_row.v1
    40

    Model-ready long panels preserve entity, period, feature version, split, and source lineage.

    Forecasted
    hc.forecast_series.v1
    20

    Forecast products separate origin time, forecast horizon, model version, quantiles, scenarios, and vintages.

    Benchmarked
    hc.benchmark_result.v1
    8

    Evaluation assets pin snapshots, cutoffs, code/config versions, score rows, and sample counts.

    Cataloged
    metadata + policy
    89

    Every asset has inventory metadata. Proposed targets do not imply that a record operation is published.

    Family implementation map

    Each family row is generated from the matrix-backed asset catalog. Counts include public, draft, metadata-only, restricted, and unavailable assets; payload access remains controlled by each asset policy.

    Context inputs
    context_input
    21
    assets
    6 public payload assets1 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.feature_record.v1hc.observation.v1+3 more
    REST: /api/v1/data/assets/context.census_building_permits
    MCP: get_census_bps_county_monthly
    SDK: client.dataAssets.get()
    Formats: csv | jsonl | parquet
    Input panels
    input_panel
    17
    assets
    0 public payload assets3 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.feature_record.v1hc.observation.v1+3 more
    REST: /api/v1/data/observations; /api/v1/data/panels/{panel_id}
    MCP: query_observations; get_panel_slice
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | jsonl | parquet
    Forecast outputs
    forecast_output
    16
    assets
    8 public payload assets3 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.forecast_series.v1hc.forecast_vintage.v1+2 more
    REST: /api/forecasts/download
    MCP: forecast_by_address
    SDK: client.artifacts.download()
    Formats: csv | json | jsonl
    Governed operations
    ops_internal
    10
    assets
    1 public payload assets9 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.operational_record.v1hc.product_event.v1+2 more
    REST: /api/v1/status; /api/v1/status/history
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: json
    Backtests and vintages
    backtest_output
    4
    assets
    2 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.benchmark_result.v1hc.forecast_vintage.v1+2 more
    REST: /api/v1/benchmarks/backtests
    MCP: get_backtest_scores
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | json | jsonl | parquet
    Governed research assets
    research_internal
    3
    assets
    0 public payload assets3 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.provenance_manifest.v1hc.source_snapshot.v1
    REST: /api/v1/data/assets/research.notebooks_pitch_artifacts
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: json
    Prediction-market inputs
    prediction_market_input
    3
    assets
    0 public payload assets3 governed holdbacks
    hc.access_policy.v1hc.feature_record.v1hc.observation.v1hc.provenance_manifest.v1+1 more
    REST: /api/v1/data/assets/prediction.parcl_ppsf
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: csv | json | jsonl
    Provenance manifests
    provenance_manifest
    3
    assets
    3 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.dataset_asset.v1hc.provenance_manifest.v1hc.source_snapshot.v1
    REST: /api/v1/benchmarks/sources
    MCP: get_provenance
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | json | jsonl
    Benchmark metadata
    benchmark_metadata
    2
    assets
    2 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.benchmark_result.v1hc.dataset_asset.v1hc.provenance_manifest.v1+1 more
    REST: /api/v1/benchmarks/catalog
    MCP: list_benchmark_datasets|get_benchmark_dataset
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | json
    Geography and crosswalks
    geography_reference
    2
    assets
    0 public payload assets1 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.observation.v1hc.provenance_manifest.v1+1 more
    REST: /api/v1/data/assets/geography.boundaries_crosswalks_labels; /api/v1/data/entities/{entity_id}; /api/v1/data/crosswalks;...
    MCP: get_data_asset; get_entity; get_geography_crosswalk
    SDK: client.dataAssets.get(); client.entities.get(); client.geographies.getCrosswalk()
    Formats: csv | geojson | json | mvt
    Schemas
    schema
    2
    assets
    0 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.dataset_asset.v1hc.provenance_manifest.v1+1 more
    REST: /api/v1/data/assets/schema.canonical_property_panel; /api/v1/data/schemas
    MCP: get_data_asset; list_data_schemas; get_data_schema
    SDK: client.dataAssets.get(); client.schemas.get()
    Formats: json
    Source metadata
    source_metadata
    2
    assets
    0 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.dataset_asset.v1hc.provenance_manifest.v1hc.source_snapshot.v1
    REST: /api/v1/data/assets/source_review.master_catalog; /api/v1/data/sources; /api/v1/data/provenance/{provenance_id}
    MCP: get_data_asset; list_data_sources; get_provenance
    SDK: client.dataAssets.get(); client.sources.list(); client.provenance.get()
    Formats: csv | json
    Benchmark panels
    benchmark_panel
    1
    assets
    1 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.benchmark_result.v1hc.observation.v1+3 more
    REST: /api/v1/benchmarks/sources
    MCP: get_data_artifact
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | json | jsonl | parquet
    Governed model assets
    model_internal
    1
    assets
    0 public payload assets1 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.benchmark_result.v1hc.model_artifact.v1+2 more
    REST: /api/v1/data/assets/model.checkpoints_bundles_manifests
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: json
    Governed product assets
    product_internal
    1
    assets
    0 public payload assets1 governed holdbacks
    hc.access_policy.v1hc.product_event.v1hc.provenance_manifest.v1hc.source_snapshot.v1
    REST: /api/v1/data/assets/product.portfolio_preview_data
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: json
    Training panels
    training_panel
    1
    assets
    0 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.feature_record.v1hc.observation.v1+3 more
    REST: /api/v1/data/observations; /api/v1/data/panels/{panel_id}
    MCP: query_observations; get_panel_slice
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | jsonl | parquet
    Source coverage visuals

    What exists, where it came from, and how it feeds panels

    These visuals summarize the source-level inventory. They are intentionally metadata-first: official source links are public, while governed raw rows remain behind source and license review.

    Coverage JSON Coverage Map API Download GeoJSON

    Interactive coverage atlas

    Actual public boundary geometries are drawn by default. Use fallback regions only for source rows that do not have a packaged public boundary yet.

    Click a geography to select or deselect it. Use source rows to zoom, isolate, or reselect the map features associated with a dataset.
    Showing packaged Census and Natural Earth reference geometries. Fallback regions are hidden by default and only cover rows without redistributable geometry.
    20
    GeoJSON regions
    16
    reference shapes
    4
    generalized
    107
    visible sources
    111
    official links
    40
    active datasets
    106
    metadata-public

    This is a selectable coverage map backed by public-data.source_coverage_map_geojson snapshot public-data.source_coverage_map.2026-07-19: 16 of 16 visible geography features are active, filtered to 107 visible source rows and 111 official upstream links. Packaged public reference geometries are exposed through public-data.reference_boundaries_geojson; exact source-native parcel, permit, assessor, utility, building, zoning, or hazard boundaries still require per-source import and license review before redistribution.

    Focused geography

    This panel is driven by the same map selection state as the dataset and source lists.

    No geography is focused yet. Click a polygon, choose a geography card, or use a source row's geography controls to focus one.

    Map layers and geographies

    Actual boundary geometries are the default. Turn on fallback regions only for rows without packaged geometry.

    16/16
    31

    US

    public reference boundarymetadata only no native boundarynative boundary candidate terms review requiredreference boundary only

    Census state reference boundary for the United States and District of Columbia; not source-native national parcel, assessor, permit, or benchmark geo...

    Boundary: Alabama, Alaska, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, District of Columbia, Florida, Georgia, Hawaii, Idaho, Illinois, Indiana, Iowa, Kansas, Kentucky, Louisiana, Maine, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Jersey, New Mexico, New York, North Carolina, North Dakota, Ohio, Oklahoma, Oregon, Pennsylvania, Rhode Island, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, Washington, West Virginia, Wisconsin, Wyoming

    Region source indexBoundary GeoJSONBoundary source
    47

    US-AZ-Phoenix-MSA | US-AZ-Maricopa | US-AZ-Pinal

    public reference boundarynative boundary candidate blocked or terms unclearnative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Maricopa and Pinal counties; not MAG, assessor, parcel, zoning, or utility native geometry.

    Boundary: Maricopa County, Pinal County

    Region source indexBoundary GeoJSONBoundary source
    2

    US-TX

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census state reference boundary for Texas; not TXGIO or statewide source-native parcel geometry.

    Boundary: Texas

    Region source indexBoundary GeoJSONBoundary source
    2

    US-TX-Austin

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for a five-county Austin metro proxy; not Austin permit, parcel, or planning native geometry.

    Boundary: Bastrop County, Caldwell County, Hays County, Travis County, Williamson County

    Region source indexBoundary GeoJSONBoundary source
    1

    US-TX-Harris

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Harris County; not Houston or Harris County source-native parcel/permit geometry.

    Boundary: Harris County

    Region source indexBoundary GeoJSONBoundary source
    4

    US-NY-New York City

    public reference boundarymetadata only no native boundarynative boundary candidate terms review requiredreference boundary only

    Census county reference boundary for the five New York City county equivalents; not NYC source-native building, parcel, permit, or PLUTO geometry.

    Boundary: Bronx County, Kings County, New York County, Queens County, Richmond County

    Region source indexBoundary GeoJSONBoundary source
    3

    US-IL-Cook | US-IL-Chicago

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Cook County; not Chicago or Cook County source-native parcel, permit, or assessor geometry.

    Boundary: Cook County

    Region source indexBoundary GeoJSONBoundary source
    3

    US-WA-King | US-WA-Seattle

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for King County; not Seattle or King County source-native parcel, permit, or assessor geometry.

    Boundary: King County

    Region source indexBoundary GeoJSONBoundary source
    2

    US-CA-San Francisco

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for San Francisco County; not San Francisco source-native parcel, permit, or assessor geometry.

    Boundary: San Francisco County

    Region source indexBoundary GeoJSONBoundary source
    2

    US-PA-Philadelphia

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Philadelphia County; not Philadelphia source-native parcel, permit, or assessor geometry.

    Boundary: Philadelphia County

    Region source indexBoundary GeoJSONBoundary source
    2

    US-FL

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census state reference boundary for Florida; not Florida DOR source-native parcel, roll, or benchmark geometry.

    Boundary: Florida

    Region source indexBoundary GeoJSONBoundary source
    1

    US-FL-Miami-Dade

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Miami-Dade County; not Miami-Dade source-native parcel, permit, or assessor geometry.

    Boundary: Miami-Dade County

    Region source indexBoundary GeoJSONBoundary source
    1

    US-MA

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census state reference boundary for Massachusetts; not MassGIS source-native assessor geometry.

    Boundary: Massachusetts

    Region source indexBoundary GeoJSONBoundary source
    1

    CA

    public reference boundarymetadata only no native boundaryreference boundary only

    Natural Earth country reference boundary for Canada; not Canada source-native parcel, assessment, or benchmark geometry.

    Boundary: Canada

    Region source indexBoundary GeoJSONBoundary source
    4

    GB | United Kingdom

    public reference boundarymetadata only no native boundaryreference boundary join requiredreference boundary only

    Natural Earth country reference boundary for the United Kingdom; not UK source-native price-paid or rate geometry.

    Boundary: United Kingdom

    Region source indexBoundary GeoJSONBoundary source
    4

    FR | France

    public reference boundarymetadata only no native boundarynative boundary candidate terms review requiredreference boundary only

    Natural Earth country reference boundary for France; not DVF, INSEE, or Banque de France source-native geometry.

    Boundary: France

    Region source indexBoundary GeoJSONBoundary source

    Selected datasets and panels

    Uncheck a dataset or panel to narrow the current source list.

    40/40
    Lineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Lineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Lineage JSON
    Asset JSONLineage JSON
    Lineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Lineage JSON
    Lineage JSON
    Lineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Lineage JSON
    Asset JSONLineage JSON
    Lineage JSON
    Lineage JSON
    Lineage JSON
    Lineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON
    Asset JSONLineage JSON

    Original source links for selected map

    Every official URL in the current geography, dataset, search, and source-filter slice is listed here.

    111 links

    This is the atlas-level source directory: 106 visible source rows across 16 selected geographies, with public reference boundaries or governed fallback regions preserved separately from source-native data.

    BLS labor and inflation context
    bls.labor.context
    labor inflation
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.bls_labor, panel.global_universal.

    Official source: api.bls.govSource JSONCoverage index JSON
    Census Building Permits Survey county-month
    census.building_permits.county_month
    permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.census_building_permits, panel.florida_dor, panel.global_universal.

    Official source: www2.census.govSource JSONCoverage index JSON
    Chicago building permits
    chicago.building_permits.citywide
    permits
    Chicago / Cook Countymetadata publicpublic source reviewed

    Panels: evidence.permits_planning.

    Official source: data.cityofchicago.orgSource JSONCoverage index JSON
    Climate hazard composite context
    climate_hazard.context
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.climate_hazard, panel.global_universal.

    Official source 1: aqs.epa.govSource JSONCoverage index JSON
    Climate hazard composite context
    climate_hazard.context
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.climate_hazard, panel.global_universal.

    Official source 2: hazards.fema.govSource JSONCoverage index JSON
    Climate hazard composite context
    climate_hazard.context
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.climate_hazard, panel.global_universal.

    Official source 3: ncei.noaa.govSource JSONCoverage index JSON
    EPA annual AQI by county
    epa.aqi.county_year
    air quality
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.epa_aqi, panel.florida_dor, panel.global_universal.

    Official source: aqs.epa.govSource JSONCoverage index JSON
    FEMA disaster declarations summaries
    fema.disaster_declarations.county_year
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.fema_disasters, panel.florida_dor, panel.global_universal.

    Official source: fema.govSource JSONCoverage index JSON
    FHFA HPI state-year context
    fhfa.hpi.state_year
    housing index
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.fhfa_hpi, panel.acs_nationwide.

    Official source: fhfa.govSource JSONCoverage index JSON
    FRED macro context
    fred.macro.context
    macro context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.fred_macro, panel.acs_nationwide, panel.global_universal.

    Official source: fred.stlouisfed.orgSource JSONCoverage index JSON
    Macro market composite context
    macro_market.context
    macro context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.macro_market, panel.global_universal.

    Official source 1: api.census.govSource JSONCoverage index JSON
    Macro market composite context
    macro_market.context
    macro context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.macro_market, panel.global_universal.

    Official source 2: fred.stlouisfed.orgSource JSONCoverage index JSON
    Macro market composite context
    macro_market.context
    macro context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.macro_market, panel.global_universal.

    Official source 3: fhfa.govSource JSONCoverage index JSON
    NOAA Climate at a Glance county annual temperature
    noaa.cag.county_annual_temperature
    climate context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.noaa_climate, panel.global_universal.

    Official source: ncei.noaa.govSource JSONCoverage index JSON
    NYC DOB permit issuance
    nyc.dob.permit_issuance.citywide
    permits
    New York Citymetadata publicpublic source reviewed

    Panels: evidence.permits_planning, panel.nyc.

    Official source: data.cityofnewyork.usSource JSONCoverage index JSON
    Permits and planning process evidence umbrella
    permits_planning.process_evidence
    permits planning
    Metro umbrella sourcesNationwide United Statesmetadata publicpublic source reviewed

    Panels: evidence.permits_planning, panel.austin_permit, panel.az_maricopa_mag_multires_enriched.

    Official source: census.govSource JSONCoverage index JSON
    Seattle building permits
    seattle.building_permits.citywide
    permits
    Seattle / King Countymetadata publicpublic source reviewed

    Panels: evidence.permits_planning, panel.seattle_king_wa.

    Official source: data.seattle.govSource JSONCoverage index JSON
    Austin issued construction permits
    source.austin.permits
    permits redevelopment
    Austin, Texasmetadata publicpublic source reviewed

    Panels: panel.austin_permit.

    Official source: data.austintexas.govSource JSONCoverage index JSON
    Bank of England bank rate
    source.bank_of_england.bank_rate
    macro context
    United Kingdommetadata publicpublic source reviewed

    Panels: context.boe_rate, panel.uk_ppd.

    Official source: bankofengland.co.ukSource JSONCoverage index JSON
    Census DHC block and housing counts
    source.census.dhc
    demographics economics
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.global_universal.

    Official source: api.census.govSource JSONCoverage index JSON
    Cook County assessor values
    source.cook_county.assessor
    assessor tax
    Chicago / Cook Countymetadata publicpublic source reviewed

    Panels: panel.cook_county_il.

    Official source: cookcountyassessor.comSource JSONCoverage index JSON
    FEMA National Flood Hazard Layer
    source.fema.nfhl
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.florida_dor, panel.global_universal.

    Official source: hazards.fema.govSource JSONCoverage index JSON
    FEMA National Risk Index
    source.fema.nri
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.fema_nri, panel.florida_dor, panel.global_universal.

    Official source: hazards.fema.govSource JSONCoverage index JSON
    Demandes de valeurs foncieres
    source.france.dvf
    transaction
    Francemetadata publicopen license reviewed

    Panels: panel.france_dvf.

    Official source: data.gouv.frSource JSONCoverage index JSON
    Harris Central Appraisal District public data
    source.hcad_houston.assessor
    assessor tax
    Harris County / Houstonmetadata publicpublic source reviewed

    Panels: panel.hcad_houston.

    Official source: pdata.hcad.orgSource JSONCoverage index JSON
    HUD Fair Market Rents
    source.hud.fmr
    rent housing cost
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.hud_fmr, panel.global_universal.

    Official source: huduser.govSource JSONCoverage index JSON
    INSEE housing price index
    source.insee.hpi
    housing index
    Francemetadata publicpublic source reviewed

    Panels: context.insee_hpi, panel.france_dvf.

    Official source: insee.frSource JSONCoverage index JSON
    IRS county-to-county migration
    source.irs.migration
    mobility
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.irs_migration, panel.global_universal.

    Official source: irs.govSource JSONCoverage index JSON
    King County assessor property data
    source.king_county.assessor
    assessor tax
    Seattle / King Countymetadata publicpublic source reviewed

    Panels: panel.seattle_king_wa.

    Official source: kingcounty.govSource JSONCoverage index JSON
    LEHD LODES
    source.lehd.lodes
    labor mobility
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.lehd, panel.global_universal.

    Official source: lehd.ces.census.govSource JSONCoverage index JSON
    MassGIS standardized assessors parcels
    source.massgis.assessors
    assessor tax
    Massachusetts statewidemetadata publicpublic source reviewed

    Panels: panel.massgis.

    Official source: mass.govSource JSONCoverage index JSON
    Microsoft US Building Footprints
    source.microsoft.us_building_footprints
    building footprints
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.global_universal.

    Official source: github.comSource JSONCoverage index JSON
    National Land Cover Database
    source.mrlc.nlcd
    land cover
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.nlcd, panel.global_universal.

    Official source: mrlc.govSource JSONCoverage index JSON
    NYC Department of Finance property assessment records
    source.nyc.dof_assessment
    assessor tax
    New York Citymetadata publicpublic source reviewed

    Panels: panel.nyc.

    Official source: nyc.govSource JSONCoverage index JSON
    NYC MapPLUTO
    source.nyc.mappluto
    parcel geometry
    New York Citymetadata publicpublic source reviewed

    Panels: panel.nyc.

    Official source: nyc.govSource JSONCoverage index JSON
    Philadelphia property assessment data
    source.philly.opa
    assessor tax
    Philadelphia, Pennsylvaniametadata publicpublic source reviewed

    Panels: panel.philly.

    Official source: phila.govSource JSONCoverage index JSON
    PRISM climate normals
    source.prism.climate_normals
    climate context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.global_universal.

    Official source: prism.oregonstate.eduSource JSONCoverage index JSON
    San Francisco assessor historical secured property tax rolls
    source.sf.assessor_rolls
    assessor tax
    San Francisco, Californiametadata publicpublic source reviewed

    Panels: panel.sf_ca.

    Official source: data.sfgov.orgSource JSONCoverage index JSON
    UK Price Paid Data
    source.uk.ppd
    transaction
    United Kingdommetadata publicopen government license reviewed

    Panels: panel.uk_ppd.

    Official source: gov.ukSource JSONCoverage index JSON
    USDA NASS Cropland Data Layer
    source.usda.nass_cdl
    land cover
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.florida_dor, panel.global_universal.

    Official source: nass.usda.govSource JSONCoverage index JSON
    USGS 3DEP elevation
    source.usgs.3dep
    terrain
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.global_universal.

    Official source: usgs.govSource JSONCoverage index JSON
    Census ACS 5-year county context
    census.acs.county_5yr
    demographics economics
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.census_acs, panel.acs_nationwide, panel.az_maricopa_mag_multires_enriched, panel.florida_dor.

    Official source: api.census.govSource JSONCoverage index JSON
    Census ACS 5-year tract panel
    source.census.acs_tract_5yr
    demographics economics
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.census_acs, panel.acs_nationwide.

    Official source: api.census.govSource JSONCoverage index JSON
    Census TIGERweb boundaries
    source.census.tigerweb
    geography reference
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: geography.boundaries_crosswalks_labels, panel.global_universal.

    Official source: tigerweb.geo.census.govSource JSONCoverage index JSON
    Florida Department of Revenue property tax data portal
    source.florida.dor
    statewide assessor tax
    Florida statewidemetadata public raw holdpublic source reviewed

    Panels: panel.florida_dor.

    Official source: floridarevenue.comSource JSONCoverage index JSON
    Maricopa County Assessor data downloads
    source.maricopa.assessor
    assessor tax
    Phoenix / Maricopa / Pinalmetadata public raw holdpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched, panel.maricopa_az.

    Official source: mcassessor.maricopa.govSource JSONCoverage index JSON
    Miami-Dade Property Appraiser assessment CSV
    source.miami_dade.property_appraiser
    assessor tax
    Miami-Dade Countymetadata public raw holdpublic source reviewed

    Panels: panel.florida_dor.

    Official source: miamidade.govSource JSONCoverage index JSON
    ACS nationwide raw benchmark panel
    source.raw_benchmark.acs_nationwide
    acs tract
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.acs_nationwide.

    Official source: api.census.govSource JSONCoverage index JSON
    Austin permit-trigger benchmark panel
    source.raw_benchmark.austin_permit
    permits redevelopment
    Austin, Texasmetadata public raw holdpublic source reviewed

    Panels: panel.austin_permit.

    Official source: data.austintexas.govSource JSONCoverage index JSON
    Cook County assessor benchmark panel
    source.raw_benchmark.cook_county_il
    assessor tax
    Chicago / Cook Countymetadata public raw holdpublic source reviewed

    Panels: panel.cook_county_il.

    Official source: cookcountyassessor.comSource JSONCoverage index JSON
    Florida DOR statewide raw benchmark panel
    source.raw_benchmark.florida_dor
    statewide assessor tax
    Florida statewidemetadata public raw holdpublic source reviewed

    Panels: panel.florida_dor.

    Official source: floridarevenue.comSource JSONCoverage index JSON
    France DVF transaction benchmark panel
    source.raw_benchmark.france_dvf
    transaction
    Francemetadata public raw holdpublic source reviewed

    Panels: panel.france_dvf.

    Official source: data.gouv.frSource JSONCoverage index JSON
    NYC source-native assessment benchmark panel
    source.raw_benchmark.nyc
    assessor tax
    New York Citymetadata public raw holdpublic source reviewed

    Panels: panel.nyc.

    Official source 1: nyc.govSource JSONCoverage index JSON
    NYC source-native assessment benchmark panel
    source.raw_benchmark.nyc
    assessor tax
    New York Citymetadata public raw holdpublic source reviewed

    Panels: panel.nyc.

    Official source 2: nyc.govSource JSONCoverage index JSON
    Philadelphia OPA raw benchmark panel
    source.raw_benchmark.philly
    assessor tax
    Philadelphia, Pennsylvaniametadata public raw holdpublic source reviewed

    Panels: panel.philly.

    Official source: phila.govSource JSONCoverage index JSON
    Seattle and King County assessor benchmark panel
    source.raw_benchmark.seattle_wa
    assessor tax
    Seattle / King Countymetadata public raw holdpublic source reviewed

    Panels: panel.seattle_king_wa.

    Official source: kingcounty.govSource JSONCoverage index JSON
    San Francisco assessor-derived benchmark panel
    source.raw_benchmark.sf_ca
    assessor tax
    San Francisco, Californiametadata public raw holdpublic source reviewed

    Panels: panel.sf_ca.

    Official source: data.sfgov.orgSource JSONCoverage index JSON
    Texas statewide parcel assessor benchmark panel
    source.raw_benchmark.txgio_texas
    parcel assessor
    Texas statewidemetadata public raw holdpublic source reviewed

    Panels: panel.txgio_texas.

    Official source: tnris.orgSource JSONCoverage index JSON
    UK Price Paid Data benchmark panel
    source.raw_benchmark.uk_ppd
    transaction
    United Kingdommetadata public raw holdpublic source reviewed

    Panels: panel.uk_ppd.

    Official source: gov.ukSource JSONCoverage index JSON
    Texas statewide land parcels
    source.txgio.parcels
    parcel assessor
    Texas statewidemetadata public raw holdpublic source reviewed

    Panels: panel.txgio_texas.

    Official source: tnris.orgSource JSONCoverage index JSON
    Arizona Commerce Authority Computer Data Center Program
    az.aca_cdc_program
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azcommerce.comSource JSONCoverage index JSON
    ADEQ Air Quality Forecasts
    az.adeq_air_forecasts
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azdeq.govSource JSONCoverage index JSON
    ADEQ Environmental Permits
    az.adeq_environmental_permits
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azdeq.govSource JSONCoverage index JSON
    ADEQ Search Our Databases
    az.adeq_search_databases
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azdeq.govSource JSONCoverage index JSON
    ADWR Assured Water Supply Overview
    az.adwr_aaws_overview
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azwater.govSource JSONCoverage index JSON
    ADWR Phoenix AMA Groundwater Supply Updates
    az.adwr_phoenix_ama_updates
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azwater.govSource JSONCoverage index JSON
    AZGeo Data
    az.azgeo_open_data
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azgeo-open-data-agic.hub.arcgis.comSource JSONCoverage index JSON
    MAG Sun Cloud Transportation Data Portal
    az.azmag_sun_cloud_transportation
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azmag.govSource JSONCoverage index JSON
    Arizona State Land Department Maps & GIS
    az.azsld_maps_gis
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: land.az.govSource JSONCoverage index JSON
    Buckeye Capital Improvement Program
    az.buckeye_capital_improvement_program
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    Buckeye Construction Projects
    az.buckeye_construction_projects
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    Buckeye GIS Data & Mapping
    az.buckeye_gis_data_mapping
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    City of Buckeye Open Data
    az.buckeye_open_data
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: opendata.buckeyeaz.govSource JSONCoverage index JSON
    Buckeye Permit Center
    az.buckeye_permit_center
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    Buckeye Planning & Zoning
    az.buckeye_planning_zoning
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    GPEC Data Center Site Selection | Greater Phoenix
    az.gpec_data_centers
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: gpec.orgSource JSONCoverage index JSON
    GPEC Greater Phoenix Data Center Ecosystem PDF
    az.gpec_ecosystem_pdf
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: gpec.orgSource JSONCoverage index JSON
    MAG Projections 2023 expanded RAZ/MPA/Jurisdiction/Reclass FeatureServer
    az.mag_2023_expanded_projection_surfaces
    mag public projection and planning surfaces
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: services1.arcgis.comSource JSONCoverage index JSON
    MAG Projections 2023 MPA/RAZ/TAZ FeatureServer
    az.mag_2023_official_mpa_raz_taz_projections
    mag public projection and planning surfaces
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: services1.arcgis.comSource JSONCoverage index JSON
    MAG 2030/2040 Population Projection Storymap FeatureServer
    az.mag_2030_2040_population_projection_storymap
    mag public projection and planning surfaces
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: services8.arcgis.comSource JSONCoverage index JSON
    MAG Population and Employment Projections by TAZ ArcGIS item (token required)
    az.mag_taz_population_employment_auth_required_lead
    mag public projection and planning surfaces
    Phoenix / Maricopa / Pinalmetadata publicaccess review required

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: services8.arcgis.comSource JSONCoverage index JSON
    Maricopa County Extreme Heat
    az.maricopa_extreme_heat
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maricopa.govSource JSONCoverage index JSON
    Maricopa County Permit Actions and Activities
    az.maricopa_permit_actions
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maricopa.govSource JSONCoverage index JSON
    Maricopa County Permit Center
    az.maricopa_permit_center
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maricopa.govSource JSONCoverage index JSON
    Maricopa County Planning and Zoning Minutes 2025-11-06
    az.maricopa_pz_minutes_2025_11_06
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: myhsd.maricopa.govSource JSONCoverage index JSON
    Maricopa County Weekly Permit Activity Archive
    az.maricopa_weekly_permit_activity_archive
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maricopa.govSource JSONCoverage index JSON
    NOAA Phoenix City Climate Series
    az.noaa_phoenix_climate_series
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: ncei.noaa.govSource JSONCoverage index JSON
    NOAA Phoenix Engineering Weather Data
    az.noaa_phoenix_design_criteria
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: ncei.noaa.govSource JSONCoverage index JSON
    Phoenix City-Owned Parcels GIS
    az.phoenix_city_owned_parcels
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maps.phoenix.govSource JSONCoverage index JSON
    Phoenix Data Center Text Amendment Staff Report
    az.phoenix_data_center_staff_report
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: phoenix.govSource JSONCoverage index JSON
    Phoenix 52nd & McDowell PUD
    az.phoenix_mcdowell_pud
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: phoenix.govSource JSONCoverage index JSON
    Phoenix Planned Unit Development Cases
    az.phoenix_pud_cases
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: phoenix.govSource JSONCoverage index JSON
    Phoenix Zoning Update for Data Centers
    az.phoenix_zoning_update
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: phoenix.govSource JSONCoverage index JSON
    SRP Greater Phoenix Dark Fiber
    az.srp_dark_fiber
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: srpnet.comSource JSONCoverage index JSON
    SRP Data Centers and SRP
    az.srp_data_centers
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: srpnet.comSource JSONCoverage index JSON
    SRP Energizing the growing Valley
    az.srp_growth_blog
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: blog.srpnet.comSource JSONCoverage index JSON
    EPA ECHO ICIS-NPDES outfalls layer
    epa.echo.npdes_outfalls.layer
    environmental permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.epa_echo_npdes_outfalls.

    Official source: echo.epa.govSource JSONCoverage index JSON
    EPA ECHO NPDES current sewer overflow and bypass events
    epa.echo.npdes_sewer_overflow.current
    environmental permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.epa_echo_npdes_sewer_overflows.

    Official source: echo.epa.govSource JSONCoverage index JSON
    EPA ECHO NPDES all-version sewer overflow and bypass events
    epa.echo.npdes_sewer_overflow.history
    environmental permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.epa_echo_npdes_sewer_overflow_history.

    Official source: echo.epa.govSource JSONCoverage index JSON
    EPA ECHO ICIS-NPDES non-effluent violations
    epa.echo.npdes_violations
    environmental permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.epa_echo_npdes_violations.

    Official source: echo.epa.govSource JSONCoverage index JSON
    FAST-41 federal permitting project inventory
    fast41.federal_permitting.project_inventory
    federal permitting
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.fast41_federal_permitting.

    Official source: data.permits.performance.govSource JSONCoverage index JSON
    Maricopa County Apartment Master
    az.maricopa_apartment_master
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Assessor Data Downloads
    az.maricopa_assessor_downloads
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: mcassessor.maricopa.govSource JSONCoverage index JSON
    Maricopa County Commercial Master
    az.maricopa_commercial_master
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Land Components
    az.maricopa_land_components
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Parcel Points
    az.maricopa_parcel_points
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Parcels
    az.maricopa_parcels
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Residential Master
    az.maricopa_residential_master
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Sales Affidavits
    az.maricopa_sales_affidavits
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Secured Master
    az.maricopa_secured_master
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Subdivision Index
    az.maricopa_subdivision_index
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON

    Selected sources and links

    Search, fit, or isolate each source against its associated map geography.

    107/107
    reference boundary join requirednational|state|metro

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredcounty|month

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|building

    Associated geography: Chicago / Cook County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Chicago / Cook County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredcounty|tract|parcel

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source 1Official source 2Official source 3
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredstate|zip3

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requirednational

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requirednational|county|state

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source 1Official source 2Official source 3
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundarypermit|BBL|BIN

    Associated geography: New York City. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): New York City.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|project|parcel

    Associated geography: Metro umbrella sources, Nationwide United States. Map role: generalized selection region, reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States, Metro umbrella sources.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|building

    Associated geography: Seattle / King County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Seattle / King County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|parcel

    Associated geography: Austin, Texas. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Austin, Texas.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requirednational

    Associated geography: United Kingdom. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): United Kingdom.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryblock_group|block

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|PIN

    Associated geography: Chicago / Cook County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Chicago / Cook County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredflood_polygon|parcel

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredtract|county

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredtransaction|parcel

    Associated geography: France. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): France.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Harris County / Houston. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Harris County / Houston.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredcounty|metro

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requirednational|regional

    Associated geography: France. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): France.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Seattle / King County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Seattle / King County.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredblock|tract|county

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Massachusetts statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Massachusetts statewide.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredbuilding

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryraster_30m

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|BBL

    Associated geography: New York City. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): New York City.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|BBL

    Associated geography: New York City. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): New York City.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|OPA account

    Associated geography: Philadelphia, Pennsylvania. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Philadelphia, Pennsylvania.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryraster_4km

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|block_lot

    Associated geography: San Francisco, California. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): San Francisco, California.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundarytransaction|address

    Associated geography: United Kingdom. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): United Kingdom.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryraster_30m

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryraster

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredtract

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredstate|county|tract|block_group|block

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Florida statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Florida statewide.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Miami-Dade County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Miami-Dade County.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredtract

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|parcel

    Associated geography: Austin, Texas. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Austin, Texas.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|PIN

    Associated geography: Chicago / Cook County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Chicago / Cook County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Florida statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Florida statewide.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredtransaction|parcel

    Associated geography: France. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): France.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|BBL

    Associated geography: New York City. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): New York City.

    Source JSONCoverage index JSONOfficial source 1Official source 2
    native boundary candidate terms review requiredparcel|OPA account

    Associated geography: Philadelphia, Pennsylvania. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Philadelphia, Pennsylvania.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Seattle / King County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Seattle / King County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: San Francisco, California. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): San Francisco, California.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Texas statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Texas statewide.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundarytransaction|address

    Associated geography: United Kingdom. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): United Kingdom.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Texas statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Texas statewide.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate blocked or terms unclearparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredpermit|facility|outfall|state|waterbody|coordinate

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredpermit|event|state|waterbody|coordinate

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredpermit|event|version|state|waterbody|coordinate

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredpermit|violation|state|date|rnc|enforcement_link_count

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredproject|state|county|agency|sector

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundarymixed

    Associated geography: Canada, European Union, France, Global / discovery universe, Nationwide United States, United Kingdom. Map role: generalized selection region, reference boundary.

    No exact official source URL is present yet; use the source record and evidence file before adding native-boundary access.

    Source JSONCoverage index JSONNo exact official URL yet

    Readiness and license posture

    assessor tax16
    maricopa assessor parcels10
    permits planning development pipeline10
    water environment hazard constraints10
    transport access and municipal context6
    utility energy infrastructure6
    hazard context4
    macro context4
    mag public projection and planning surfaces4
    public source reviewed60
    public source metadata only46
    mixed review required1
    source specific review required1
    access review required1
    open license reviewed1

    Atlas API rollup

    The compact /api/v1/data/coverage summary mirrors the map and source-to-geography index.

    JSON
    map regions
    20
    actual boundaries
    16
    fallback regions
    4
    source-index rows
    112
    Phoenix / Maricopa / Pinal
    coverage.arizona_phoenix_maricopa_pinal
    47 sources

    Actual boundaries | 7 families | 2 panels | 46 official links.

    Nationwide United States
    coverage.nationwide_us
    31 sources

    Actual boundaries | 20 families | 27 panels | 32 official links.

    France
    coverage.france
    4 sources

    Actual boundaries | 3 families | 2 panels | 2 official links.

    New York City
    coverage.new_york_city
    4 sources

    Actual boundaries | 3 families | 2 panels | 3 official links.

    Source-to-geography index

    This is the machine-readable bridge behind the atlas: one row per source, linked to coverage features, native resolution, official URLs, boundary-review status, and geometry redistribution policy.

    Coverage source JSONDownload index TSV
    Native-boundary status
    native boundary candidate terms review required78
    reference boundary join required22
    metadata only no native boundary9
    native boundary candidate blocked or terms unclear3
    Current public geometry surface
    reference boundary plus native boundary candidate77
    reference boundary plus reference boundary join21
    reference boundary only9
    generalized region plus native boundary candidate4
    generalized region plus reference boundary join1
    Native-boundary candidates needing review

    Examples where source metadata suggests native geometry exists, but redistribution stays generalized until terms are reviewed.

    8/112
    Maricopa County Apartment Master
    az.maricopa_apartment_master
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Assessor Data Downloads
    az.maricopa_assessor_downloads
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Commercial Master
    az.maricopa_commercial_master
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Land Components
    az.maricopa_land_components
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Parcel Points
    az.maricopa_parcel_points
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Parcels
    az.maricopa_parcels
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Residential Master
    az.maricopa_residential_master
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Sales Affidavits
    az.maricopa_sales_affidavits
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source

    Panel-to-original-source directory

    A comprehensive view of every documented source-to-panel edge, joined to the official upstream links from the source inventory so users can audit which original sources built each panel.

    Download lineage TSVSource catalog JSON
    38
    panels
    140
    lineage edges
    139
    edges with links
    132
    official links
    37
    linked panels
    Input panels

    Panel Global Universal

    panel.global_universal
    draft

    Universal/global training panels and bundles. Support: multi-jurisdiction. Fields: panelized property and context features.

    air qualitybuilding footprintsclimate contextdemographics economicsgeography reference+10 families
    21 sources25 official links65 output fields
    Panel lineage JSONAsset JSON
    EPA annual AQI by county
    epa.aqi.county_year
    context join
    air qualitydocumentedmedian_aqimax_aqidays_with_aqi
    Source JSONOfficial source
    Microsoft US Building Footprints
    source.microsoft.us_building_footprints
    spatial feature enrichment
    building footprintsdocumentedbuilding_geometrybuilding_areacentroid
    Source JSONOfficial source
    NOAA Climate at a Glance county annual temperature
    noaa.cag.county_annual_temperature
    context join
    climate contextdocumentedannual_average_temperaturetemperature_anomaly
    Source JSONOfficial source
    PRISM climate normals
    source.prism.climate_normals
    spatial feature enrichment
    climate contextdocumentedmean_annual_temperatureprecipitation
    Source JSONOfficial source
    Census DHC block and housing counts
    source.census.dhc
    spatial feature enrichment
    demographics economicsdocumentedhousing_unitspopulationblock_centroid_proxy
    Source JSONOfficial source
    Census TIGERweb boundaries
    source.census.tigerweb
    spatial feature enrichment
    geography referencedocumentedboundariescentroidsgeography_crosswalks
    Source JSONOfficial source
    Climate hazard composite context
    climate_hazard.context
    context join
    hazard contextdocumentedflood_riskwildfire_riskaqitemperature_anomaly+1 fields
    Source JSONOfficial source 1Official source 2+1 more links
    FEMA disaster declarations summaries
    fema.disaster_declarations.county_year
    context join
    hazard contextdocumenteddisaster_countincident_type_countsdeclaration_date
    Source JSONOfficial source
    FEMA National Flood Hazard Layer
    source.fema.nfhl
    spatial feature enrichment
    hazard contextdocumentedflood_zonein_floodplain
    Source JSONOfficial source
    FEMA National Risk Index
    source.fema.nri
    context join
    hazard contextdocumentedflood_riskwind_riskheat_riskearthquake_risk+1 fields
    Source JSONOfficial source
    BLS labor and inflation context
    bls.labor.context
    context join
    labor inflationdocumentedunemployment_ratecpiemploymentlabor_force_participation+2 fields
    Source JSONOfficial source
    LEHD LODES
    source.lehd.lodes
    context join
    labor mobilitydocumentedemploymentcommute_flowsworkplace_area_characteristics
    Source JSONOfficial source
    National Land Cover Database
    source.mrlc.nlcd
    spatial feature enrichment
    land coverdocumentedland_cover_classimpervious_surfacedeveloped_flagforest_flag
    Source JSONOfficial source
    USDA NASS Cropland Data Layer
    source.usda.nass_cdl
    base panel source
    land coverdocumentedfarmland_classagricultural_land_proxy
    Source JSONOfficial source
    FRED macro context
    fred.macro.context
    context join
    macro contextdocumentedmortgage_rate_30ycpiunemployment_ratehousing_starts+1 fields
    Source JSONOfficial source
    Macro market composite context
    macro_market.context
    context join
    macro contextdocumentedincomecpimortgage_ratehousing_starts+1 fields
    Source JSONOfficial source 1Official source 2+1 more links
    IRS county-to-county migration
    source.irs.migration
    context join
    mobilitydocumentedinflowoutflowreturnsexemptions+1 fields
    Source JSONOfficial source
    Census Building Permits Survey county-month
    census.building_permits.county_month
    context join
    permitsdocumentedpermit_unitspermit_buildingspermit_value
    Source JSONOfficial source
    HUD Fair Market Rents
    source.hud.fmr
    context join
    rent housing costdocumentedfair_market_rentbedroom_rent_estimates
    Source JSONOfficial source
    USGS 3DEP elevation
    source.usgs.3dep
    spatial feature enrichment
    terraindocumentedelevationslopeaspect
    Source JSONOfficial source
    OpenStreetMap features via OSMnx
    source.openstreetmap.osmnx
    spatial feature enrichment
    transport accessdocumentedpoi_distancesroad_networkwalkabilitybuilding_density
    Source JSONOfficial source
    Input panels

    Panel ACS Nationwide

    panel.acs_nationwide
    draft

    ACS tract and hierarchical history. Support: tract|county|state|national. Fields: value; income; rent; population; housing; tenure; mobility; employment; education.

    acs tractdemographics economicshousing indexmacro context
    5 sources3 official links18 output fields
    Panel lineage JSONAsset JSON
    ACS nationwide raw benchmark panel
    source.raw_benchmark.acs_nationwide
    base panel source
    acs tractdocumentedmedian_home_valueincomerentpopulation+4 fields
    Source JSONOfficial source
    Census ACS 5-year county context
    census.acs.county_5yr
    context join
    demographics economicsdocumentedpopulationhousingincomerent+5 fields
    Source JSONOfficial source
    Census ACS 5-year tract panel
    source.census.acs_tract_5yr
    base panel source
    demographics economicsdocumentedmedian_home_valuemedian_hh_incomerent_burdenpopulation+5 fields
    Source JSONOfficial source
    FHFA HPI state-year context
    fhfa.hpi.state_year
    context join
    housing indexdocumentedhpi_value
    Source JSONOfficial source
    FRED macro context
    fred.macro.context
    context join
    macro contextdocumentedmortgage_rate_30ycpiunemployment_ratehousing_starts+1 fields
    Source JSONOfficial source
    Input panels

    Panel France Dvf

    panel.france_dvf
    metadata only

    France DVF transaction data. Support: transaction|parcel-derived; France. Fields: valeur fonciere; sale date; type; area; lat/lon.

    housing indexmacro contexttransaction
    4 sources3 official links8 output fields
    Panel lineage JSONAsset JSON
    INSEE housing price index
    source.insee.hpi
    context join
    housing indexdocumentedhousing_price_index
    Source JSONOfficial source
    ECB Statistical Data Warehouse policy rate context
    source.ecb.policy_rate
    context join
    macro contextdocumentedpolicy_ratemonetary_context
    Source JSONOfficial source
    Demandes de valeurs foncieres
    source.france.dvf
    base panel source
    transactiondocumentedsale_pricesale_dateproperty_typeland_area+1 fields
    Source JSONOfficial source
    France DVF transaction benchmark panel
    source.raw_benchmark.france_dvf
    base panel source
    transactiondocumentedsale_pricesale_dateproperty_typeland_area+1 fields
    Source JSONOfficial source
    Input panels

    Panel Austin Permit

    panel.austin_permit
    metadata only

    Austin permit/redevelopment panel. Support: parcel|permit. Fields: redevelopment_event; permit counts; job valuation; review delay; units.

    permits planningpermits redevelopment
    3 sources2 official links11 output fields
    Panel lineage JSONAsset JSON
    Permits and planning process evidence umbrella
    permits_planning.process_evidence
    base panel source
    permits planningdocumentedevent_typepermit_typeprocess_stagefiling_id+1 fields
    Source JSONOfficial source
    Austin issued construction permits
    source.austin.permits
    base panel source
    permits redevelopmentdocumentedpermit_countpermit_valuationreview_delayredevelopment_event+2 fields
    Source JSONOfficial source
    Austin permit-trigger benchmark panel
    source.raw_benchmark.austin_permit
    base panel source
    permits redevelopmentdocumentedpermit_countpermit_valuationreview_delayredevelopment_event
    Source JSONOfficial source
    Input panels

    Panel Seattle King Wa

    panel.seattle_king_wa
    metadata only

    Seattle/King County assessor and GIS data. Support: parcel; King County. Fields: assessment; land/improvement; property attributes.

    assessor taxpermits
    3 sources2 official links11 output fields
    Panel lineage JSONAsset JSON
    King County assessor property data
    source.king_county.assessor
    base panel source
    assessor taxdocumentedassessed_valueappraised_valueland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Seattle and King County assessor benchmark panel
    source.raw_benchmark.seattle_wa
    base panel source
    assessor taxdocumentedappraised_valueassessed_valueland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Seattle building permits
    seattle.building_permits.citywide
    base panel source
    permitsdocumentedpermit_classpermit_typeissued_dateapplied_date+2 fields
    Source JSONOfficial source
    Input panels

    Panel Uk Ppd

    panel.uk_ppd
    metadata only

    UK Price Paid Data transaction panel. Support: transaction|parcel-derived; UK. Fields: sale price; sale year; transaction id.

    macro contexttransaction
    3 sources2 official links6 output fields
    Panel lineage JSONAsset JSON
    Bank of England bank rate
    source.bank_of_england.bank_rate
    context join
    macro contextdocumentedbank_rate
    Source JSONOfficial source
    UK Price Paid Data
    source.uk.ppd
    base panel source
    transactiondocumentedsale_pricesale_dateproperty_typetenure+1 fields
    Source JSONOfficial source
    UK Price Paid Data benchmark panel
    source.raw_benchmark.uk_ppd
    base panel source
    transactiondocumentedsale_pricesale_dateproperty_typetenure
    Source JSONOfficial source
    Input panels

    Panel Cook County Il

    panel.cook_county_il
    metadata only

    Cook County assessor assessed values. Support: parcel; Cook County. Fields: mailed/certified/board land/building/total values.

    assessor tax
    2 sources1 official links6 output fields
    Panel lineage JSONAsset JSON
    Cook County assessor benchmark panel
    source.raw_benchmark.cook_county_il
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_value
    Source JSONOfficial source
    Cook County assessor values
    source.cook_county.assessor
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valueclass+2 fields
    Source JSONOfficial source
    Input panels

    Panel Philly

    panel.philly
    metadata only

    Philadelphia assessor/OPA-style panel. Support: parcel; Philadelphia. Fields: market/assessed value; land/improvement; area; year built.

    assessor tax
    2 sources1 official links6 output fields
    Panel lineage JSONAsset JSON
    Philadelphia OPA raw benchmark panel
    source.raw_benchmark.philly
    base panel source
    assessor taxdocumentedmarket_valueassessed_valueland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Philadelphia property assessment data
    source.philly.opa
    base panel source
    assessor taxdocumentedmarket_valueassessed_valueland_valueimprovement_value+2 fields
    Source JSONOfficial source
    Input panels

    Panel Sf CA

    panel.sf_ca
    metadata only

    San Francisco secured roll assessor data. Support: parcel; San Francisco. Fields: assessed value; land/improvement; sales date; sqft; year built; lat/lon.

    assessor tax
    2 sources1 official links5 output fields
    Panel lineage JSONAsset JSON
    San Francisco assessor historical secured property tax rolls
    source.sf.assessor_rolls
    base panel source
    assessor taxdocumentedassessed_valuesale_priceland_valueimprovement_value+1 fields
    Source JSONOfficial source
    San Francisco assessor-derived benchmark panel
    source.raw_benchmark.sf_ca
    base panel source
    assessor taxdocumentedassessed_valuesale_priceland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Input panels

    Panel Txgio Texas

    panel.txgio_texas
    metadata only

    Texas statewide parcel/assessor panel where available. Support: parcel; Texas. Fields: statewide assessor values; prior value; growth fields.

    parcel assessor
    2 sources1 official links8 output fields
    Panel lineage JSONAsset JSON
    Texas statewide land parcels
    source.txgio.parcels
    base panel source
    parcel assessordocumentedparcel_geometryaccountassessor_fieldsmarket_value
    Source JSONOfficial source
    Texas statewide parcel assessor benchmark panel
    source.raw_benchmark.txgio_texas
    base panel source
    parcel assessordocumentedmarket_valueassessed_valueland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Input panels

    Panel Vancouver Bc

    panel.vancouver_bc
    metadata only

    BC Assessment style panel. Support: parcel; Vancouver/BC. Fields: assessed value; land/improvement; year built.

    assessor tax
    2 sources1 official links4 output fields
    Panel lineage JSONAsset JSON
    Vancouver assessment benchmark panel
    source.raw_benchmark.vancouver_bc
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valueyear_built
    Source JSONOfficial source
    Vancouver property tax report
    source.vancouver.property_tax
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valueyear_built
    Source JSONOfficial source
    Input panels

    Panel Maricopa Az

    panel.maricopa_az
    metadata only

    Maricopa assessor parcel universe and related tables. Support: parcel|tract|taz|raz|mpa. Fields: values; sales; year built; land; subdivision; developability.

    assessor tax
    1 sources1 official links7 output fields
    Panel lineage JSONAsset JSON
    Maricopa County Assessor data downloads
    source.maricopa.assessor
    base panel source
    assessor taxdocumentedparcel_universeassessed_valueland_valueimprovement_value+3 fields
    Source JSONOfficial source
    Input panels

    Panel Massgis

    panel.massgis
    metadata only

    MassGIS parcel geodatabase. Support: parcel; Massachusetts. Fields: assessed value; sales; building fields; geometry.

    assessor tax
    1 sources1 official links4 output fields
    Panel lineage JSONAsset JSON
    MassGIS standardized assessors parcels
    source.massgis.assessors
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valueparcel_geometry
    Source JSONOfficial source
    Input panels

    Context Census ACS

    context.census_acs
    draft

    ACS 5-year and 1-year estimates; Census APIs. Support: tract|county|state|national. Fields: demographics; housing; income; rent; education; employment.

    demographics economics
    2 sources1 official links12 output fields
    Panel lineage JSONAsset JSON
    Census ACS 5-year county context
    census.acs.county_5yr
    context join
    demographics economicsdocumentedpopulationhousingincomerent+5 fields
    Source JSONOfficial source
    Census ACS 5-year tract panel
    source.census.acs_tract_5yr
    base panel source
    demographics economicsdocumentedmedian_home_valuemedian_hh_incomerent_burdenpopulation+5 fields
    Source JSONOfficial source
    Context inputs

    Context BLS Labor

    context.bls_labor
    draft

    BLS labor/inflation sources. Support: national|state|county/month. Fields: labor market and inflation indicators.

    labor inflation
    1 sources1 official links6 output fields
    Panel lineage JSONAsset JSON
    BLS labor and inflation context
    bls.labor.context
    context join
    labor inflationdocumentedunemployment_ratecpiemploymentlabor_force_participation+2 fields
    Source JSONOfficial source
    Context inputs

    Context EPA AQI

    context.epa_aqi
    draft

    EPA AirData/AQI archives. Support: county|year. Fields: median AQI; PM2.5 exceedance days.

    air quality
    1 sources1 official links3 output fields
    Panel lineage JSONAsset JSON
    EPA annual AQI by county
    epa.aqi.county_year
    context join
    air qualitydocumentedmedian_aqimax_aqidays_with_aqi
    Source JSONOfficial source
    Context inputs

    Context FRED Macro

    context.fred_macro
    draft

    FRED and macro rate series. Support: national|state|year. Fields: mortgage30; fed funds; treasury; CPI; oil; unemployment; VIX; HPI.

    macro context
    1 sources1 official links5 output fields
    Panel lineage JSONAsset JSON
    FRED macro context
    fred.macro.context
    context join
    macro contextdocumentedmortgage_rate_30ycpiunemployment_ratehousing_starts+1 fields
    Source JSONOfficial source
    Context inputs

    Context HUD FMR

    context.hud_fmr
    draft

    HUD Fair Market Rent data. Support: county|year. Fields: rent benchmarks.

    rent housing cost
    1 sources1 official links2 output fields
    Panel lineage JSONAsset JSON
    HUD Fair Market Rents
    source.hud.fmr
    context join
    rent housing costdocumentedfair_market_rentbedroom_rent_estimates
    Source JSONOfficial source
    Context inputs

    Context IRS Migration

    context.irs_migration
    draft

    IRS county migration data. Support: county|year. Fields: migration flows and income proxies.

    mobility
    1 sources1 official links5 output fields
    Panel lineage JSONAsset JSON
    IRS county-to-county migration
    source.irs.migration
    context join
    mobilitydocumentedinflowoutflowreturnsexemptions+1 fields
    Source JSONOfficial source
    Geography and crosswalks

    Geography Boundaries Crosswalks Labels

    geography.boundaries_crosswalks_labels
    draft

    TIGER/Line, GNIS, OSM/Nominatim labels, county FIPS, tract/ZCTA crosswalks, city names. Support: tract|zcta|county|state|city|osm labels. Fields: geographic labels; crosswalks; centroids; names; hierarchy.

    geography reference
    1 sources1 official links3 output fields
    Panel lineage JSONAsset JSON
    Census TIGERweb boundaries
    source.census.tigerweb
    spatial feature enrichment
    geography referencedocumentedboundariescentroidsgeography_crosswalks
    Source JSONOfficial source
    Panel lineage

    az maricopa mag multires enriched

    panel.az_maricopa_mag_multires_enriched
    lineage only

    49 documented source rows feed this panel or evidence bundle.

    assessor taxdemographics economicsmag public projection and planning surfacesmaricopa assessor parcelspermits planning+4 families
    49 sources48 official links27 output fields
    Panel lineage JSON
    Maricopa County Assessor data downloads
    source.maricopa.assessor
    base panel source
    assessor taxdocumentedparcel_universeassessed_valueland_valueimprovement_value+3 fields
    Source JSONOfficial source
    Census ACS 5-year county context
    census.acs.county_5yr
    context join
    demographics economicsdocumentedpopulationhousingincomerent+5 fields
    Source JSONOfficial source
    MAG 2030/2040 Population Projection Storymap FeatureServer
    az.mag_2030_2040_population_projection_storymap
    planned enrichment source
    mag public projection and planning surfacesplannedofficial MAG current planning/projection surfaces for TAZ/RAZ/MPA benchmarking, crosswalk checks, and enrichment
    Source JSONOfficial source
    MAG Population and Employment Projections by TAZ ArcGIS item (token required)
    az.mag_taz_population_employment_auth_required_lead
    planned enrichment source
    mag public projection and planning surfacesplannedofficial MAG current planning/projection surfaces for TAZ/RAZ/MPA benchmarking, crosswalk checks, and enrichment
    Source JSONOfficial source
    MAG Projections 2023 expanded RAZ/MPA/Jurisdiction/Reclass FeatureServer
    az.mag_2023_expanded_projection_surfaces
    planned enrichment source
    mag public projection and planning surfacesplannedofficial MAG current planning/projection surfaces for TAZ/RAZ/MPA benchmarking, crosswalk checks, and enrichment
    Source JSONOfficial source
    MAG Projections 2023 MPA/RAZ/TAZ FeatureServer
    az.mag_2023_official_mpa_raz_taz_projections
    planned enrichment source
    mag public projection and planning surfacesplannedofficial MAG current planning/projection surfaces for TAZ/RAZ/MPA benchmarking, crosswalk checks, and enrichment
    Source JSONOfficial source
    Maricopa County Apartment Master
    az.maricopa_apartment_master
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Assessor Data Downloads
    az.maricopa_assessor_downloads
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Commercial Master
    az.maricopa_commercial_master
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Land Components
    az.maricopa_land_components
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Parcel Points
    az.maricopa_parcel_points
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Parcels
    az.maricopa_parcels
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Residential Master
    az.maricopa_residential_master
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Sales Affidavits
    az.maricopa_sales_affidavits
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Secured Master
    az.maricopa_secured_master
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Subdivision Index
    az.maricopa_subdivision_index
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Permits and planning process evidence umbrella
    permits_planning.process_evidence
    base panel source
    permits planningdocumentedevent_typepermit_typeprocess_stagefiling_id+1 fields
    Source JSONOfficial source
    Buckeye Permit Center
    az.buckeye_permit_center
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Buckeye Planning & Zoning
    az.buckeye_planning_zoning
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Maricopa County Permit Actions and Activities
    az.maricopa_permit_actions
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Maricopa County Permit Center
    az.maricopa_permit_center
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Maricopa County Planning and Zoning Minutes 2025-11-06
    az.maricopa_pz_minutes_2025_11_06
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Maricopa County Weekly Permit Activity Archive
    az.maricopa_weekly_permit_activity_archive
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Phoenix 52nd & McDowell PUD
    az.phoenix_mcdowell_pud
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Phoenix Data Center Text Amendment Staff Report
    az.phoenix_data_center_staff_report
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Phoenix Planned Unit Development Cases
    az.phoenix_pud_cases
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Phoenix Zoning Update for Data Centers
    az.phoenix_zoning_update
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Buckeye Capital Improvement Program
    az.buckeye_capital_improvement_program
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    Buckeye Construction Projects
    az.buckeye_construction_projects
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    Buckeye GIS Data & Mapping
    az.buckeye_gis_data_mapping
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    City of Buckeye Open Data
    az.buckeye_open_data
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    MAG Sun Cloud Transportation Data Portal
    az.azmag_sun_cloud_transportation
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    Phoenix City-Owned Parcels GIS
    az.phoenix_city_owned_parcels
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    Arizona Commerce Authority Computer Data Center Program
    az.aca_cdc_program
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    GPEC Data Center Site Selection | Greater Phoenix
    az.gpec_data_centers
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    GPEC Greater Phoenix Data Center Ecosystem PDF
    az.gpec_ecosystem_pdf
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    SRP Data Centers and SRP
    az.srp_data_centers
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    SRP Energizing the growing Valley
    az.srp_growth_blog
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    SRP Greater Phoenix Dark Fiber
    az.srp_dark_fiber
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    ADEQ Air Quality Forecasts
    az.adeq_air_forecasts
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    ADEQ Environmental Permits
    az.adeq_environmental_permits
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    ADEQ Search Our Databases
    az.adeq_search_databases
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    ADWR Assured Water Supply Overview
    az.adwr_aaws_overview
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    ADWR Phoenix AMA Groundwater Supply Updates
    az.adwr_phoenix_ama_updates
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    Arizona State Land Department Maps & GIS
    az.azsld_maps_gis
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    AZGeo Data
    az.azgeo_open_data
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    Maricopa County Extreme Heat
    az.maricopa_extreme_heat
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    NOAA Phoenix City Climate Series
    az.noaa_phoenix_climate_series
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    NOAA Phoenix Engineering Weather Data
    az.noaa_phoenix_design_criteria
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    Input panels

    Panel Florida DOR

    panel.florida_dor
    hold

    Aggregate derived features only in early public releases

    air qualityassessor taxdemographics economicshazard contextland cover+2 families
    10 sources9 official links37 output fields
    Panel lineage JSONAsset JSON
    EPA annual AQI by county
    epa.aqi.county_year
    context join
    air qualitydocumentedmedian_aqimax_aqidays_with_aqi
    Source JSONOfficial source
    Miami-Dade Property Appraiser assessment CSV
    source.miami_dade.property_appraiser
    base panel source
    assessor taxdocumentedbedsbathsuse_codebuilding_attributes
    Source JSONOfficial source
    Census ACS 5-year county context
    census.acs.county_5yr
    context join
    demographics economicsdocumentedpopulationhousingincomerent+5 fields
    Source JSONOfficial source
    FEMA disaster declarations summaries
    fema.disaster_declarations.county_year
    context join
    hazard contextdocumenteddisaster_countincident_type_countsdeclaration_date
    Source JSONOfficial source
    FEMA National Flood Hazard Layer
    source.fema.nfhl
    spatial feature enrichment
    hazard contextdocumentedflood_zonein_floodplain
    Source JSONOfficial source
    FEMA National Risk Index
    source.fema.nri
    context join
    hazard contextdocumentedflood_riskwind_riskheat_riskearthquake_risk+1 fields
    Source JSONOfficial source
    USDA NASS Cropland Data Layer
    source.usda.nass_cdl
    base panel source
    land coverdocumentedfarmland_classagricultural_land_proxy
    Source JSONOfficial source
    Census Building Permits Survey county-month
    census.building_permits.county_month
    context join
    permitsdocumentedpermit_unitspermit_buildingspermit_value
    Source JSONOfficial source
    Florida Department of Revenue property tax data portal
    source.florida.dor
    base panel source
    statewide assessor taxdocumentedjust_valueassessed_valuetaxable_valueland_value+2 fields
    Source JSONOfficial source
    Florida DOR statewide raw benchmark panel
    source.raw_benchmark.florida_dor
    base panel source
    statewide assessor taxdocumentedjust_valueassessed_valuetaxable_valueland_value+1 fields
    Source JSONOfficial source
    Panel lineage

    evidence.permits planning

    evidence.permits_planning
    lineage only

    4 documented source rows feed this panel or evidence bundle.

    permitspermits planning
    4 sources4 official links20 output fields
    Panel lineage JSON
    Chicago building permits
    chicago.building_permits.citywide
    base panel source
    permitsdocumentedpermit_typereview_typeissue_dateapplication_start_date+3 fields
    Source JSONOfficial source
    NYC DOB permit issuance
    nyc.dob.permit_issuance.citywide
    base panel source
    permitsdocumentedpermit_typework_typefiling_dateissuance_date+1 fields
    Source JSONOfficial source
    Seattle building permits
    seattle.building_permits.citywide
    base panel source
    permitsdocumentedpermit_classpermit_typeissued_dateapplied_date+2 fields
    Source JSONOfficial source
    Permits and planning process evidence umbrella
    permits_planning.process_evidence
    base panel source
    permits planningdocumentedevent_typepermit_typeprocess_stagefiling_id+1 fields
    Source JSONOfficial source
    Panel lineage

    context.boe rate

    context.boe_rate
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    macro context
    1 sources1 official links1 output fields
    Panel lineage JSON
    Bank of England bank rate
    source.bank_of_england.bank_rate
    context join
    macro contextdocumentedbank_rate
    Source JSONOfficial source
    Panel lineage

    context.building permits

    context.building_permits
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    permits
    1 sources1 official links3 output fields
    Panel lineage JSON
    Census Building Permits Survey county-month
    census.building_permits.county_month
    context join
    permitsdocumentedpermit_unitspermit_buildingspermit_value
    Source JSONOfficial source
    Panel lineage

    context.climate hazard

    context.climate_hazard
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    hazard context
    1 sources3 official links5 output fields
    Panel lineage JSON
    Climate hazard composite context
    climate_hazard.context
    context join
    hazard contextdocumentedflood_riskwildfire_riskaqitemperature_anomaly+1 fields
    Source JSONOfficial source 1Official source 2+1 more links
    Panel lineage

    context.ecb rate

    context.ecb_rate
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    macro context
    1 sources1 official links2 output fields
    Panel lineage JSON
    ECB Statistical Data Warehouse policy rate context
    source.ecb.policy_rate
    context join
    macro contextdocumentedpolicy_ratemonetary_context
    Source JSONOfficial source
    Panel lineage

    context.fema disasters

    context.fema_disasters
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    hazard context
    1 sources1 official links3 output fields
    Panel lineage JSON
    FEMA disaster declarations summaries
    fema.disaster_declarations.county_year
    context join
    hazard contextdocumenteddisaster_countincident_type_countsdeclaration_date
    Source JSONOfficial source
    Panel lineage

    context.fema nri

    context.fema_nri
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    hazard context
    1 sources1 official links5 output fields
    Panel lineage JSON
    FEMA National Risk Index
    source.fema.nri
    context join
    hazard contextdocumentedflood_riskwind_riskheat_riskearthquake_risk+1 fields
    Source JSONOfficial source
    Panel lineage

    context.fhfa hpi

    context.fhfa_hpi
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    housing index
    1 sources1 official links1 output fields
    Panel lineage JSON
    FHFA HPI state-year context
    fhfa.hpi.state_year
    context join
    housing indexdocumentedhpi_value
    Source JSONOfficial source
    Panel lineage

    context.insee hpi

    context.insee_hpi
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    housing index
    1 sources1 official links1 output fields
    Panel lineage JSON
    INSEE housing price index
    source.insee.hpi
    context join
    housing indexdocumentedhousing_price_index
    Source JSONOfficial source
    Panel lineage

    context.lehd

    context.lehd
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    labor mobility
    1 sources1 official links3 output fields
    Panel lineage JSON
    LEHD LODES
    source.lehd.lodes
    context join
    labor mobilitydocumentedemploymentcommute_flowsworkplace_area_characteristics
    Source JSONOfficial source
    Panel lineage

    context.macro market

    context.macro_market
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    macro context
    1 sources3 official links5 output fields
    Panel lineage JSON
    Macro market composite context
    macro_market.context
    context join
    macro contextdocumentedincomecpimortgage_ratehousing_starts+1 fields
    Source JSONOfficial source 1Official source 2+1 more links
    Panel lineage

    context.nlcd

    context.nlcd
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    land cover
    1 sources1 official links4 output fields
    Panel lineage JSON
    National Land Cover Database
    source.mrlc.nlcd
    spatial feature enrichment
    land coverdocumentedland_cover_classimpervious_surfacedeveloped_flagforest_flag
    Source JSONOfficial source
    Panel lineage

    context.noaa climate

    context.noaa_climate
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    climate context
    1 sources1 official links2 output fields
    Panel lineage JSON
    NOAA Climate at a Glance county annual temperature
    noaa.cag.county_annual_temperature
    context join
    climate contextdocumentedannual_average_temperaturetemperature_anomaly
    Source JSONOfficial source
    Input panels

    Panel NYC

    panel.nyc
    hold

    Benchmark metadata only until raw terms reviewed

    assessor taxparcel geometrypermits
    4 sources3 official links14 output fields
    Panel lineage JSONAsset JSON
    NYC Department of Finance property assessment records
    source.nyc.dof_assessment
    base panel source
    assessor taxdocumentedmarket_valueassessed_valuetax_classbuilding_class
    Source JSONOfficial source
    NYC source-native assessment benchmark panel
    source.raw_benchmark.nyc
    base panel source
    assessor taxdocumentedmarket_valueassessed_valueland_valuetax_class+1 fields
    Source JSONOfficial source 1Official source 2
    NYC MapPLUTO
    source.nyc.mappluto
    base panel source
    parcel geometrydocumentedparcel_geometryland_usezoningbuilding_attributes
    Source JSONOfficial source
    NYC DOB permit issuance
    nyc.dob.permit_issuance.citywide
    base panel source
    permitsdocumentedpermit_typework_typefiling_dateissuance_date+1 fields
    Source JSONOfficial source
    Input panels

    Panel HCAD Houston

    panel.hcad_houston
    hold

    Aggregate and forecast outputs only

    assessor tax
    1 sources1 official links5 output fields
    Panel lineage JSONAsset JSON
    Harris Central Appraisal District public data
    source.hcad_houston.assessor
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valuebuilding_attributes+1 fields
    Source JSONOfficial source
    Panel lineage

    evidence.policy actions

    evidence.policy_actions
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    intervention
    1 sources0 official links4 output fields
    Panel lineage JSON
    Policy and planning action records
    intervention.policy_action
    base panel source
    interventiondocumentedaction_typegeographic_scopemechanismeffective_time
    Source JSONNo exact upstream URL in repo evidence

    Panel lineage graph

    az maricopa mag multires enriched
    panel.az_maricopa_mag_multires_enriched
    49
    mag public projection and planning surfacesmaricopa assessor parcelspermits planningpermits planning development pipeline
    global universal
    panel.global_universal
    21
    hazard contextmacro contextair qualitybuilding footprints
    florida dor
    panel.florida_dor
    10
    air qualityassessor taxdemographics economicshazard context
    acs nationwide
    panel.acs_nationwide
    5
    acs tractdemographics economicshousing indexmacro context
    evidence.permits planning
    evidence.permits_planning
    4
    permits planningpermits
    nyc
    panel.nyc
    4
    assessor taxparcel geometrypermits
    france dvf
    panel.france_dvf
    4
    housing indexmacro contexttransaction
    austin permit
    panel.austin_permit
    3
    permits planningpermits redevelopment

    Temporal and source-family heatmap

    Source familypre-20102010s2020sfuture/planningmetadata-only
    assessor tax100015
    maricopa assessor parcels000010
    permits planning development pipeline000010
    water environment hazard constraints000010
    transport access and municipal context00006
    utility energy infrastructure00006
    hazard context00004
    ACS nationwide raw benchmark panel to acs nationwideCensus ACS 5-year county context to acs nationwideCensus ACS 5-year tract panel to acs nationwideFHFA HPI state-year context to acs nationwideFRED macro context to acs nationwidePermits and planning process evidence umbrella to austin permit
    Original sources

    Official upstream links, not just Homecastr asset names

    The source inventory separates exact upstream feeds from derived panels. It includes official URLs where the repo has machine-recovered source evidence, plus an explicit discovery-universe row where only summary counts are present.

    All source links TSVLineage TSVSource-link audit61 of 112 sources
    labor inflation

    BLS labor and inflation context

    bls.labor.context
    metadata public
    Geography
    US
    Resolution
    national|state|metro
    Cadence
    monthly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://api.bls.gov/publicAPI/v2/timeseries/data/
    Source JSONPanel lineage
    permits

    Census Building Permits Survey county-month

    census.building_permits.county_month
    metadata public normalized rows
    Geography
    US
    Resolution
    county|month
    Cadence
    monthly

    Normalized public row endpoint: /api/v1/data/permits/census-bps/county-monthly; latest manifest: r2://properlytic-raw-data/permits/census_bps/county_monthly_normalized/v1/latest.json.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www2.census.gov/econ/bps/County/
    Source JSONPanel lineage
    permits

    Chicago building permits

    chicago.building_permits.citywide
    metadata public
    Geography
    US-IL-Chicago
    Resolution
    permit|building
    Cadence
    weekly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.cityofchicago.org/resource/ydr8-5enu.json
    Source JSONPanel lineage
    hazard context

    Climate hazard composite context

    climate_hazard.context
    metadata public
    Geography
    US
    Resolution
    county|tract|parcel
    Cadence
    annual

    Composite adapter; component NOAA, FEMA, and EPA sources are listed separately.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.ncei.noaa.gov/https://hazards.fema.gov/https://aqs.epa.gov/
    Source JSONPanel lineage
    air quality

    EPA annual AQI by county

    epa.aqi.county_year
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://aqs.epa.gov/aqsweb/airdata/annual_aqi_by_county_{year}.zip
    Source JSONPanel lineage
    hazard context

    FEMA disaster declarations summaries

    fema.disaster_declarations.county_year
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    ad_hoc

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.fema.gov/api/open/v2/DisasterDeclarationsSummaries.csv
    Source JSONPanel lineage
    housing index

    FHFA HPI state-year context

    fhfa.hpi.state_year
    metadata public
    Geography
    US
    Resolution
    state|zip3
    Cadence
    monthly|annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.fhfa.gov/hpi/download/monthly/hpi_master.csv
    Source JSONPanel lineage
    macro context

    FRED macro context

    fred.macro.context
    metadata public
    Geography
    US
    Resolution
    national
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://fred.stlouisfed.org/graph/fredgraph.csv
    Source JSONPanel lineage
    macro context

    Macro market composite context

    macro_market.context
    metadata public
    Geography
    US
    Resolution
    national|county|state
    Cadence
    monthly

    Composite adapter; component source rows are listed separately where exact URLs are available.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://fred.stlouisfed.org/https://www.fhfa.gov/https://api.census.gov/
    Source JSONPanel lineage
    climate context

    NOAA Climate at a Glance county annual temperature

    noaa.cag.county_annual_temperature
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.ncei.noaa.gov/access/monitoring/climate-at-a-glance/county/time-series/
    Source JSONPanel lineage
    permits

    NYC DOB permit issuance

    nyc.dob.permit_issuance.citywide
    metadata public
    Geography
    US-NY-New York City
    Resolution
    permit|BBL|BIN
    Cadence
    weekly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.cityofnewyork.us/api/views/ipu4-2q9a
    Source JSONPanel lineage
    permits planning

    Permits and planning process evidence umbrella

    permits_planning.process_evidence
    metadata public
    Geography
    US|metro
    Resolution
    permit|project|parcel
    Cadence
    monthly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.census.gov/construction/bps/
    Source JSONPanel lineage
    permits

    Seattle building permits

    seattle.building_permits.citywide
    metadata public
    Geography
    US-WA-Seattle
    Resolution
    permit|building
    Cadence
    weekly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.seattle.gov/resource/8tqq-u7ib.csv
    Source JSONPanel lineage
    permits redevelopment

    Austin issued construction permits

    source.austin.permits
    metadata public
    Geography
    US-TX-Austin
    Resolution
    permit|parcel
    Cadence
    rolling

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.austintexas.gov/Building-and-Development/Issued-Construction-Permits/3syk-w9eu
    Source JSONPanel lineage
    macro context

    Bank of England bank rate

    source.bank_of_england.bank_rate
    metadata public
    Geography
    United Kingdom
    Resolution
    national
    Cadence
    daily|monthly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.bankofengland.co.uk/boeapps/database/Bank-Rate.asp
    Source JSONPanel lineage
    demographics economics

    Census DHC block and housing counts

    source.census.dhc
    metadata public
    Geography
    US
    Resolution
    block_group|block
    Cadence
    decennial

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://api.census.gov/data/2020/dec/dhc
    Source JSONPanel lineage
    assessor tax

    Cook County assessor values

    source.cook_county.assessor
    metadata public
    Geography
    US-IL-Cook
    Resolution
    parcel|PIN
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.cookcountyassessor.com/data
    Source JSONPanel lineage
    macro context

    ECB Statistical Data Warehouse policy rate context

    source.ecb.policy_rate
    metadata public
    Geography
    European Union
    Resolution
    national|euro_area
    Cadence
    daily|monthly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.ecb.europa.eu/
    Source JSONPanel lineage
    hazard context

    FEMA National Flood Hazard Layer

    source.fema.nfhl
    metadata public
    Geography
    US
    Resolution
    flood_polygon|parcel
    Cadence
    rolling

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://hazards.fema.gov/gis/nfhl/rest/services/public/NFHL/MapServer/28/query
    Source JSONPanel lineage
    hazard context

    FEMA National Risk Index

    source.fema.nri
    metadata public
    Geography
    US
    Resolution
    tract|county
    Cadence
    periodic

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://hazards.fema.gov/nri/data-resources
    Source JSONPanel lineage
    transaction

    Demandes de valeurs foncieres

    source.france.dvf
    metadata public
    Geography
    France
    Resolution
    transaction|parcel
    Cadence
    semiannual

    usedpanelizedbenchmark onlyopen license reviewed
    Official source links
    https://www.data.gouv.fr/fr/datasets/demandes-de-valeurs-foncieres/
    Source JSONPanel lineage
    assessor tax

    Harris Central Appraisal District public data

    source.hcad_houston.assessor
    metadata public
    Geography
    US-TX-Harris
    Resolution
    parcel
    Cadence
    annual

    Verified base panel source in the legacy schema registry.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://pdata.hcad.org/
    Source JSONPanel lineage
    rent housing cost

    HUD Fair Market Rents

    source.hud.fmr
    metadata public
    Geography
    US
    Resolution
    county|metro
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.huduser.gov/portal/datasets/fmr.html
    Source JSONPanel lineage
    housing index

    INSEE housing price index

    source.insee.hpi
    metadata public
    Geography
    France
    Resolution
    national|regional
    Cadence
    quarterly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.insee.fr/en/statistiques
    Source JSONPanel lineage
    mobility

    IRS county-to-county migration

    source.irs.migration
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.irs.gov/statistics/soi-tax-stats-migration-data
    Source JSONPanel lineage
    assessor tax

    King County assessor property data

    source.king_county.assessor
    metadata public
    Geography
    US-WA-King
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://kingcounty.gov/en/dept/dnrp/about-king-county/about-data
    Source JSONPanel lineage
    labor mobility

    LEHD LODES

    source.lehd.lodes
    metadata public
    Geography
    US
    Resolution
    block|tract|county
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://lehd.ces.census.gov/data/
    Source JSONPanel lineage
    assessor tax

    MassGIS standardized assessors parcels

    source.massgis.assessors
    metadata public
    Geography
    US-MA
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.mass.gov/info-details/massgis-data-standardized-assessors-parcels
    Source JSONPanel lineage
    building footprints

    Microsoft US Building Footprints

    source.microsoft.us_building_footprints
    metadata public
    Geography
    US
    Resolution
    building
    Cadence
    periodic

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://github.com/microsoft/USBuildingFootprints
    Source JSONPanel lineage
    land cover

    National Land Cover Database

    source.mrlc.nlcd
    metadata public
    Geography
    US
    Resolution
    raster_30m
    Cadence
    periodic

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.mrlc.gov/data
    Source JSONPanel lineage
    assessor tax

    NYC Department of Finance property assessment records

    source.nyc.dof_assessment
    metadata public
    Geography
    US-NY-New York City
    Resolution
    parcel|BBL
    Cadence
    annual

    Assessment panel joined to MapPLUTO through BBL in the legacy registry.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.nyc.gov/site/finance/property/property-rolling-sales-data.page
    Source JSONPanel lineage
    parcel geometry

    NYC MapPLUTO

    source.nyc.mappluto
    metadata public
    Geography
    US-NY-New York City
    Resolution
    parcel|BBL
    Cadence
    rolling

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.nyc.gov/site/planning/data-maps/open-data/dwn-pluto-mappluto.page
    Source JSONPanel lineage
    transport access

    OpenStreetMap features via OSMnx

    source.openstreetmap.osmnx
    metadata public
    Geography
    global
    Resolution
    road|poi|building_neighborhood
    Cadence
    rolling

    ODbL and geometry redistribution review required before publishing raw geometry extracts.

    usedpanelizedbenchmark onlyopen database license review required
    Official source links
    https://www.openstreetmap.org/
    Source JSONPanel lineage
    assessor tax

    Philadelphia property assessment data

    source.philly.opa
    metadata public
    Geography
    US-PA-Philadelphia
    Resolution
    parcel|OPA account
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.phila.gov/property/data/
    Source JSONPanel lineage
    climate context

    PRISM climate normals

    source.prism.climate_normals
    metadata public
    Geography
    US
    Resolution
    raster_4km
    Cadence
    30yr_normal

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://prism.oregonstate.edu/normals/
    Source JSONPanel lineage
    assessor tax

    San Francisco assessor historical secured property tax rolls

    source.sf.assessor_rolls
    metadata public
    Geography
    US-CA-San Francisco
    Resolution
    parcel|block_lot
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.sfgov.org/City-Management-and-Ethics/Assessor-Historical-Secured-Property-Tax-Rolls/wv5m-vpq2
    Source JSONPanel lineage
    transaction

    UK Price Paid Data

    source.uk.ppd
    metadata public
    Geography
    United Kingdom
    Resolution
    transaction|address
    Cadence
    monthly

    usedpanelizedbenchmark onlyopen government license reviewed
    Official source links
    https://www.gov.uk/government/statistical-data-sets/price-paid-data-downloads
    Source JSONPanel lineage
    land cover

    USDA NASS Cropland Data Layer

    source.usda.nass_cdl
    metadata public
    Geography
    US
    Resolution
    raster_30m
    Cadence
    annual

    Represents the farmland lookup family referenced by the Florida enrichment script.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.nass.usda.gov/Research_and_Science/Cropland/SARS1a.php
    Source JSONPanel lineage
    terrain

    USGS 3DEP elevation

    source.usgs.3dep
    metadata public
    Geography
    US
    Resolution
    raster
    Cadence
    periodic

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.usgs.gov/3d-elevation-program
    Source JSONPanel lineage
    assessor tax

    Vancouver property tax report

    source.vancouver.property_tax
    metadata public
    Geography
    CA-BC-Vancouver
    Resolution
    parcel|PID
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://opendata.vancouver.ca/explore/dataset/property-tax-report/information/
    Source JSONPanel lineage
    demographics economics

    Census ACS 5-year county context

    census.acs.county_5yr
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    annual

    usedpanelizedtraining candidatepublic source reviewed
    Official source links
    https://api.census.gov/data/{year}/acs/acs5
    Source JSONPanel lineage
    demographics economics

    Census ACS 5-year tract panel

    source.census.acs_tract_5yr
    metadata public
    Geography
    US
    Resolution
    tract
    Cadence
    annual

    usedpanelizedtraining candidatepublic source reviewed
    Official source links
    https://api.census.gov/data/{year}/acs/acs5
    Source JSONPanel lineage
    geography reference

    Census TIGERweb boundaries

    source.census.tigerweb
    metadata public
    Geography
    US
    Resolution
    state|county|tract|block_group|block
    Cadence
    annual|current

    usedpanelizedtraining candidatepublic source reviewed
    Official source links
    https://tigerweb.geo.census.gov/arcgis/rest/services/TIGERweb/
    Source JSONPanel lineage
    statewide assessor tax

    Florida Department of Revenue property tax data portal

    source.florida.dor
    metadata public raw hold
    Geography
    US-FL
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://floridarevenue.com/property/Pages/DataPortal.aspx
    Source JSONPanel lineage
    assessor tax

    Maricopa County Assessor data downloads

    source.maricopa.assessor
    metadata public raw hold
    Geography
    US-AZ-Maricopa
    Resolution
    parcel
    Cadence
    annual

    Parcel-level metadata is public-safe; raw mirrored extracts remain held pending source-term review.

    usedpanelizedholdbackpublic source metadata only
    Official source links
    https://www.mcassessor.maricopa.gov/page/data_sales/
    Source JSONPanel lineage
    assessor tax

    Miami-Dade Property Appraiser assessment CSV

    source.miami_dade.property_appraiser
    metadata public raw hold
    Geography
    US-FL-Miami-Dade
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.miamidade.gov/pa/property_search.asp
    Source JSONPanel lineage
    acs tract

    ACS nationwide raw benchmark panel

    source.raw_benchmark.acs_nationwide
    metadata public
    Geography
    US
    Resolution
    tract
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedtraining candidatepublic source reviewed
    Official source links
    https://api.census.gov/data/{year}/acs/acs5
    Source JSONPanel lineage
    permits redevelopment

    Austin permit-trigger benchmark panel

    source.raw_benchmark.austin_permit
    metadata public raw hold
    Geography
    US-TX-Austin
    Resolution
    permit|parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://data.austintexas.gov/Building-and-Development/Issued-Construction-Permits/3syk-w9eu
    Source JSONPanel lineage
    assessor tax

    Cook County assessor benchmark panel

    source.raw_benchmark.cook_county_il
    metadata public raw hold
    Geography
    US-IL-Cook
    Resolution
    parcel|PIN
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.cookcountyassessor.com/data
    Source JSONPanel lineage
    statewide assessor tax

    Florida DOR statewide raw benchmark panel

    source.raw_benchmark.florida_dor
    metadata public raw hold
    Geography
    US-FL
    Resolution
    parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://floridarevenue.com/property/Pages/DataPortal.aspx
    Source JSONPanel lineage
    transaction

    France DVF transaction benchmark panel

    source.raw_benchmark.france_dvf
    metadata public raw hold
    Geography
    France
    Resolution
    transaction|parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.data.gouv.fr/fr/datasets/demandes-de-valeurs-foncieres/
    Source JSONPanel lineage
    assessor tax

    NYC source-native assessment benchmark panel

    source.raw_benchmark.nyc
    metadata public raw hold
    Geography
    US-NY-New York City
    Resolution
    parcel|BBL
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.nyc.gov/site/finance/property/property-rolling-sales-data.pagehttps://www.nyc.gov/site/planning/data-maps/open-data/dwn-pluto-mappluto.page
    Source JSONPanel lineage
    assessor tax

    Philadelphia OPA raw benchmark panel

    source.raw_benchmark.philly
    metadata public raw hold
    Geography
    US-PA-Philadelphia
    Resolution
    parcel|OPA account
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.phila.gov/property/data/
    Source JSONPanel lineage
    assessor tax

    Seattle and King County assessor benchmark panel

    source.raw_benchmark.seattle_wa
    metadata public raw hold
    Geography
    US-WA-King
    Resolution
    parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://kingcounty.gov/en/dept/dnrp/about-king-county/about-data
    Source JSONPanel lineage
    assessor tax

    San Francisco assessor-derived benchmark panel

    source.raw_benchmark.sf_ca
    metadata public raw hold
    Geography
    US-CA-San Francisco
    Resolution
    parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://data.sfgov.org/City-Management-and-Ethics/Assessor-Historical-Secured-Property-Tax-Rolls/wv5m-vpq2
    Source JSONPanel lineage
    parcel assessor

    Texas statewide parcel assessor benchmark panel

    source.raw_benchmark.txgio_texas
    metadata public raw hold
    Geography
    US-TX
    Resolution
    parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://tnris.org/stratmap/land-parcels/
    Source JSONPanel lineage
    transaction

    UK Price Paid Data benchmark panel

    source.raw_benchmark.uk_ppd
    metadata public raw hold
    Geography
    United Kingdom
    Resolution
    transaction|address
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.gov.uk/government/statistical-data-sets/price-paid-data-downloads
    Source JSONPanel lineage
    assessor tax

    Vancouver assessment benchmark panel

    source.raw_benchmark.vancouver_bc
    metadata public raw hold
    Geography
    CA-BC-Vancouver
    Resolution
    parcel|PID
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://opendata.vancouver.ca/explore/dataset/property-tax-report/information/
    Source JSONPanel lineage
    parcel assessor

    Texas statewide land parcels

    source.txgio.parcels
    metadata public raw hold
    Geography
    US-TX
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://tnris.org/stratmap/land-parcels/
    Source JSONPanel lineage
    intervention

    Policy and planning action records

    intervention.policy_action
    metadata pending
    Geography
    metro
    Resolution
    policy_area|project|parcel
    Cadence
    ad_hoc

    Umbrella source class for observed or hypothetical interventions; exact local source rows should be listed when used.

    candidatepanelizedbenchmark onlysource specific review required
    Official source links

    No exact upstream URL is present in repo evidence. This row is retained as a documented summary or umbrella source class rather than fabricated into a source link.

    Source JSONPanel lineage
    source metadata

    Global source-review discovery universe

    source_review.discovery_universe
    summary public rows missing
    Geography
    global|US|GB|FR|EU|CA
    Resolution
    mixed
    Cadence
    mixed

    The tracked repo contains coverage summaries but not the master CSV ledger, so this row documents the discovery universe without pretending source-level original URLs are available for every mention.

    mentionednot panelizedholdbackmixed review required
    Official source links

    No exact upstream URL is present in repo evidence. This row is retained as a documented summary or umbrella source class rather than fabricated into a source link.

    Source JSON
    Complete inventory

    Every known data asset, ordered by readiness

    Public payloads appear first. Planned assets remain discoverable as metadata, while restricted assets expose governance status without exposing protected rows.

    23 of 89 assets
    Forecast outputs

    Forecast Address H3

    forecast.address_h3
    launch

    Homecastr geocoding plus forecast serving tables. Support: address|h3; Houston best coverage. Fields: home value p10/p25/p50/p75/p90; appreciation; fan chart.

    Coverage
    address|h3; Houston best coverage
    Use label
    consumer feed
    Contracts and access

    Fields: home value p10/p25/p50/p75/p90; appreciation; fan chart

    License/policy: public_api_terms

    REST: /api/v1/forecast

    MCP: forecast_by_address

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast Aggregate Downloads

    forecast.aggregate_downloads
    launch

    CSV export builder over state/county/city/tract aggregate data. Support: national|state|city|county|tract. Fields: CSV aggregate outlook rows with metadata comments.

    Coverage
    national|state|city|county|tract
    Use label
    consumer feed
    Contracts and access

    Fields: CSV aggregate outlook rows with metadata comments

    License/policy: public_export_ready

    REST: /api/forecasts/download

    MCP: get_data_asset; query_forecasts; get_target_metric_forecast

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast County

    forecast.county
    launch

    County forecast serving tables. Support: county; nationwide. Fields: home value bands; county metrics.

    Coverage
    county; nationwide
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; county metrics

    License/policy: public_api_terms

    REST: /api/v1/forecast/county

    MCP: forecast_by_county

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast Outlook County

    forecast.outlook_county
    launch

    Precomputed county outlook and trajectory tables. Support: county; nationwide. Fields: median appreciation; highest upside; median value; trajectory.

    Coverage
    county; nationwide
    Use label
    consumer feed
    Contracts and access

    Fields: median appreciation; highest upside; median value; trajectory

    License/policy: public_api_terms

    REST: /api/v1/outlook/county

    MCP: get_county_outlook

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast State

    forecast.state
    launch

    State forecast serving tables. Support: state; all states. Fields: home value bands; state metrics.

    Coverage
    state; all states
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; state metrics

    License/policy: public_api_terms

    REST: /api/v1/forecast/state

    MCP: forecast_by_state

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast Tract Home Value

    forecast.tract_home_value
    launch

    Tract forecast serving tables. Support: tract; nationwide plus richer jurisdictions. Fields: home value bands; fan chart.

    Coverage
    tract; nationwide plus richer jurisdictions
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; fan chart

    License/policy: public_api_terms

    REST: /api/v1/forecast/tract

    MCP: forecast_by_tract

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast ZCTA

    forecast.zcta
    launch

    ZCTA forecast serving tables. Support: ZCTA; nationwide. Fields: home value bands; fan chart.

    Coverage
    ZCTA; nationwide
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; fan chart

    License/policy: public_api_terms

    REST: /api/v1/forecast/zcta

    MCP: forecast_by_zcta

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast Zip3

    forecast.zip3
    launch

    ZIP3 aggregate serving tables. Support: ZIP3; nationwide. Fields: home value bands; regional forecast output.

    Coverage
    ZIP3; nationwide
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; regional forecast output

    License/policy: public_api_terms

    REST: /api/v1/forecast/zip3

    MCP: forecast_by_zip3

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Context inputs

    Context Census Building Permits

    context.census_building_permits
    launch

    Census Building Permits Survey county-month permits and local permit systems. Support: county|month|place|permit. Fields: permit buildings; permit units; construction value; construction pipeline.

    Coverage
    county|month|place|permit
    Use label
    benchmark only
    Contracts and access

    Fields: permit buildings; permit units; construction value; construction pipeline

    License/policy: public_source

    REST: /api/v1/data/permits/census-bps/county-monthly; /api/v1/data/assets/context.census_building_permits

    MCP: get_census_bps_county_monthly; get_data_asset

    SDK: client.permits.queryCensusBpsCountyMonthly(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context EPA Echo Npdes Outfalls

    context.epa_echo_npdes_outfalls
    launch

    EPA ECHO ICIS-NPDES outfalls layer current facility, outfall, permit, and compliance context rows. Support: permit|facility|outfall|state|waterbody|coordinate. Fields: NPDES permit status; facility/outfall location; permit component; current violation flag; CWA status; waterbody.

    Coverage
    permit|facility|outfall|state|waterbody|coordinate
    Use label
    benchmark only
    Contracts and access

    Fields: NPDES permit status; facility/outfall location; permit component; current violation flag; CWA status; waterbody

    License/policy: public_source

    REST: /api/v1/data/environmental/epa-echo/npdes-outfalls; /api/v1/data/assets/context.epa_echo_npdes_outfalls

    MCP: get_epa_echo_npdes_outfalls; get_data_asset

    SDK: client.environmental.queryEpaEchoNpdesOutfalls(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context EPA Echo Npdes Sewer Overflow History

    context.epa_echo_npdes_sewer_overflow_history
    launch

    EPA ECHO NPDES all-version sewer-overflow and bypass event rows. Support: permit|event|version|state|waterbody|coordinate. Fields: sewer overflow event versions; current report flag; replaced date; replacing payload id; reported discharge volume gallons; event type; receiving waters.

    Coverage
    permit|event|version|state|waterbody|coordinate
    Use label
    benchmark only
    Contracts and access

    Fields: sewer overflow event versions; current report flag; replaced date; replacing payload id; reported discharge volume gallons; event type; receiving waters

    License/policy: public_source

    REST: /api/v1/data/environmental/epa-echo/npdes-sewer-overflow-history; /api/v1/data/assets/context.epa_echo_npdes_sewer_overflow_history

    MCP: get_epa_echo_npdes_sewer_overflow_history; get_data_asset

    SDK: client.environmental.queryEpaEchoNpdesSewerOverflowHistory(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context EPA Echo Npdes Sewer Overflows

    context.epa_echo_npdes_sewer_overflows
    launch

    EPA ECHO NPDES current sewer-overflow and bypass event rows. Support: permit|event|state|waterbody|coordinate. Fields: sewer overflow event count; reported discharge volume gallons; event type; wet weather; receiving waters.

    Coverage
    permit|event|state|waterbody|coordinate
    Use label
    benchmark only
    Contracts and access

    Fields: sewer overflow event count; reported discharge volume gallons; event type; wet weather; receiving waters

    License/policy: public_source

    REST: /api/v1/data/environmental/epa-echo/npdes-sewer-overflows; /api/v1/data/assets/context.epa_echo_npdes_sewer_overflows

    MCP: get_epa_echo_npdes_sewer_overflows; get_data_asset

    SDK: client.environmental.queryEpaEchoNpdesSewerOverflows(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context EPA Echo Npdes Violations

    context.epa_echo_npdes_violations
    launch

    EPA ECHO ICIS-NPDES non-effluent permit schedule, compliance schedule, and single-event violation rows. Support: permit|violation|state|date|rnc|enforcement_link_count. Fields: NPDES permit violation category; violation code; RNC detection/resolution; linked enforcement count.

    Coverage
    permit|violation|state|date|rnc|enforcement_link_count
    Use label
    benchmark only
    Contracts and access

    Fields: NPDES permit violation category; violation code; RNC detection/resolution; linked enforcement count

    License/policy: public_source

    REST: /api/v1/data/environmental/epa-echo/npdes-violations; /api/v1/data/assets/context.epa_echo_npdes_violations

    MCP: get_epa_echo_npdes_violations; get_data_asset

    SDK: client.environmental.queryEpaEchoNpdesViolations(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context Fast41 Federal Permitting

    context.fast41_federal_permitting
    launch

    FAST-41 federal permitting project inventory snapshot and Permitting Dashboard full-dataset candidate. Support: project|state|county|agency|sector. Fields: project status; project sector; lead agency; project location; federal permitting context.

    Coverage
    project|state|county|agency|sector
    Use label
    benchmark only
    Contracts and access

    Fields: project status; project sector; lead agency; project location; federal permitting context

    License/policy: public_source

    REST: /api/v1/data/permits/fast41/projects; /api/v1/data/assets/context.fast41_federal_permitting

    MCP: get_fast41_projects; get_data_asset

    SDK: client.permits.queryFast41Projects(); client.dataAssets.get()

    Open machine-readable asset card
    Backtests and vintages

    Benchmark Model Vs Persistence

    benchmark.model_vs_persistence
    launch

    Summarized ACS cutoff benchmark score rows. Support: tract|county-prefix. Fields: total_population|housing units|occupied/vacant units.

    Coverage
    tract|county-prefix
    Use label
    benchmark only
    Contracts and access

    Fields: total_population|housing units|occupied/vacant units

    License/policy: score_summary_public_safe

    REST: /api/v1/benchmarks/backtests; /api/v1/data/benchmarks/{benchmark_id}

    MCP: get_backtest_scores; get_benchmark_result

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Backtests and vintages

    Benchmark Public Vintages OEO

    benchmark.public_vintages_oeo
    launch

    Arizona OEO Maricopa 2022 public forecast vintage fixture. Support: county. Fields: total_population; scenario rows.

    Coverage
    county
    Use label
    benchmark only
    Contracts and access

    Fields: total_population; scenario rows

    License/policy: public_source_table

    REST: /api/v1/benchmarks/vintages; /api/v1/data/vintages/{vintage_id}

    MCP: get_public_forecast_vintage; get_forecast_vintage

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Benchmark metadata

    Benchmark Catalog

    benchmark.catalog
    launch

    Inventory-driven benchmark/public-data catalog. Support: all listed public-data assets. Fields: asset class; support; readiness; provenance fields.

    Coverage
    all listed public-data assets
    Use label
    benchmark only
    Contracts and access

    Fields: asset class; support; readiness; provenance fields

    License/policy: public_metadata

    REST: /api/v1/benchmarks/catalog

    MCP: list_benchmark_datasets|get_benchmark_dataset

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Benchmark metadata

    Benchmark Raw Single Source Registry

    benchmark.raw_single_source_registry
    launch

    Raw single-source benchmark registry and runner config. Support: mixed panels. Fields: benchmark suites; model adapters; raw panel keys.

    Coverage
    mixed panels
    Use label
    benchmark only
    Contracts and access

    Fields: benchmark suites; model adapters; raw panel keys

    License/policy: benchmark_metadata_only

    REST: /api/v1/benchmarks/sources

    MCP: list_benchmark_datasets|get_benchmark_dataset

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Benchmark panels

    Benchmark MAG 2023 Projection Fixtures

    benchmark.mag_2023_projection_fixtures
    launch

    MAG 2023 public planning/projection services. Support: mpa|raz|taz. Fields: total_population|total_housing_units|employment.

    Coverage
    mpa|raz|taz
    Use label
    benchmark only
    Contracts and access

    Fields: total_population|total_housing_units|employment

    License/policy: validated_current_planning_surface

    REST: /api/v1/benchmarks/sources

    MCP: get_data_asset; get_provenance; get_data_artifact

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Provenance manifests

    Provenance Arizona Archive Status

    provenance.arizona_archive_status
    launch

    Arizona MAG/OEO/Phoenix vintage archive search ledger. Support: county|mpa|raz|taz. Fields: validated|pending|rejected vintage records.

    Coverage
    county|mpa|raz|taz
    Use label
    benchmark only
    Contracts and access

    Fields: validated|pending|rejected vintage records

    License/policy: public_source_metadata_only

    REST: /api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}

    MCP: get_provenance

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Provenance manifests

    Provenance Arizona Enrichment Catalog

    provenance.arizona_enrichment_catalog
    launch

    Phoenix/Arizona source catalog for planning, utility, water, hazards, transport. Support: parcel|tract|mpa|raz|taz. Fields: source URLs; roles; vintage safety notes.

    Coverage
    parcel|tract|mpa|raz|taz
    Use label
    benchmark only
    Contracts and access

    Fields: source URLs; roles; vintage safety notes

    License/policy: public_source_metadata_only

    REST: /api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}

    MCP: get_provenance

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Provenance manifests

    Provenance Arizona Utility Sources

    provenance.arizona_utility_sources
    launch

    Arizona utility panel source manifest. Support: tract|mpa|raz|taz. Fields: panel inputs; required outputs; source families.

    Coverage
    tract|mpa|raz|taz
    Use label
    benchmark only
    Contracts and access

    Fields: panel inputs; required outputs; source families

    License/policy: public_source_metadata_only

    REST: /api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}

    MCP: get_provenance

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Governed operations

    Ops Status History

    ops.status_history
    public low

    Status snapshots and health checks. Support: internal component health. Fields: status; freshness; latency.

    Coverage
    internal component health
    Use label
    benchmark only
    Contracts and access

    Fields: status; freshness; latency

    License/policy: public_operational_metadata

    REST: /api/v1/status; /api/v1/status/history

    MCP: get_data_asset

    SDK: client.dataAssets.get()

    Open machine-readable asset card

    Documentation

    Start with the job you need to do, then move into the complete interface reference.

    Start and build

    Choose a task before choosing a protocol.

    Start HereForecastsData CatalogBenchmarks

    Interfaces

    REST, MCP, and typed client references.

    REST QuickstartFull API ReferenceMCP ToolsTypeScript SDKPython SDK

    Trust and operations

    Contracts, methodology, and live health.

    Schema ReferenceStatusMethodology
    Canonical data catalog

    Useful data first. The full inventory one level deeper.

    Start with public forecast outputs, normalized observations, benchmark-ready panels, and official upstream source links. Every other known asset remains documented with explicit readiness, provenance, and access policy.

    Browse original sources Open source JSON Download all source links
    documented assets
    89
    source rows
    112
    official links
    115
    lineage panels
    38
    available now
    23
    documented and planned
    41
    governed or held
    25
    Start here

    Open the highest-value surface first

    The catalog is comprehensive, but most people should not start with the full inventory. Use this order to choose between forecasts, benchmark data, source coverage, transformed panels, and governed raw-data review.

    OpenAPI reference
    1
    Forecast consumers

    Use forecasts and aggregate snapshots first

    Start here for apps, notebooks, agents, or downstream benchmark consumers that need Homecastr outputs rather than raw inputs.

    REST
    /api/v1/forecast/tract
    MCP
    forecast_by_tract
    SDK
    client.forecasts.tract()
    Open forecast API
    2
    Benchmark and eval users

    Use vintages, backtests, and public score tables

    This is the safest public data lane for Chronos, TimesFM, Nixtla, Prior Labs, Earth AI, and other forecasting repos.

    REST
    /api/v1/benchmarks/catalog
    MCP
    list_benchmark_datasets
    SDK
    client.benchmarks.catalog()
    Browse benchmarks
    3
    Source and provenance auditors

    Use the coverage atlas plus official source links

    Inspect where every tracked source applies, which public reference geometry is redistributable, and where source-native geometry is still gated.

    REST
    /api/v1/data/coverage/map
    MCP
    get_source_coverage_map
    SDK
    client.coverage.map()
    View coverage atlas
    4
    Data lineage researchers

    Review panel lineage and schema contracts

    Inspect source roles, join keys, transformations, output fields, and canonical schemas before using a published dataset.

    REST
    /api/v1/data/panels/{panel_id}/lineage
    MCP
    get_panel_lineage
    SDK
    client.panels.lineage()
    See SDK usage
    5
    Raw and governed-data reviewers

    Use asset cards before requesting raw payloads

    Parcel/unit histories, unclear extracts, internal analytics, and cost records stay metadata-only or restricted until license and safety review clears them.

    REST
    /api/v1/data/catalog
    MCP
    list_data_assets
    SDK
    client.dataAssets.list()
    Review inventory
    Copy-ready starts

    One example per path

    These examples intentionally use public-safe metadata, aggregate, or governed-card surfaces. Raw parcel, unit, cost, and analytics payloads still require explicit review before any data release.

    1. Forecast consumers
    REST
    GET /api/v1/forecast/tract?geoid=48201231400
    MCP
    { "tool": "forecast_by_tract", "arguments": { "geoid": "48201231400" } }
    SDK
    const forecast = await client.forecasts.tract("48201231400")
    2. Benchmark and eval users
    REST
    GET /api/v1/benchmarks/catalog?phase=phase_1
    MCP
    { "tool": "list_benchmark_datasets", "arguments": { "phase": "phase_1" } }
    SDK
    const catalog = await client.benchmarks.catalog({ phase: "phase_1" })
    3. Source and provenance auditors
    REST
    GET /api/v1/data/coverage/map
    MCP
    { "tool": "get_source_coverage_map", "arguments": {} }
    SDK
    const geojson = await client.coverage.map()
    4. Data lineage researchers
    REST
    GET /api/v1/data/panels/panel.acs_nationwide/lineage
    MCP
    { "tool": "get_panel_lineage", "arguments": { "panel_id": "panel.acs_nationwide" } }
    SDK
    const lineage = await client.panels.lineage("panel.acs_nationwide")
    5. Raw and governed-data reviewers
    REST
    GET /api/v1/data/assets/ops.training_runs
    MCP
    { "tool": "get_data_asset", "arguments": { "asset_id": "ops.training_runs" } }
    SDK
    const card = await client.dataAssets.get("ops.training_runs")
    Public-safe artifact shelf

    Download the docs, ledgers, schemas, and map layers

    These are the reviewed public artifacts behind the catalog and atlas. They expose metadata, provenance, reference geometry, contracts, and policy ledgers; governed raw rows, internal analytics, cost records, and source-native parcel/unit payloads remain excluded.

    Artifact metadata API
    Catalog and policy
    TSV

    Full data surface matrix

    The 89-asset universe mapped to REST, MCP, OpenAPI, docs, SDK/library, readiness, blockers, and next steps.

    public-data.full_data_surface_matrix_tsv
    MetadataDownload
    Catalog and policy
    TSV

    Standardization ledger

    Raw retention, normalization, engineering, synthesis, canonical contracts, target surfaces, and public-safety posture.

    public-data.standardization_ledger_tsv
    MetadataDownload
    Source lineage
    TSV

    Source inventory

    One row per tracked source, including official URLs, source family, geography, license/readiness labels, panels, and evidence paths.

    public-data.source_inventory_tsv
    MetadataDownload
    Source lineage
    TSV

    Panel lineage

    Source-to-panel edges with join keys, transform identifiers, output fields, panel IDs, and status.

    public-data.panel_lineage_tsv
    MetadataDownload
    Coverage atlas
    GeoJSON

    Source coverage map

    Selectable coverage regions with source IDs, official URLs, panel links, readiness, license metadata, geometry roles, and public reference shapes where available.

    public-data.source_coverage_map_geojson
    MetadataDownload
    Coverage atlas
    GeoJSON

    Reference boundaries

    Redistributable Census TIGERweb and Natural Earth boundaries used by the atlas; not source-native parcel or assessor geometry.

    public-data.reference_boundaries_geojson
    MetadataDownload
    Coverage atlas
    TSV

    Source coverage index

    The source-to-geography bridge with native-resolution hints, reference-boundary metadata, official URLs, and redistribution policy.

    public-data.source_coverage_index_tsv
    MetadataDownload
    Contracts
    JSON

    Schema bundle

    Machine-readable Homecastr contracts for dataset assets, sources, panels, observations, features, forecasts, artifacts, and access policy.

    public-data.contract_schema_bundle_json
    MetadataDownload
    Release governance
    Markdown

    Release wave 1 screen

    The launch, draft, and hold decisions for the first public-data release wave.

    public-data.release_wave_1_md
    MetadataDownload
    Release governance
    Markdown

    Completion audit

    Requirement-to-evidence ledger for full-surface coverage, original-source links, exceptions, and public-safety limits.

    public-data.completion_audit_md
    MetadataDownload
    Source lineage
    TSV

    Public records acquisition rollup

    Machine-readable fold-in of R2/public-route acquisition evidence from the parallel public-records worktree, with records-law gates and holdbacks.

    public-data.public_records_acquisition_rollup_tsv
    MetadataDownload
    Standardization and delivery

    How every known asset becomes a product surface

    This is the comprehensive bridge from raw source retention to normalized records, engineered features, panels, forecasts, benchmarks, synthetic/scenario records, and delivery through REST, MCP, OpenAPI, docs, SDK, and artifact downloads.

    Download standardization ledger Exposure registry Schema docs
    89
    known assets
    23
    public payload assets
    66
    metadata-only or governed

    Canonical lifecycle coverage

    Raw retained
    hc.source_snapshot.v1
    89

    Source bytes or payload snapshots stay append-only with retrieval, hash, source, and policy metadata.

    Normalized
    hc.observation.v1
    45

    Rows are converted into canonical entity, time, metric, unit, value, quality, and provenance fields.

    Engineered
    hc.feature_record.v1
    42

    Transforms carry versioned feature-set IDs, parent record references, as-of dates, and leakage rules.

    Panelized
    hc.panel_row.v1
    40

    Model-ready long panels preserve entity, period, feature version, split, and source lineage.

    Forecasted
    hc.forecast_series.v1
    20

    Forecast products separate origin time, forecast horizon, model version, quantiles, scenarios, and vintages.

    Benchmarked
    hc.benchmark_result.v1
    8

    Evaluation assets pin snapshots, cutoffs, code/config versions, score rows, and sample counts.

    Cataloged
    metadata + policy
    89

    Every asset has inventory metadata. Proposed targets do not imply that a record operation is published.

    Family implementation map

    Each family row is generated from the matrix-backed asset catalog. Counts include public, draft, metadata-only, restricted, and unavailable assets; payload access remains controlled by each asset policy.

    Context inputs
    context_input
    21
    assets
    6 public payload assets1 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.feature_record.v1hc.observation.v1+3 more
    REST: /api/v1/data/assets/context.census_building_permits
    MCP: get_census_bps_county_monthly
    SDK: client.dataAssets.get()
    Formats: csv | jsonl | parquet
    Input panels
    input_panel
    17
    assets
    0 public payload assets3 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.feature_record.v1hc.observation.v1+3 more
    REST: /api/v1/data/observations; /api/v1/data/panels/{panel_id}
    MCP: query_observations; get_panel_slice
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | jsonl | parquet
    Forecast outputs
    forecast_output
    16
    assets
    8 public payload assets3 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.forecast_series.v1hc.forecast_vintage.v1+2 more
    REST: /api/forecasts/download
    MCP: forecast_by_address
    SDK: client.artifacts.download()
    Formats: csv | json | jsonl
    Governed operations
    ops_internal
    10
    assets
    1 public payload assets9 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.operational_record.v1hc.product_event.v1+2 more
    REST: /api/v1/status; /api/v1/status/history
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: json
    Backtests and vintages
    backtest_output
    4
    assets
    2 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.benchmark_result.v1hc.forecast_vintage.v1+2 more
    REST: /api/v1/benchmarks/backtests
    MCP: get_backtest_scores
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | json | jsonl | parquet
    Governed research assets
    research_internal
    3
    assets
    0 public payload assets3 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.provenance_manifest.v1hc.source_snapshot.v1
    REST: /api/v1/data/assets/research.notebooks_pitch_artifacts
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: json
    Prediction-market inputs
    prediction_market_input
    3
    assets
    0 public payload assets3 governed holdbacks
    hc.access_policy.v1hc.feature_record.v1hc.observation.v1hc.provenance_manifest.v1+1 more
    REST: /api/v1/data/assets/prediction.parcl_ppsf
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: csv | json | jsonl
    Provenance manifests
    provenance_manifest
    3
    assets
    3 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.dataset_asset.v1hc.provenance_manifest.v1hc.source_snapshot.v1
    REST: /api/v1/benchmarks/sources
    MCP: get_provenance
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | json | jsonl
    Benchmark metadata
    benchmark_metadata
    2
    assets
    2 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.benchmark_result.v1hc.dataset_asset.v1hc.provenance_manifest.v1+1 more
    REST: /api/v1/benchmarks/catalog
    MCP: list_benchmark_datasets|get_benchmark_dataset
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | json
    Geography and crosswalks
    geography_reference
    2
    assets
    0 public payload assets1 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.observation.v1hc.provenance_manifest.v1+1 more
    REST: /api/v1/data/assets/geography.boundaries_crosswalks_labels; /api/v1/data/entities/{entity_id}; /api/v1/data/crosswalks;...
    MCP: get_data_asset; get_entity; get_geography_crosswalk
    SDK: client.dataAssets.get(); client.entities.get(); client.geographies.getCrosswalk()
    Formats: csv | geojson | json | mvt
    Schemas
    schema
    2
    assets
    0 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.dataset_asset.v1hc.provenance_manifest.v1+1 more
    REST: /api/v1/data/assets/schema.canonical_property_panel; /api/v1/data/schemas
    MCP: get_data_asset; list_data_schemas; get_data_schema
    SDK: client.dataAssets.get(); client.schemas.get()
    Formats: json
    Source metadata
    source_metadata
    2
    assets
    0 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.dataset_asset.v1hc.provenance_manifest.v1hc.source_snapshot.v1
    REST: /api/v1/data/assets/source_review.master_catalog; /api/v1/data/sources; /api/v1/data/provenance/{provenance_id}
    MCP: get_data_asset; list_data_sources; get_provenance
    SDK: client.dataAssets.get(); client.sources.list(); client.provenance.get()
    Formats: csv | json
    Benchmark panels
    benchmark_panel
    1
    assets
    1 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.benchmark_result.v1hc.observation.v1+3 more
    REST: /api/v1/benchmarks/sources
    MCP: get_data_artifact
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | json | jsonl | parquet
    Governed model assets
    model_internal
    1
    assets
    0 public payload assets1 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.benchmark_result.v1hc.model_artifact.v1+2 more
    REST: /api/v1/data/assets/model.checkpoints_bundles_manifests
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: json
    Governed product assets
    product_internal
    1
    assets
    0 public payload assets1 governed holdbacks
    hc.access_policy.v1hc.product_event.v1hc.provenance_manifest.v1hc.source_snapshot.v1
    REST: /api/v1/data/assets/product.portfolio_preview_data
    MCP: get_data_asset
    SDK: client.dataAssets.get()
    Formats: json
    Training panels
    training_panel
    1
    assets
    0 public payload assets0 governed holdbacks
    hc.access_policy.v1hc.artifact_manifest.v1hc.feature_record.v1hc.observation.v1+3 more
    REST: /api/v1/data/observations; /api/v1/data/panels/{panel_id}
    MCP: query_observations; get_panel_slice
    SDK: apps/web/src/lib/public-data-client.ts
    Formats: csv | jsonl | parquet
    Source coverage visuals

    What exists, where it came from, and how it feeds panels

    These visuals summarize the source-level inventory. They are intentionally metadata-first: official source links are public, while governed raw rows remain behind source and license review.

    Coverage JSON Coverage Map API Download GeoJSON

    Interactive coverage atlas

    Actual public boundary geometries are drawn by default. Use fallback regions only for source rows that do not have a packaged public boundary yet.

    Click a geography to select or deselect it. Use source rows to zoom, isolate, or reselect the map features associated with a dataset.
    Showing packaged Census and Natural Earth reference geometries. Fallback regions are hidden by default and only cover rows without redistributable geometry.
    20
    GeoJSON regions
    16
    reference shapes
    4
    generalized
    107
    visible sources
    111
    official links
    40
    active datasets
    106
    metadata-public

    This is a selectable coverage map backed by public-data.source_coverage_map_geojson snapshot public-data.source_coverage_map.2026-07-19: 16 of 16 visible geography features are active, filtered to 107 visible source rows and 111 official upstream links. Packaged public reference geometries are exposed through public-data.reference_boundaries_geojson; exact source-native parcel, permit, assessor, utility, building, zoning, or hazard boundaries still require per-source import and license review before redistribution.

    Focused geography

    This panel is driven by the same map selection state as the dataset and source lists.

    No geography is focused yet. Click a polygon, choose a geography card, or use a source row's geography controls to focus one.

    Map layers and geographies

    Actual boundary geometries are the default. Turn on fallback regions only for rows without packaged geometry.

    16/16
    31

    US

    public reference boundarymetadata only no native boundarynative boundary candidate terms review requiredreference boundary only

    Census state reference boundary for the United States and District of Columbia; not source-native national parcel, assessor, permit, or benchmark geo...

    Boundary: Alabama, Alaska, Arizona, Arkansas, California, Colorado, Connecticut, Delaware, District of Columbia, Florida, Georgia, Hawaii, Idaho, Illinois, Indiana, Iowa, Kansas, Kentucky, Louisiana, Maine, Maryland, Massachusetts, Michigan, Minnesota, Mississippi, Missouri, Montana, Nebraska, Nevada, New Hampshire, New Jersey, New Mexico, New York, North Carolina, North Dakota, Ohio, Oklahoma, Oregon, Pennsylvania, Rhode Island, South Carolina, South Dakota, Tennessee, Texas, Utah, Vermont, Virginia, Washington, West Virginia, Wisconsin, Wyoming

    Region source indexBoundary GeoJSONBoundary source
    47

    US-AZ-Phoenix-MSA | US-AZ-Maricopa | US-AZ-Pinal

    public reference boundarynative boundary candidate blocked or terms unclearnative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Maricopa and Pinal counties; not MAG, assessor, parcel, zoning, or utility native geometry.

    Boundary: Maricopa County, Pinal County

    Region source indexBoundary GeoJSONBoundary source
    2

    US-TX

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census state reference boundary for Texas; not TXGIO or statewide source-native parcel geometry.

    Boundary: Texas

    Region source indexBoundary GeoJSONBoundary source
    2

    US-TX-Austin

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for a five-county Austin metro proxy; not Austin permit, parcel, or planning native geometry.

    Boundary: Bastrop County, Caldwell County, Hays County, Travis County, Williamson County

    Region source indexBoundary GeoJSONBoundary source
    1

    US-TX-Harris

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Harris County; not Houston or Harris County source-native parcel/permit geometry.

    Boundary: Harris County

    Region source indexBoundary GeoJSONBoundary source
    4

    US-NY-New York City

    public reference boundarymetadata only no native boundarynative boundary candidate terms review requiredreference boundary only

    Census county reference boundary for the five New York City county equivalents; not NYC source-native building, parcel, permit, or PLUTO geometry.

    Boundary: Bronx County, Kings County, New York County, Queens County, Richmond County

    Region source indexBoundary GeoJSONBoundary source
    3

    US-IL-Cook | US-IL-Chicago

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Cook County; not Chicago or Cook County source-native parcel, permit, or assessor geometry.

    Boundary: Cook County

    Region source indexBoundary GeoJSONBoundary source
    3

    US-WA-King | US-WA-Seattle

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for King County; not Seattle or King County source-native parcel, permit, or assessor geometry.

    Boundary: King County

    Region source indexBoundary GeoJSONBoundary source
    2

    US-CA-San Francisco

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for San Francisco County; not San Francisco source-native parcel, permit, or assessor geometry.

    Boundary: San Francisco County

    Region source indexBoundary GeoJSONBoundary source
    2

    US-PA-Philadelphia

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Philadelphia County; not Philadelphia source-native parcel, permit, or assessor geometry.

    Boundary: Philadelphia County

    Region source indexBoundary GeoJSONBoundary source
    2

    US-FL

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census state reference boundary for Florida; not Florida DOR source-native parcel, roll, or benchmark geometry.

    Boundary: Florida

    Region source indexBoundary GeoJSONBoundary source
    1

    US-FL-Miami-Dade

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census county reference boundary for Miami-Dade County; not Miami-Dade source-native parcel, permit, or assessor geometry.

    Boundary: Miami-Dade County

    Region source indexBoundary GeoJSONBoundary source
    1

    US-MA

    public reference boundarynative boundary candidate terms review requiredreference boundary plus native boundary candidate

    Census state reference boundary for Massachusetts; not MassGIS source-native assessor geometry.

    Boundary: Massachusetts

    Region source indexBoundary GeoJSONBoundary source
    1

    CA

    public reference boundarymetadata only no native boundaryreference boundary only

    Natural Earth country reference boundary for Canada; not Canada source-native parcel, assessment, or benchmark geometry.

    Boundary: Canada

    Region source indexBoundary GeoJSONBoundary source
    4

    GB | United Kingdom

    public reference boundarymetadata only no native boundaryreference boundary join requiredreference boundary only

    Natural Earth country reference boundary for the United Kingdom; not UK source-native price-paid or rate geometry.

    Boundary: United Kingdom

    Region source indexBoundary GeoJSONBoundary source
    4

    FR | France

    public reference boundarymetadata only no native boundarynative boundary candidate terms review requiredreference boundary only

    Natural Earth country reference boundary for France; not DVF, INSEE, or Banque de France source-native geometry.

    Boundary: France

    Region source indexBoundary GeoJSONBoundary source

    Selected datasets and panels

    Uncheck a dataset or panel to narrow the current source list.

    40/40
    Lineage JSON
    Asset JSONLineage JSON
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    Lineage JSON
    Asset JSONLineage JSON
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    Asset JSONLineage JSON

    Original source links for selected map

    Every official URL in the current geography, dataset, search, and source-filter slice is listed here.

    111 links

    This is the atlas-level source directory: 106 visible source rows across 16 selected geographies, with public reference boundaries or governed fallback regions preserved separately from source-native data.

    BLS labor and inflation context
    bls.labor.context
    labor inflation
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.bls_labor, panel.global_universal.

    Official source: api.bls.govSource JSONCoverage index JSON
    Census Building Permits Survey county-month
    census.building_permits.county_month
    permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.census_building_permits, panel.florida_dor, panel.global_universal.

    Official source: www2.census.govSource JSONCoverage index JSON
    Chicago building permits
    chicago.building_permits.citywide
    permits
    Chicago / Cook Countymetadata publicpublic source reviewed

    Panels: evidence.permits_planning.

    Official source: data.cityofchicago.orgSource JSONCoverage index JSON
    Climate hazard composite context
    climate_hazard.context
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.climate_hazard, panel.global_universal.

    Official source 1: aqs.epa.govSource JSONCoverage index JSON
    Climate hazard composite context
    climate_hazard.context
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.climate_hazard, panel.global_universal.

    Official source 2: hazards.fema.govSource JSONCoverage index JSON
    Climate hazard composite context
    climate_hazard.context
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.climate_hazard, panel.global_universal.

    Official source 3: ncei.noaa.govSource JSONCoverage index JSON
    EPA annual AQI by county
    epa.aqi.county_year
    air quality
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.epa_aqi, panel.florida_dor, panel.global_universal.

    Official source: aqs.epa.govSource JSONCoverage index JSON
    FEMA disaster declarations summaries
    fema.disaster_declarations.county_year
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.fema_disasters, panel.florida_dor, panel.global_universal.

    Official source: fema.govSource JSONCoverage index JSON
    FHFA HPI state-year context
    fhfa.hpi.state_year
    housing index
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.fhfa_hpi, panel.acs_nationwide.

    Official source: fhfa.govSource JSONCoverage index JSON
    FRED macro context
    fred.macro.context
    macro context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.fred_macro, panel.acs_nationwide, panel.global_universal.

    Official source: fred.stlouisfed.orgSource JSONCoverage index JSON
    Macro market composite context
    macro_market.context
    macro context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.macro_market, panel.global_universal.

    Official source 1: api.census.govSource JSONCoverage index JSON
    Macro market composite context
    macro_market.context
    macro context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.macro_market, panel.global_universal.

    Official source 2: fred.stlouisfed.orgSource JSONCoverage index JSON
    Macro market composite context
    macro_market.context
    macro context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.macro_market, panel.global_universal.

    Official source 3: fhfa.govSource JSONCoverage index JSON
    NOAA Climate at a Glance county annual temperature
    noaa.cag.county_annual_temperature
    climate context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.noaa_climate, panel.global_universal.

    Official source: ncei.noaa.govSource JSONCoverage index JSON
    NYC DOB permit issuance
    nyc.dob.permit_issuance.citywide
    permits
    New York Citymetadata publicpublic source reviewed

    Panels: evidence.permits_planning, panel.nyc.

    Official source: data.cityofnewyork.usSource JSONCoverage index JSON
    Permits and planning process evidence umbrella
    permits_planning.process_evidence
    permits planning
    Metro umbrella sourcesNationwide United Statesmetadata publicpublic source reviewed

    Panels: evidence.permits_planning, panel.austin_permit, panel.az_maricopa_mag_multires_enriched.

    Official source: census.govSource JSONCoverage index JSON
    Seattle building permits
    seattle.building_permits.citywide
    permits
    Seattle / King Countymetadata publicpublic source reviewed

    Panels: evidence.permits_planning, panel.seattle_king_wa.

    Official source: data.seattle.govSource JSONCoverage index JSON
    Austin issued construction permits
    source.austin.permits
    permits redevelopment
    Austin, Texasmetadata publicpublic source reviewed

    Panels: panel.austin_permit.

    Official source: data.austintexas.govSource JSONCoverage index JSON
    Bank of England bank rate
    source.bank_of_england.bank_rate
    macro context
    United Kingdommetadata publicpublic source reviewed

    Panels: context.boe_rate, panel.uk_ppd.

    Official source: bankofengland.co.ukSource JSONCoverage index JSON
    Census DHC block and housing counts
    source.census.dhc
    demographics economics
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.global_universal.

    Official source: api.census.govSource JSONCoverage index JSON
    Cook County assessor values
    source.cook_county.assessor
    assessor tax
    Chicago / Cook Countymetadata publicpublic source reviewed

    Panels: panel.cook_county_il.

    Official source: cookcountyassessor.comSource JSONCoverage index JSON
    FEMA National Flood Hazard Layer
    source.fema.nfhl
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.florida_dor, panel.global_universal.

    Official source: hazards.fema.govSource JSONCoverage index JSON
    FEMA National Risk Index
    source.fema.nri
    hazard context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.fema_nri, panel.florida_dor, panel.global_universal.

    Official source: hazards.fema.govSource JSONCoverage index JSON
    Demandes de valeurs foncieres
    source.france.dvf
    transaction
    Francemetadata publicopen license reviewed

    Panels: panel.france_dvf.

    Official source: data.gouv.frSource JSONCoverage index JSON
    Harris Central Appraisal District public data
    source.hcad_houston.assessor
    assessor tax
    Harris County / Houstonmetadata publicpublic source reviewed

    Panels: panel.hcad_houston.

    Official source: pdata.hcad.orgSource JSONCoverage index JSON
    HUD Fair Market Rents
    source.hud.fmr
    rent housing cost
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.hud_fmr, panel.global_universal.

    Official source: huduser.govSource JSONCoverage index JSON
    INSEE housing price index
    source.insee.hpi
    housing index
    Francemetadata publicpublic source reviewed

    Panels: context.insee_hpi, panel.france_dvf.

    Official source: insee.frSource JSONCoverage index JSON
    IRS county-to-county migration
    source.irs.migration
    mobility
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.irs_migration, panel.global_universal.

    Official source: irs.govSource JSONCoverage index JSON
    King County assessor property data
    source.king_county.assessor
    assessor tax
    Seattle / King Countymetadata publicpublic source reviewed

    Panels: panel.seattle_king_wa.

    Official source: kingcounty.govSource JSONCoverage index JSON
    LEHD LODES
    source.lehd.lodes
    labor mobility
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.lehd, panel.global_universal.

    Official source: lehd.ces.census.govSource JSONCoverage index JSON
    MassGIS standardized assessors parcels
    source.massgis.assessors
    assessor tax
    Massachusetts statewidemetadata publicpublic source reviewed

    Panels: panel.massgis.

    Official source: mass.govSource JSONCoverage index JSON
    Microsoft US Building Footprints
    source.microsoft.us_building_footprints
    building footprints
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.global_universal.

    Official source: github.comSource JSONCoverage index JSON
    National Land Cover Database
    source.mrlc.nlcd
    land cover
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.nlcd, panel.global_universal.

    Official source: mrlc.govSource JSONCoverage index JSON
    NYC Department of Finance property assessment records
    source.nyc.dof_assessment
    assessor tax
    New York Citymetadata publicpublic source reviewed

    Panels: panel.nyc.

    Official source: nyc.govSource JSONCoverage index JSON
    NYC MapPLUTO
    source.nyc.mappluto
    parcel geometry
    New York Citymetadata publicpublic source reviewed

    Panels: panel.nyc.

    Official source: nyc.govSource JSONCoverage index JSON
    Philadelphia property assessment data
    source.philly.opa
    assessor tax
    Philadelphia, Pennsylvaniametadata publicpublic source reviewed

    Panels: panel.philly.

    Official source: phila.govSource JSONCoverage index JSON
    PRISM climate normals
    source.prism.climate_normals
    climate context
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.global_universal.

    Official source: prism.oregonstate.eduSource JSONCoverage index JSON
    San Francisco assessor historical secured property tax rolls
    source.sf.assessor_rolls
    assessor tax
    San Francisco, Californiametadata publicpublic source reviewed

    Panels: panel.sf_ca.

    Official source: data.sfgov.orgSource JSONCoverage index JSON
    UK Price Paid Data
    source.uk.ppd
    transaction
    United Kingdommetadata publicopen government license reviewed

    Panels: panel.uk_ppd.

    Official source: gov.ukSource JSONCoverage index JSON
    USDA NASS Cropland Data Layer
    source.usda.nass_cdl
    land cover
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.florida_dor, panel.global_universal.

    Official source: nass.usda.govSource JSONCoverage index JSON
    USGS 3DEP elevation
    source.usgs.3dep
    terrain
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.global_universal.

    Official source: usgs.govSource JSONCoverage index JSON
    Census ACS 5-year county context
    census.acs.county_5yr
    demographics economics
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.census_acs, panel.acs_nationwide, panel.az_maricopa_mag_multires_enriched, panel.florida_dor.

    Official source: api.census.govSource JSONCoverage index JSON
    Census ACS 5-year tract panel
    source.census.acs_tract_5yr
    demographics economics
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: context.census_acs, panel.acs_nationwide.

    Official source: api.census.govSource JSONCoverage index JSON
    Census TIGERweb boundaries
    source.census.tigerweb
    geography reference
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: geography.boundaries_crosswalks_labels, panel.global_universal.

    Official source: tigerweb.geo.census.govSource JSONCoverage index JSON
    Florida Department of Revenue property tax data portal
    source.florida.dor
    statewide assessor tax
    Florida statewidemetadata public raw holdpublic source reviewed

    Panels: panel.florida_dor.

    Official source: floridarevenue.comSource JSONCoverage index JSON
    Maricopa County Assessor data downloads
    source.maricopa.assessor
    assessor tax
    Phoenix / Maricopa / Pinalmetadata public raw holdpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched, panel.maricopa_az.

    Official source: mcassessor.maricopa.govSource JSONCoverage index JSON
    Miami-Dade Property Appraiser assessment CSV
    source.miami_dade.property_appraiser
    assessor tax
    Miami-Dade Countymetadata public raw holdpublic source reviewed

    Panels: panel.florida_dor.

    Official source: miamidade.govSource JSONCoverage index JSON
    ACS nationwide raw benchmark panel
    source.raw_benchmark.acs_nationwide
    acs tract
    Nationwide United Statesmetadata publicpublic source reviewed

    Panels: panel.acs_nationwide.

    Official source: api.census.govSource JSONCoverage index JSON
    Austin permit-trigger benchmark panel
    source.raw_benchmark.austin_permit
    permits redevelopment
    Austin, Texasmetadata public raw holdpublic source reviewed

    Panels: panel.austin_permit.

    Official source: data.austintexas.govSource JSONCoverage index JSON
    Cook County assessor benchmark panel
    source.raw_benchmark.cook_county_il
    assessor tax
    Chicago / Cook Countymetadata public raw holdpublic source reviewed

    Panels: panel.cook_county_il.

    Official source: cookcountyassessor.comSource JSONCoverage index JSON
    Florida DOR statewide raw benchmark panel
    source.raw_benchmark.florida_dor
    statewide assessor tax
    Florida statewidemetadata public raw holdpublic source reviewed

    Panels: panel.florida_dor.

    Official source: floridarevenue.comSource JSONCoverage index JSON
    France DVF transaction benchmark panel
    source.raw_benchmark.france_dvf
    transaction
    Francemetadata public raw holdpublic source reviewed

    Panels: panel.france_dvf.

    Official source: data.gouv.frSource JSONCoverage index JSON
    NYC source-native assessment benchmark panel
    source.raw_benchmark.nyc
    assessor tax
    New York Citymetadata public raw holdpublic source reviewed

    Panels: panel.nyc.

    Official source 1: nyc.govSource JSONCoverage index JSON
    NYC source-native assessment benchmark panel
    source.raw_benchmark.nyc
    assessor tax
    New York Citymetadata public raw holdpublic source reviewed

    Panels: panel.nyc.

    Official source 2: nyc.govSource JSONCoverage index JSON
    Philadelphia OPA raw benchmark panel
    source.raw_benchmark.philly
    assessor tax
    Philadelphia, Pennsylvaniametadata public raw holdpublic source reviewed

    Panels: panel.philly.

    Official source: phila.govSource JSONCoverage index JSON
    Seattle and King County assessor benchmark panel
    source.raw_benchmark.seattle_wa
    assessor tax
    Seattle / King Countymetadata public raw holdpublic source reviewed

    Panels: panel.seattle_king_wa.

    Official source: kingcounty.govSource JSONCoverage index JSON
    San Francisco assessor-derived benchmark panel
    source.raw_benchmark.sf_ca
    assessor tax
    San Francisco, Californiametadata public raw holdpublic source reviewed

    Panels: panel.sf_ca.

    Official source: data.sfgov.orgSource JSONCoverage index JSON
    Texas statewide parcel assessor benchmark panel
    source.raw_benchmark.txgio_texas
    parcel assessor
    Texas statewidemetadata public raw holdpublic source reviewed

    Panels: panel.txgio_texas.

    Official source: tnris.orgSource JSONCoverage index JSON
    UK Price Paid Data benchmark panel
    source.raw_benchmark.uk_ppd
    transaction
    United Kingdommetadata public raw holdpublic source reviewed

    Panels: panel.uk_ppd.

    Official source: gov.ukSource JSONCoverage index JSON
    Texas statewide land parcels
    source.txgio.parcels
    parcel assessor
    Texas statewidemetadata public raw holdpublic source reviewed

    Panels: panel.txgio_texas.

    Official source: tnris.orgSource JSONCoverage index JSON
    Arizona Commerce Authority Computer Data Center Program
    az.aca_cdc_program
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azcommerce.comSource JSONCoverage index JSON
    ADEQ Air Quality Forecasts
    az.adeq_air_forecasts
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azdeq.govSource JSONCoverage index JSON
    ADEQ Environmental Permits
    az.adeq_environmental_permits
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azdeq.govSource JSONCoverage index JSON
    ADEQ Search Our Databases
    az.adeq_search_databases
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azdeq.govSource JSONCoverage index JSON
    ADWR Assured Water Supply Overview
    az.adwr_aaws_overview
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azwater.govSource JSONCoverage index JSON
    ADWR Phoenix AMA Groundwater Supply Updates
    az.adwr_phoenix_ama_updates
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azwater.govSource JSONCoverage index JSON
    AZGeo Data
    az.azgeo_open_data
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azgeo-open-data-agic.hub.arcgis.comSource JSONCoverage index JSON
    MAG Sun Cloud Transportation Data Portal
    az.azmag_sun_cloud_transportation
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: azmag.govSource JSONCoverage index JSON
    Arizona State Land Department Maps & GIS
    az.azsld_maps_gis
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: land.az.govSource JSONCoverage index JSON
    Buckeye Capital Improvement Program
    az.buckeye_capital_improvement_program
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    Buckeye Construction Projects
    az.buckeye_construction_projects
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    Buckeye GIS Data & Mapping
    az.buckeye_gis_data_mapping
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    City of Buckeye Open Data
    az.buckeye_open_data
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: opendata.buckeyeaz.govSource JSONCoverage index JSON
    Buckeye Permit Center
    az.buckeye_permit_center
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    Buckeye Planning & Zoning
    az.buckeye_planning_zoning
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: buckeyeaz.govSource JSONCoverage index JSON
    GPEC Data Center Site Selection | Greater Phoenix
    az.gpec_data_centers
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: gpec.orgSource JSONCoverage index JSON
    GPEC Greater Phoenix Data Center Ecosystem PDF
    az.gpec_ecosystem_pdf
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: gpec.orgSource JSONCoverage index JSON
    MAG Projections 2023 expanded RAZ/MPA/Jurisdiction/Reclass FeatureServer
    az.mag_2023_expanded_projection_surfaces
    mag public projection and planning surfaces
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: services1.arcgis.comSource JSONCoverage index JSON
    MAG Projections 2023 MPA/RAZ/TAZ FeatureServer
    az.mag_2023_official_mpa_raz_taz_projections
    mag public projection and planning surfaces
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: services1.arcgis.comSource JSONCoverage index JSON
    MAG 2030/2040 Population Projection Storymap FeatureServer
    az.mag_2030_2040_population_projection_storymap
    mag public projection and planning surfaces
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: services8.arcgis.comSource JSONCoverage index JSON
    MAG Population and Employment Projections by TAZ ArcGIS item (token required)
    az.mag_taz_population_employment_auth_required_lead
    mag public projection and planning surfaces
    Phoenix / Maricopa / Pinalmetadata publicaccess review required

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: services8.arcgis.comSource JSONCoverage index JSON
    Maricopa County Extreme Heat
    az.maricopa_extreme_heat
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maricopa.govSource JSONCoverage index JSON
    Maricopa County Permit Actions and Activities
    az.maricopa_permit_actions
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maricopa.govSource JSONCoverage index JSON
    Maricopa County Permit Center
    az.maricopa_permit_center
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maricopa.govSource JSONCoverage index JSON
    Maricopa County Planning and Zoning Minutes 2025-11-06
    az.maricopa_pz_minutes_2025_11_06
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: myhsd.maricopa.govSource JSONCoverage index JSON
    Maricopa County Weekly Permit Activity Archive
    az.maricopa_weekly_permit_activity_archive
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maricopa.govSource JSONCoverage index JSON
    NOAA Phoenix City Climate Series
    az.noaa_phoenix_climate_series
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: ncei.noaa.govSource JSONCoverage index JSON
    NOAA Phoenix Engineering Weather Data
    az.noaa_phoenix_design_criteria
    water environment hazard constraints
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: ncei.noaa.govSource JSONCoverage index JSON
    Phoenix City-Owned Parcels GIS
    az.phoenix_city_owned_parcels
    transport access and municipal context
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: maps.phoenix.govSource JSONCoverage index JSON
    Phoenix Data Center Text Amendment Staff Report
    az.phoenix_data_center_staff_report
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: phoenix.govSource JSONCoverage index JSON
    Phoenix 52nd & McDowell PUD
    az.phoenix_mcdowell_pud
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: phoenix.govSource JSONCoverage index JSON
    Phoenix Planned Unit Development Cases
    az.phoenix_pud_cases
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: phoenix.govSource JSONCoverage index JSON
    Phoenix Zoning Update for Data Centers
    az.phoenix_zoning_update
    permits planning development pipeline
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: phoenix.govSource JSONCoverage index JSON
    SRP Greater Phoenix Dark Fiber
    az.srp_dark_fiber
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: srpnet.comSource JSONCoverage index JSON
    SRP Data Centers and SRP
    az.srp_data_centers
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: srpnet.comSource JSONCoverage index JSON
    SRP Energizing the growing Valley
    az.srp_growth_blog
    utility energy infrastructure
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: blog.srpnet.comSource JSONCoverage index JSON
    EPA ECHO ICIS-NPDES outfalls layer
    epa.echo.npdes_outfalls.layer
    environmental permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.epa_echo_npdes_outfalls.

    Official source: echo.epa.govSource JSONCoverage index JSON
    EPA ECHO NPDES current sewer overflow and bypass events
    epa.echo.npdes_sewer_overflow.current
    environmental permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.epa_echo_npdes_sewer_overflows.

    Official source: echo.epa.govSource JSONCoverage index JSON
    EPA ECHO NPDES all-version sewer overflow and bypass events
    epa.echo.npdes_sewer_overflow.history
    environmental permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.epa_echo_npdes_sewer_overflow_history.

    Official source: echo.epa.govSource JSONCoverage index JSON
    EPA ECHO ICIS-NPDES non-effluent violations
    epa.echo.npdes_violations
    environmental permits
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.epa_echo_npdes_violations.

    Official source: echo.epa.govSource JSONCoverage index JSON
    FAST-41 federal permitting project inventory
    fast41.federal_permitting.project_inventory
    federal permitting
    Nationwide United Statesmetadata public normalized rowspublic source reviewed

    Panels: context.fast41_federal_permitting.

    Official source: data.permits.performance.govSource JSONCoverage index JSON
    Maricopa County Apartment Master
    az.maricopa_apartment_master
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Assessor Data Downloads
    az.maricopa_assessor_downloads
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: mcassessor.maricopa.govSource JSONCoverage index JSON
    Maricopa County Commercial Master
    az.maricopa_commercial_master
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Land Components
    az.maricopa_land_components
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Parcel Points
    az.maricopa_parcel_points
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Parcels
    az.maricopa_parcels
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Residential Master
    az.maricopa_residential_master
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Sales Affidavits
    az.maricopa_sales_affidavits
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Secured Master
    az.maricopa_secured_master
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON
    Maricopa County Subdivision Index
    az.maricopa_subdivision_index
    maricopa assessor parcels
    Phoenix / Maricopa / Pinalmetadata publicpublic source metadata only

    Panels: panel.az_maricopa_mag_multires_enriched.

    Official source: arcgis.comSource JSONCoverage index JSON

    Selected sources and links

    Search, fit, or isolate each source against its associated map geography.

    107/107
    reference boundary join requirednational|state|metro

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredcounty|month

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|building

    Associated geography: Chicago / Cook County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Chicago / Cook County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredcounty|tract|parcel

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source 1Official source 2Official source 3
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredstate|zip3

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requirednational

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requirednational|county|state

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source 1Official source 2Official source 3
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundarypermit|BBL|BIN

    Associated geography: New York City. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): New York City.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|project|parcel

    Associated geography: Metro umbrella sources, Nationwide United States. Map role: generalized selection region, reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States, Metro umbrella sources.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|building

    Associated geography: Seattle / King County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Seattle / King County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|parcel

    Associated geography: Austin, Texas. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Austin, Texas.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requirednational

    Associated geography: United Kingdom. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): United Kingdom.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryblock_group|block

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|PIN

    Associated geography: Chicago / Cook County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Chicago / Cook County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredflood_polygon|parcel

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredtract|county

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredtransaction|parcel

    Associated geography: France. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): France.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Harris County / Houston. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Harris County / Houston.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredcounty|metro

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requirednational|regional

    Associated geography: France. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): France.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Seattle / King County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Seattle / King County.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredblock|tract|county

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Massachusetts statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Massachusetts statewide.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredbuilding

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryraster_30m

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|BBL

    Associated geography: New York City. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): New York City.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|BBL

    Associated geography: New York City. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): New York City.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|OPA account

    Associated geography: Philadelphia, Pennsylvania. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Philadelphia, Pennsylvania.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryraster_4km

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|block_lot

    Associated geography: San Francisco, California. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): San Francisco, California.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundarytransaction|address

    Associated geography: United Kingdom. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): United Kingdom.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryraster_30m

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundaryraster

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredcounty

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredtract

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredstate|county|tract|block_group|block

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Florida statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Florida statewide.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Miami-Dade County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Miami-Dade County.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredtract

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredpermit|parcel

    Associated geography: Austin, Texas. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Austin, Texas.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|PIN

    Associated geography: Chicago / Cook County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Chicago / Cook County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Florida statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Florida statewide.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredtransaction|parcel

    Associated geography: France. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): France.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|BBL

    Associated geography: New York City. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): New York City.

    Source JSONCoverage index JSONOfficial source 1Official source 2
    native boundary candidate terms review requiredparcel|OPA account

    Associated geography: Philadelphia, Pennsylvania. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Philadelphia, Pennsylvania.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Seattle / King County. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Seattle / King County.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: San Francisco, California. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): San Francisco, California.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Texas statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Texas statewide.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundarytransaction|address

    Associated geography: United Kingdom. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): United Kingdom.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Texas statewide. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Texas statewide.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate blocked or terms unclearparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel|tract|taz|raz|mpa

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredpermit|facility|outfall|state|waterbody|coordinate

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredpermit|event|state|waterbody|coordinate

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredpermit|event|version|state|waterbody|coordinate

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredpermit|violation|state|date|rnc|enforcement_link_count

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    reference boundary join requiredproject|state|county|agency|sector

    Associated geography: Nationwide United States. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Nationwide United States.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    native boundary candidate terms review requiredparcel

    Associated geography: Phoenix / Maricopa / Pinal. Map role: reference boundary.

    Use official_urls for native source access; public index maps this source to public reference coverage feature(s): Phoenix / Maricopa / Pinal.

    Source JSONCoverage index JSONOfficial source
    metadata only no native boundarymixed

    Associated geography: Canada, European Union, France, Global / discovery universe, Nationwide United States, United Kingdom. Map role: generalized selection region, reference boundary.

    No exact official source URL is present yet; use the source record and evidence file before adding native-boundary access.

    Source JSONCoverage index JSONNo exact official URL yet

    Readiness and license posture

    assessor tax16
    maricopa assessor parcels10
    permits planning development pipeline10
    water environment hazard constraints10
    transport access and municipal context6
    utility energy infrastructure6
    hazard context4
    macro context4
    mag public projection and planning surfaces4
    public source reviewed60
    public source metadata only46
    mixed review required1
    source specific review required1
    access review required1
    open license reviewed1

    Atlas API rollup

    The compact /api/v1/data/coverage summary mirrors the map and source-to-geography index.

    JSON
    map regions
    20
    actual boundaries
    16
    fallback regions
    4
    source-index rows
    112
    Phoenix / Maricopa / Pinal
    coverage.arizona_phoenix_maricopa_pinal
    47 sources

    Actual boundaries | 7 families | 2 panels | 46 official links.

    Nationwide United States
    coverage.nationwide_us
    31 sources

    Actual boundaries | 20 families | 27 panels | 32 official links.

    France
    coverage.france
    4 sources

    Actual boundaries | 3 families | 2 panels | 2 official links.

    New York City
    coverage.new_york_city
    4 sources

    Actual boundaries | 3 families | 2 panels | 3 official links.

    Source-to-geography index

    This is the machine-readable bridge behind the atlas: one row per source, linked to coverage features, native resolution, official URLs, boundary-review status, and geometry redistribution policy.

    Coverage source JSONDownload index TSV
    Native-boundary status
    native boundary candidate terms review required78
    reference boundary join required22
    metadata only no native boundary9
    native boundary candidate blocked or terms unclear3
    Current public geometry surface
    reference boundary plus native boundary candidate77
    reference boundary plus reference boundary join21
    reference boundary only9
    generalized region plus native boundary candidate4
    generalized region plus reference boundary join1
    Native-boundary candidates needing review

    Examples where source metadata suggests native geometry exists, but redistribution stays generalized until terms are reviewed.

    8/112
    Maricopa County Apartment Master
    az.maricopa_apartment_master
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Assessor Data Downloads
    az.maricopa_assessor_downloads
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Commercial Master
    az.maricopa_commercial_master
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Land Components
    az.maricopa_land_components
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Parcel Points
    az.maricopa_parcel_points
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Parcels
    az.maricopa_parcels
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Residential Master
    az.maricopa_residential_master
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source
    Maricopa County Sales Affidavits
    az.maricopa_sales_affidavits
    native boundary candidate terms review required
    Coverage: Phoenix / Maricopa / PinalNative grain: parcelFormat: html|downloadPolicy: public reference coverage feature only until source terms review
    Source JSONOfficial source

    Panel-to-original-source directory

    A comprehensive view of every documented source-to-panel edge, joined to the official upstream links from the source inventory so users can audit which original sources built each panel.

    Download lineage TSVSource catalog JSON
    38
    panels
    140
    lineage edges
    139
    edges with links
    132
    official links
    37
    linked panels
    Input panels

    Panel Global Universal

    panel.global_universal
    draft

    Universal/global training panels and bundles. Support: multi-jurisdiction. Fields: panelized property and context features.

    air qualitybuilding footprintsclimate contextdemographics economicsgeography reference+10 families
    21 sources25 official links65 output fields
    Panel lineage JSONAsset JSON
    EPA annual AQI by county
    epa.aqi.county_year
    context join
    air qualitydocumentedmedian_aqimax_aqidays_with_aqi
    Source JSONOfficial source
    Microsoft US Building Footprints
    source.microsoft.us_building_footprints
    spatial feature enrichment
    building footprintsdocumentedbuilding_geometrybuilding_areacentroid
    Source JSONOfficial source
    NOAA Climate at a Glance county annual temperature
    noaa.cag.county_annual_temperature
    context join
    climate contextdocumentedannual_average_temperaturetemperature_anomaly
    Source JSONOfficial source
    PRISM climate normals
    source.prism.climate_normals
    spatial feature enrichment
    climate contextdocumentedmean_annual_temperatureprecipitation
    Source JSONOfficial source
    Census DHC block and housing counts
    source.census.dhc
    spatial feature enrichment
    demographics economicsdocumentedhousing_unitspopulationblock_centroid_proxy
    Source JSONOfficial source
    Census TIGERweb boundaries
    source.census.tigerweb
    spatial feature enrichment
    geography referencedocumentedboundariescentroidsgeography_crosswalks
    Source JSONOfficial source
    Climate hazard composite context
    climate_hazard.context
    context join
    hazard contextdocumentedflood_riskwildfire_riskaqitemperature_anomaly+1 fields
    Source JSONOfficial source 1Official source 2+1 more links
    FEMA disaster declarations summaries
    fema.disaster_declarations.county_year
    context join
    hazard contextdocumenteddisaster_countincident_type_countsdeclaration_date
    Source JSONOfficial source
    FEMA National Flood Hazard Layer
    source.fema.nfhl
    spatial feature enrichment
    hazard contextdocumentedflood_zonein_floodplain
    Source JSONOfficial source
    FEMA National Risk Index
    source.fema.nri
    context join
    hazard contextdocumentedflood_riskwind_riskheat_riskearthquake_risk+1 fields
    Source JSONOfficial source
    BLS labor and inflation context
    bls.labor.context
    context join
    labor inflationdocumentedunemployment_ratecpiemploymentlabor_force_participation+2 fields
    Source JSONOfficial source
    LEHD LODES
    source.lehd.lodes
    context join
    labor mobilitydocumentedemploymentcommute_flowsworkplace_area_characteristics
    Source JSONOfficial source
    National Land Cover Database
    source.mrlc.nlcd
    spatial feature enrichment
    land coverdocumentedland_cover_classimpervious_surfacedeveloped_flagforest_flag
    Source JSONOfficial source
    USDA NASS Cropland Data Layer
    source.usda.nass_cdl
    base panel source
    land coverdocumentedfarmland_classagricultural_land_proxy
    Source JSONOfficial source
    FRED macro context
    fred.macro.context
    context join
    macro contextdocumentedmortgage_rate_30ycpiunemployment_ratehousing_starts+1 fields
    Source JSONOfficial source
    Macro market composite context
    macro_market.context
    context join
    macro contextdocumentedincomecpimortgage_ratehousing_starts+1 fields
    Source JSONOfficial source 1Official source 2+1 more links
    IRS county-to-county migration
    source.irs.migration
    context join
    mobilitydocumentedinflowoutflowreturnsexemptions+1 fields
    Source JSONOfficial source
    Census Building Permits Survey county-month
    census.building_permits.county_month
    context join
    permitsdocumentedpermit_unitspermit_buildingspermit_value
    Source JSONOfficial source
    HUD Fair Market Rents
    source.hud.fmr
    context join
    rent housing costdocumentedfair_market_rentbedroom_rent_estimates
    Source JSONOfficial source
    USGS 3DEP elevation
    source.usgs.3dep
    spatial feature enrichment
    terraindocumentedelevationslopeaspect
    Source JSONOfficial source
    OpenStreetMap features via OSMnx
    source.openstreetmap.osmnx
    spatial feature enrichment
    transport accessdocumentedpoi_distancesroad_networkwalkabilitybuilding_density
    Source JSONOfficial source
    Input panels

    Panel ACS Nationwide

    panel.acs_nationwide
    draft

    ACS tract and hierarchical history. Support: tract|county|state|national. Fields: value; income; rent; population; housing; tenure; mobility; employment; education.

    acs tractdemographics economicshousing indexmacro context
    5 sources3 official links18 output fields
    Panel lineage JSONAsset JSON
    ACS nationwide raw benchmark panel
    source.raw_benchmark.acs_nationwide
    base panel source
    acs tractdocumentedmedian_home_valueincomerentpopulation+4 fields
    Source JSONOfficial source
    Census ACS 5-year county context
    census.acs.county_5yr
    context join
    demographics economicsdocumentedpopulationhousingincomerent+5 fields
    Source JSONOfficial source
    Census ACS 5-year tract panel
    source.census.acs_tract_5yr
    base panel source
    demographics economicsdocumentedmedian_home_valuemedian_hh_incomerent_burdenpopulation+5 fields
    Source JSONOfficial source
    FHFA HPI state-year context
    fhfa.hpi.state_year
    context join
    housing indexdocumentedhpi_value
    Source JSONOfficial source
    FRED macro context
    fred.macro.context
    context join
    macro contextdocumentedmortgage_rate_30ycpiunemployment_ratehousing_starts+1 fields
    Source JSONOfficial source
    Input panels

    Panel France Dvf

    panel.france_dvf
    metadata only

    France DVF transaction data. Support: transaction|parcel-derived; France. Fields: valeur fonciere; sale date; type; area; lat/lon.

    housing indexmacro contexttransaction
    4 sources3 official links8 output fields
    Panel lineage JSONAsset JSON
    INSEE housing price index
    source.insee.hpi
    context join
    housing indexdocumentedhousing_price_index
    Source JSONOfficial source
    ECB Statistical Data Warehouse policy rate context
    source.ecb.policy_rate
    context join
    macro contextdocumentedpolicy_ratemonetary_context
    Source JSONOfficial source
    Demandes de valeurs foncieres
    source.france.dvf
    base panel source
    transactiondocumentedsale_pricesale_dateproperty_typeland_area+1 fields
    Source JSONOfficial source
    France DVF transaction benchmark panel
    source.raw_benchmark.france_dvf
    base panel source
    transactiondocumentedsale_pricesale_dateproperty_typeland_area+1 fields
    Source JSONOfficial source
    Input panels

    Panel Austin Permit

    panel.austin_permit
    metadata only

    Austin permit/redevelopment panel. Support: parcel|permit. Fields: redevelopment_event; permit counts; job valuation; review delay; units.

    permits planningpermits redevelopment
    3 sources2 official links11 output fields
    Panel lineage JSONAsset JSON
    Permits and planning process evidence umbrella
    permits_planning.process_evidence
    base panel source
    permits planningdocumentedevent_typepermit_typeprocess_stagefiling_id+1 fields
    Source JSONOfficial source
    Austin issued construction permits
    source.austin.permits
    base panel source
    permits redevelopmentdocumentedpermit_countpermit_valuationreview_delayredevelopment_event+2 fields
    Source JSONOfficial source
    Austin permit-trigger benchmark panel
    source.raw_benchmark.austin_permit
    base panel source
    permits redevelopmentdocumentedpermit_countpermit_valuationreview_delayredevelopment_event
    Source JSONOfficial source
    Input panels

    Panel Seattle King Wa

    panel.seattle_king_wa
    metadata only

    Seattle/King County assessor and GIS data. Support: parcel; King County. Fields: assessment; land/improvement; property attributes.

    assessor taxpermits
    3 sources2 official links11 output fields
    Panel lineage JSONAsset JSON
    King County assessor property data
    source.king_county.assessor
    base panel source
    assessor taxdocumentedassessed_valueappraised_valueland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Seattle and King County assessor benchmark panel
    source.raw_benchmark.seattle_wa
    base panel source
    assessor taxdocumentedappraised_valueassessed_valueland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Seattle building permits
    seattle.building_permits.citywide
    base panel source
    permitsdocumentedpermit_classpermit_typeissued_dateapplied_date+2 fields
    Source JSONOfficial source
    Input panels

    Panel Uk Ppd

    panel.uk_ppd
    metadata only

    UK Price Paid Data transaction panel. Support: transaction|parcel-derived; UK. Fields: sale price; sale year; transaction id.

    macro contexttransaction
    3 sources2 official links6 output fields
    Panel lineage JSONAsset JSON
    Bank of England bank rate
    source.bank_of_england.bank_rate
    context join
    macro contextdocumentedbank_rate
    Source JSONOfficial source
    UK Price Paid Data
    source.uk.ppd
    base panel source
    transactiondocumentedsale_pricesale_dateproperty_typetenure+1 fields
    Source JSONOfficial source
    UK Price Paid Data benchmark panel
    source.raw_benchmark.uk_ppd
    base panel source
    transactiondocumentedsale_pricesale_dateproperty_typetenure
    Source JSONOfficial source
    Input panels

    Panel Cook County Il

    panel.cook_county_il
    metadata only

    Cook County assessor assessed values. Support: parcel; Cook County. Fields: mailed/certified/board land/building/total values.

    assessor tax
    2 sources1 official links6 output fields
    Panel lineage JSONAsset JSON
    Cook County assessor benchmark panel
    source.raw_benchmark.cook_county_il
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_value
    Source JSONOfficial source
    Cook County assessor values
    source.cook_county.assessor
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valueclass+2 fields
    Source JSONOfficial source
    Input panels

    Panel Philly

    panel.philly
    metadata only

    Philadelphia assessor/OPA-style panel. Support: parcel; Philadelphia. Fields: market/assessed value; land/improvement; area; year built.

    assessor tax
    2 sources1 official links6 output fields
    Panel lineage JSONAsset JSON
    Philadelphia OPA raw benchmark panel
    source.raw_benchmark.philly
    base panel source
    assessor taxdocumentedmarket_valueassessed_valueland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Philadelphia property assessment data
    source.philly.opa
    base panel source
    assessor taxdocumentedmarket_valueassessed_valueland_valueimprovement_value+2 fields
    Source JSONOfficial source
    Input panels

    Panel Sf CA

    panel.sf_ca
    metadata only

    San Francisco secured roll assessor data. Support: parcel; San Francisco. Fields: assessed value; land/improvement; sales date; sqft; year built; lat/lon.

    assessor tax
    2 sources1 official links5 output fields
    Panel lineage JSONAsset JSON
    San Francisco assessor historical secured property tax rolls
    source.sf.assessor_rolls
    base panel source
    assessor taxdocumentedassessed_valuesale_priceland_valueimprovement_value+1 fields
    Source JSONOfficial source
    San Francisco assessor-derived benchmark panel
    source.raw_benchmark.sf_ca
    base panel source
    assessor taxdocumentedassessed_valuesale_priceland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Input panels

    Panel Txgio Texas

    panel.txgio_texas
    metadata only

    Texas statewide parcel/assessor panel where available. Support: parcel; Texas. Fields: statewide assessor values; prior value; growth fields.

    parcel assessor
    2 sources1 official links8 output fields
    Panel lineage JSONAsset JSON
    Texas statewide land parcels
    source.txgio.parcels
    base panel source
    parcel assessordocumentedparcel_geometryaccountassessor_fieldsmarket_value
    Source JSONOfficial source
    Texas statewide parcel assessor benchmark panel
    source.raw_benchmark.txgio_texas
    base panel source
    parcel assessordocumentedmarket_valueassessed_valueland_valueimprovement_value+1 fields
    Source JSONOfficial source
    Input panels

    Panel Vancouver Bc

    panel.vancouver_bc
    metadata only

    BC Assessment style panel. Support: parcel; Vancouver/BC. Fields: assessed value; land/improvement; year built.

    assessor tax
    2 sources1 official links4 output fields
    Panel lineage JSONAsset JSON
    Vancouver assessment benchmark panel
    source.raw_benchmark.vancouver_bc
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valueyear_built
    Source JSONOfficial source
    Vancouver property tax report
    source.vancouver.property_tax
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valueyear_built
    Source JSONOfficial source
    Input panels

    Panel Maricopa Az

    panel.maricopa_az
    metadata only

    Maricopa assessor parcel universe and related tables. Support: parcel|tract|taz|raz|mpa. Fields: values; sales; year built; land; subdivision; developability.

    assessor tax
    1 sources1 official links7 output fields
    Panel lineage JSONAsset JSON
    Maricopa County Assessor data downloads
    source.maricopa.assessor
    base panel source
    assessor taxdocumentedparcel_universeassessed_valueland_valueimprovement_value+3 fields
    Source JSONOfficial source
    Input panels

    Panel Massgis

    panel.massgis
    metadata only

    MassGIS parcel geodatabase. Support: parcel; Massachusetts. Fields: assessed value; sales; building fields; geometry.

    assessor tax
    1 sources1 official links4 output fields
    Panel lineage JSONAsset JSON
    MassGIS standardized assessors parcels
    source.massgis.assessors
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valueparcel_geometry
    Source JSONOfficial source
    Input panels

    Context Census ACS

    context.census_acs
    draft

    ACS 5-year and 1-year estimates; Census APIs. Support: tract|county|state|national. Fields: demographics; housing; income; rent; education; employment.

    demographics economics
    2 sources1 official links12 output fields
    Panel lineage JSONAsset JSON
    Census ACS 5-year county context
    census.acs.county_5yr
    context join
    demographics economicsdocumentedpopulationhousingincomerent+5 fields
    Source JSONOfficial source
    Census ACS 5-year tract panel
    source.census.acs_tract_5yr
    base panel source
    demographics economicsdocumentedmedian_home_valuemedian_hh_incomerent_burdenpopulation+5 fields
    Source JSONOfficial source
    Context inputs

    Context BLS Labor

    context.bls_labor
    draft

    BLS labor/inflation sources. Support: national|state|county/month. Fields: labor market and inflation indicators.

    labor inflation
    1 sources1 official links6 output fields
    Panel lineage JSONAsset JSON
    BLS labor and inflation context
    bls.labor.context
    context join
    labor inflationdocumentedunemployment_ratecpiemploymentlabor_force_participation+2 fields
    Source JSONOfficial source
    Context inputs

    Context EPA AQI

    context.epa_aqi
    draft

    EPA AirData/AQI archives. Support: county|year. Fields: median AQI; PM2.5 exceedance days.

    air quality
    1 sources1 official links3 output fields
    Panel lineage JSONAsset JSON
    EPA annual AQI by county
    epa.aqi.county_year
    context join
    air qualitydocumentedmedian_aqimax_aqidays_with_aqi
    Source JSONOfficial source
    Context inputs

    Context FRED Macro

    context.fred_macro
    draft

    FRED and macro rate series. Support: national|state|year. Fields: mortgage30; fed funds; treasury; CPI; oil; unemployment; VIX; HPI.

    macro context
    1 sources1 official links5 output fields
    Panel lineage JSONAsset JSON
    FRED macro context
    fred.macro.context
    context join
    macro contextdocumentedmortgage_rate_30ycpiunemployment_ratehousing_starts+1 fields
    Source JSONOfficial source
    Context inputs

    Context HUD FMR

    context.hud_fmr
    draft

    HUD Fair Market Rent data. Support: county|year. Fields: rent benchmarks.

    rent housing cost
    1 sources1 official links2 output fields
    Panel lineage JSONAsset JSON
    HUD Fair Market Rents
    source.hud.fmr
    context join
    rent housing costdocumentedfair_market_rentbedroom_rent_estimates
    Source JSONOfficial source
    Context inputs

    Context IRS Migration

    context.irs_migration
    draft

    IRS county migration data. Support: county|year. Fields: migration flows and income proxies.

    mobility
    1 sources1 official links5 output fields
    Panel lineage JSONAsset JSON
    IRS county-to-county migration
    source.irs.migration
    context join
    mobilitydocumentedinflowoutflowreturnsexemptions+1 fields
    Source JSONOfficial source
    Geography and crosswalks

    Geography Boundaries Crosswalks Labels

    geography.boundaries_crosswalks_labels
    draft

    TIGER/Line, GNIS, OSM/Nominatim labels, county FIPS, tract/ZCTA crosswalks, city names. Support: tract|zcta|county|state|city|osm labels. Fields: geographic labels; crosswalks; centroids; names; hierarchy.

    geography reference
    1 sources1 official links3 output fields
    Panel lineage JSONAsset JSON
    Census TIGERweb boundaries
    source.census.tigerweb
    spatial feature enrichment
    geography referencedocumentedboundariescentroidsgeography_crosswalks
    Source JSONOfficial source
    Panel lineage

    az maricopa mag multires enriched

    panel.az_maricopa_mag_multires_enriched
    lineage only

    49 documented source rows feed this panel or evidence bundle.

    assessor taxdemographics economicsmag public projection and planning surfacesmaricopa assessor parcelspermits planning+4 families
    49 sources48 official links27 output fields
    Panel lineage JSON
    Maricopa County Assessor data downloads
    source.maricopa.assessor
    base panel source
    assessor taxdocumentedparcel_universeassessed_valueland_valueimprovement_value+3 fields
    Source JSONOfficial source
    Census ACS 5-year county context
    census.acs.county_5yr
    context join
    demographics economicsdocumentedpopulationhousingincomerent+5 fields
    Source JSONOfficial source
    MAG 2030/2040 Population Projection Storymap FeatureServer
    az.mag_2030_2040_population_projection_storymap
    planned enrichment source
    mag public projection and planning surfacesplannedofficial MAG current planning/projection surfaces for TAZ/RAZ/MPA benchmarking, crosswalk checks, and enrichment
    Source JSONOfficial source
    MAG Population and Employment Projections by TAZ ArcGIS item (token required)
    az.mag_taz_population_employment_auth_required_lead
    planned enrichment source
    mag public projection and planning surfacesplannedofficial MAG current planning/projection surfaces for TAZ/RAZ/MPA benchmarking, crosswalk checks, and enrichment
    Source JSONOfficial source
    MAG Projections 2023 expanded RAZ/MPA/Jurisdiction/Reclass FeatureServer
    az.mag_2023_expanded_projection_surfaces
    planned enrichment source
    mag public projection and planning surfacesplannedofficial MAG current planning/projection surfaces for TAZ/RAZ/MPA benchmarking, crosswalk checks, and enrichment
    Source JSONOfficial source
    MAG Projections 2023 MPA/RAZ/TAZ FeatureServer
    az.mag_2023_official_mpa_raz_taz_projections
    planned enrichment source
    mag public projection and planning surfacesplannedofficial MAG current planning/projection surfaces for TAZ/RAZ/MPA benchmarking, crosswalk checks, and enrichment
    Source JSONOfficial source
    Maricopa County Apartment Master
    az.maricopa_apartment_master
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Assessor Data Downloads
    az.maricopa_assessor_downloads
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Commercial Master
    az.maricopa_commercial_master
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Land Components
    az.maricopa_land_components
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Parcel Points
    az.maricopa_parcel_points
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Parcels
    az.maricopa_parcels
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Residential Master
    az.maricopa_residential_master
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Sales Affidavits
    az.maricopa_sales_affidavits
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Secured Master
    az.maricopa_secured_master
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Maricopa County Subdivision Index
    az.maricopa_subdivision_index
    planned enrichment source
    maricopa assessor parcelsplannedparcel universe, valuation, built-space, land, subdivision, parcel geometry
    Source JSONOfficial source
    Permits and planning process evidence umbrella
    permits_planning.process_evidence
    base panel source
    permits planningdocumentedevent_typepermit_typeprocess_stagefiling_id+1 fields
    Source JSONOfficial source
    Buckeye Permit Center
    az.buckeye_permit_center
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Buckeye Planning & Zoning
    az.buckeye_planning_zoning
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Maricopa County Permit Actions and Activities
    az.maricopa_permit_actions
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Maricopa County Permit Center
    az.maricopa_permit_center
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Maricopa County Planning and Zoning Minutes 2025-11-06
    az.maricopa_pz_minutes_2025_11_06
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Maricopa County Weekly Permit Activity Archive
    az.maricopa_weekly_permit_activity_archive
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Phoenix 52nd & McDowell PUD
    az.phoenix_mcdowell_pud
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Phoenix Data Center Text Amendment Staff Report
    az.phoenix_data_center_staff_report
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Phoenix Planned Unit Development Cases
    az.phoenix_pud_cases
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Phoenix Zoning Update for Data Centers
    az.phoenix_zoning_update
    planned enrichment source
    permits planning development pipelineplannednear-term construction/development and zoning signal before or around permits
    Source JSONOfficial source
    Buckeye Capital Improvement Program
    az.buckeye_capital_improvement_program
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    Buckeye Construction Projects
    az.buckeye_construction_projects
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    Buckeye GIS Data & Mapping
    az.buckeye_gis_data_mapping
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    City of Buckeye Open Data
    az.buckeye_open_data
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    MAG Sun Cloud Transportation Data Portal
    az.azmag_sun_cloud_transportation
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    Phoenix City-Owned Parcels GIS
    az.phoenix_city_owned_parcels
    planned enrichment source
    transport access and municipal contextplannedtransportation accessibility, open-data, municipal growth and planning context
    Source JSONOfficial source
    Arizona Commerce Authority Computer Data Center Program
    az.aca_cdc_program
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    GPEC Data Center Site Selection | Greater Phoenix
    az.gpec_data_centers
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    GPEC Greater Phoenix Data Center Ecosystem PDF
    az.gpec_ecosystem_pdf
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    SRP Data Centers and SRP
    az.srp_data_centers
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    SRP Energizing the growing Valley
    az.srp_growth_blog
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    SRP Greater Phoenix Dark Fiber
    az.srp_dark_fiber
    planned enrichment source
    utility energy infrastructureplannedlarge-load, grid, data-center, dark-fiber, and economic-development context
    Source JSONOfficial source
    ADEQ Air Quality Forecasts
    az.adeq_air_forecasts
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    ADEQ Environmental Permits
    az.adeq_environmental_permits
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    ADEQ Search Our Databases
    az.adeq_search_databases
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    ADWR Assured Water Supply Overview
    az.adwr_aaws_overview
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    ADWR Phoenix AMA Groundwater Supply Updates
    az.adwr_phoenix_ama_updates
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    Arizona State Land Department Maps & GIS
    az.azsld_maps_gis
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    AZGeo Data
    az.azgeo_open_data
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    Maricopa County Extreme Heat
    az.maricopa_extreme_heat
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    NOAA Phoenix City Climate Series
    az.noaa_phoenix_climate_series
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    NOAA Phoenix Engineering Weather Data
    az.noaa_phoenix_design_criteria
    planned enrichment source
    water environment hazard constraintsplanneddevelopability constraints, assured water supply, environmental permits, AQI, heat, state land context
    Source JSONOfficial source
    Input panels

    Panel Florida DOR

    panel.florida_dor
    hold

    Aggregate derived features only in early public releases

    air qualityassessor taxdemographics economicshazard contextland cover+2 families
    10 sources9 official links37 output fields
    Panel lineage JSONAsset JSON
    EPA annual AQI by county
    epa.aqi.county_year
    context join
    air qualitydocumentedmedian_aqimax_aqidays_with_aqi
    Source JSONOfficial source
    Miami-Dade Property Appraiser assessment CSV
    source.miami_dade.property_appraiser
    base panel source
    assessor taxdocumentedbedsbathsuse_codebuilding_attributes
    Source JSONOfficial source
    Census ACS 5-year county context
    census.acs.county_5yr
    context join
    demographics economicsdocumentedpopulationhousingincomerent+5 fields
    Source JSONOfficial source
    FEMA disaster declarations summaries
    fema.disaster_declarations.county_year
    context join
    hazard contextdocumenteddisaster_countincident_type_countsdeclaration_date
    Source JSONOfficial source
    FEMA National Flood Hazard Layer
    source.fema.nfhl
    spatial feature enrichment
    hazard contextdocumentedflood_zonein_floodplain
    Source JSONOfficial source
    FEMA National Risk Index
    source.fema.nri
    context join
    hazard contextdocumentedflood_riskwind_riskheat_riskearthquake_risk+1 fields
    Source JSONOfficial source
    USDA NASS Cropland Data Layer
    source.usda.nass_cdl
    base panel source
    land coverdocumentedfarmland_classagricultural_land_proxy
    Source JSONOfficial source
    Census Building Permits Survey county-month
    census.building_permits.county_month
    context join
    permitsdocumentedpermit_unitspermit_buildingspermit_value
    Source JSONOfficial source
    Florida Department of Revenue property tax data portal
    source.florida.dor
    base panel source
    statewide assessor taxdocumentedjust_valueassessed_valuetaxable_valueland_value+2 fields
    Source JSONOfficial source
    Florida DOR statewide raw benchmark panel
    source.raw_benchmark.florida_dor
    base panel source
    statewide assessor taxdocumentedjust_valueassessed_valuetaxable_valueland_value+1 fields
    Source JSONOfficial source
    Panel lineage

    evidence.permits planning

    evidence.permits_planning
    lineage only

    4 documented source rows feed this panel or evidence bundle.

    permitspermits planning
    4 sources4 official links20 output fields
    Panel lineage JSON
    Chicago building permits
    chicago.building_permits.citywide
    base panel source
    permitsdocumentedpermit_typereview_typeissue_dateapplication_start_date+3 fields
    Source JSONOfficial source
    NYC DOB permit issuance
    nyc.dob.permit_issuance.citywide
    base panel source
    permitsdocumentedpermit_typework_typefiling_dateissuance_date+1 fields
    Source JSONOfficial source
    Seattle building permits
    seattle.building_permits.citywide
    base panel source
    permitsdocumentedpermit_classpermit_typeissued_dateapplied_date+2 fields
    Source JSONOfficial source
    Permits and planning process evidence umbrella
    permits_planning.process_evidence
    base panel source
    permits planningdocumentedevent_typepermit_typeprocess_stagefiling_id+1 fields
    Source JSONOfficial source
    Panel lineage

    context.boe rate

    context.boe_rate
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    macro context
    1 sources1 official links1 output fields
    Panel lineage JSON
    Bank of England bank rate
    source.bank_of_england.bank_rate
    context join
    macro contextdocumentedbank_rate
    Source JSONOfficial source
    Panel lineage

    context.building permits

    context.building_permits
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    permits
    1 sources1 official links3 output fields
    Panel lineage JSON
    Census Building Permits Survey county-month
    census.building_permits.county_month
    context join
    permitsdocumentedpermit_unitspermit_buildingspermit_value
    Source JSONOfficial source
    Panel lineage

    context.climate hazard

    context.climate_hazard
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    hazard context
    1 sources3 official links5 output fields
    Panel lineage JSON
    Climate hazard composite context
    climate_hazard.context
    context join
    hazard contextdocumentedflood_riskwildfire_riskaqitemperature_anomaly+1 fields
    Source JSONOfficial source 1Official source 2+1 more links
    Panel lineage

    context.ecb rate

    context.ecb_rate
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    macro context
    1 sources1 official links2 output fields
    Panel lineage JSON
    ECB Statistical Data Warehouse policy rate context
    source.ecb.policy_rate
    context join
    macro contextdocumentedpolicy_ratemonetary_context
    Source JSONOfficial source
    Panel lineage

    context.fema disasters

    context.fema_disasters
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    hazard context
    1 sources1 official links3 output fields
    Panel lineage JSON
    FEMA disaster declarations summaries
    fema.disaster_declarations.county_year
    context join
    hazard contextdocumenteddisaster_countincident_type_countsdeclaration_date
    Source JSONOfficial source
    Panel lineage

    context.fema nri

    context.fema_nri
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    hazard context
    1 sources1 official links5 output fields
    Panel lineage JSON
    FEMA National Risk Index
    source.fema.nri
    context join
    hazard contextdocumentedflood_riskwind_riskheat_riskearthquake_risk+1 fields
    Source JSONOfficial source
    Panel lineage

    context.fhfa hpi

    context.fhfa_hpi
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    housing index
    1 sources1 official links1 output fields
    Panel lineage JSON
    FHFA HPI state-year context
    fhfa.hpi.state_year
    context join
    housing indexdocumentedhpi_value
    Source JSONOfficial source
    Panel lineage

    context.insee hpi

    context.insee_hpi
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    housing index
    1 sources1 official links1 output fields
    Panel lineage JSON
    INSEE housing price index
    source.insee.hpi
    context join
    housing indexdocumentedhousing_price_index
    Source JSONOfficial source
    Panel lineage

    context.lehd

    context.lehd
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    labor mobility
    1 sources1 official links3 output fields
    Panel lineage JSON
    LEHD LODES
    source.lehd.lodes
    context join
    labor mobilitydocumentedemploymentcommute_flowsworkplace_area_characteristics
    Source JSONOfficial source
    Panel lineage

    context.macro market

    context.macro_market
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    macro context
    1 sources3 official links5 output fields
    Panel lineage JSON
    Macro market composite context
    macro_market.context
    context join
    macro contextdocumentedincomecpimortgage_ratehousing_starts+1 fields
    Source JSONOfficial source 1Official source 2+1 more links
    Panel lineage

    context.nlcd

    context.nlcd
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    land cover
    1 sources1 official links4 output fields
    Panel lineage JSON
    National Land Cover Database
    source.mrlc.nlcd
    spatial feature enrichment
    land coverdocumentedland_cover_classimpervious_surfacedeveloped_flagforest_flag
    Source JSONOfficial source
    Panel lineage

    context.noaa climate

    context.noaa_climate
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    climate context
    1 sources1 official links2 output fields
    Panel lineage JSON
    NOAA Climate at a Glance county annual temperature
    noaa.cag.county_annual_temperature
    context join
    climate contextdocumentedannual_average_temperaturetemperature_anomaly
    Source JSONOfficial source
    Input panels

    Panel NYC

    panel.nyc
    hold

    Benchmark metadata only until raw terms reviewed

    assessor taxparcel geometrypermits
    4 sources3 official links14 output fields
    Panel lineage JSONAsset JSON
    NYC Department of Finance property assessment records
    source.nyc.dof_assessment
    base panel source
    assessor taxdocumentedmarket_valueassessed_valuetax_classbuilding_class
    Source JSONOfficial source
    NYC source-native assessment benchmark panel
    source.raw_benchmark.nyc
    base panel source
    assessor taxdocumentedmarket_valueassessed_valueland_valuetax_class+1 fields
    Source JSONOfficial source 1Official source 2
    NYC MapPLUTO
    source.nyc.mappluto
    base panel source
    parcel geometrydocumentedparcel_geometryland_usezoningbuilding_attributes
    Source JSONOfficial source
    NYC DOB permit issuance
    nyc.dob.permit_issuance.citywide
    base panel source
    permitsdocumentedpermit_typework_typefiling_dateissuance_date+1 fields
    Source JSONOfficial source
    Input panels

    Panel HCAD Houston

    panel.hcad_houston
    hold

    Aggregate and forecast outputs only

    assessor tax
    1 sources1 official links5 output fields
    Panel lineage JSONAsset JSON
    Harris Central Appraisal District public data
    source.hcad_houston.assessor
    base panel source
    assessor taxdocumentedassessed_valueland_valueimprovement_valuebuilding_attributes+1 fields
    Source JSONOfficial source
    Panel lineage

    evidence.policy actions

    evidence.policy_actions
    lineage only

    1 documented source rows feed this panel or evidence bundle.

    intervention
    1 sources0 official links4 output fields
    Panel lineage JSON
    Policy and planning action records
    intervention.policy_action
    base panel source
    interventiondocumentedaction_typegeographic_scopemechanismeffective_time
    Source JSONNo exact upstream URL in repo evidence

    Panel lineage graph

    az maricopa mag multires enriched
    panel.az_maricopa_mag_multires_enriched
    49
    mag public projection and planning surfacesmaricopa assessor parcelspermits planningpermits planning development pipeline
    global universal
    panel.global_universal
    21
    hazard contextmacro contextair qualitybuilding footprints
    florida dor
    panel.florida_dor
    10
    air qualityassessor taxdemographics economicshazard context
    acs nationwide
    panel.acs_nationwide
    5
    acs tractdemographics economicshousing indexmacro context
    evidence.permits planning
    evidence.permits_planning
    4
    permits planningpermits
    nyc
    panel.nyc
    4
    assessor taxparcel geometrypermits
    france dvf
    panel.france_dvf
    4
    housing indexmacro contexttransaction
    austin permit
    panel.austin_permit
    3
    permits planningpermits redevelopment

    Temporal and source-family heatmap

    Source familypre-20102010s2020sfuture/planningmetadata-only
    assessor tax100015
    maricopa assessor parcels000010
    permits planning development pipeline000010
    water environment hazard constraints000010
    transport access and municipal context00006
    utility energy infrastructure00006
    hazard context00004
    ACS nationwide raw benchmark panel to acs nationwideCensus ACS 5-year county context to acs nationwideCensus ACS 5-year tract panel to acs nationwideFHFA HPI state-year context to acs nationwideFRED macro context to acs nationwidePermits and planning process evidence umbrella to austin permit
    Original sources

    Official upstream links, not just Homecastr asset names

    The source inventory separates exact upstream feeds from derived panels. It includes official URLs where the repo has machine-recovered source evidence, plus an explicit discovery-universe row where only summary counts are present.

    All source links TSVLineage TSVSource-link audit61 of 112 sources
    labor inflation

    BLS labor and inflation context

    bls.labor.context
    metadata public
    Geography
    US
    Resolution
    national|state|metro
    Cadence
    monthly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://api.bls.gov/publicAPI/v2/timeseries/data/
    Source JSONPanel lineage
    permits

    Census Building Permits Survey county-month

    census.building_permits.county_month
    metadata public normalized rows
    Geography
    US
    Resolution
    county|month
    Cadence
    monthly

    Normalized public row endpoint: /api/v1/data/permits/census-bps/county-monthly; latest manifest: r2://properlytic-raw-data/permits/census_bps/county_monthly_normalized/v1/latest.json.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www2.census.gov/econ/bps/County/
    Source JSONPanel lineage
    permits

    Chicago building permits

    chicago.building_permits.citywide
    metadata public
    Geography
    US-IL-Chicago
    Resolution
    permit|building
    Cadence
    weekly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.cityofchicago.org/resource/ydr8-5enu.json
    Source JSONPanel lineage
    hazard context

    Climate hazard composite context

    climate_hazard.context
    metadata public
    Geography
    US
    Resolution
    county|tract|parcel
    Cadence
    annual

    Composite adapter; component NOAA, FEMA, and EPA sources are listed separately.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.ncei.noaa.gov/https://hazards.fema.gov/https://aqs.epa.gov/
    Source JSONPanel lineage
    air quality

    EPA annual AQI by county

    epa.aqi.county_year
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://aqs.epa.gov/aqsweb/airdata/annual_aqi_by_county_{year}.zip
    Source JSONPanel lineage
    hazard context

    FEMA disaster declarations summaries

    fema.disaster_declarations.county_year
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    ad_hoc

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.fema.gov/api/open/v2/DisasterDeclarationsSummaries.csv
    Source JSONPanel lineage
    housing index

    FHFA HPI state-year context

    fhfa.hpi.state_year
    metadata public
    Geography
    US
    Resolution
    state|zip3
    Cadence
    monthly|annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.fhfa.gov/hpi/download/monthly/hpi_master.csv
    Source JSONPanel lineage
    macro context

    FRED macro context

    fred.macro.context
    metadata public
    Geography
    US
    Resolution
    national
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://fred.stlouisfed.org/graph/fredgraph.csv
    Source JSONPanel lineage
    macro context

    Macro market composite context

    macro_market.context
    metadata public
    Geography
    US
    Resolution
    national|county|state
    Cadence
    monthly

    Composite adapter; component source rows are listed separately where exact URLs are available.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://fred.stlouisfed.org/https://www.fhfa.gov/https://api.census.gov/
    Source JSONPanel lineage
    climate context

    NOAA Climate at a Glance county annual temperature

    noaa.cag.county_annual_temperature
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.ncei.noaa.gov/access/monitoring/climate-at-a-glance/county/time-series/
    Source JSONPanel lineage
    permits

    NYC DOB permit issuance

    nyc.dob.permit_issuance.citywide
    metadata public
    Geography
    US-NY-New York City
    Resolution
    permit|BBL|BIN
    Cadence
    weekly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.cityofnewyork.us/api/views/ipu4-2q9a
    Source JSONPanel lineage
    permits planning

    Permits and planning process evidence umbrella

    permits_planning.process_evidence
    metadata public
    Geography
    US|metro
    Resolution
    permit|project|parcel
    Cadence
    monthly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.census.gov/construction/bps/
    Source JSONPanel lineage
    permits

    Seattle building permits

    seattle.building_permits.citywide
    metadata public
    Geography
    US-WA-Seattle
    Resolution
    permit|building
    Cadence
    weekly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.seattle.gov/resource/8tqq-u7ib.csv
    Source JSONPanel lineage
    permits redevelopment

    Austin issued construction permits

    source.austin.permits
    metadata public
    Geography
    US-TX-Austin
    Resolution
    permit|parcel
    Cadence
    rolling

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.austintexas.gov/Building-and-Development/Issued-Construction-Permits/3syk-w9eu
    Source JSONPanel lineage
    macro context

    Bank of England bank rate

    source.bank_of_england.bank_rate
    metadata public
    Geography
    United Kingdom
    Resolution
    national
    Cadence
    daily|monthly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.bankofengland.co.uk/boeapps/database/Bank-Rate.asp
    Source JSONPanel lineage
    demographics economics

    Census DHC block and housing counts

    source.census.dhc
    metadata public
    Geography
    US
    Resolution
    block_group|block
    Cadence
    decennial

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://api.census.gov/data/2020/dec/dhc
    Source JSONPanel lineage
    assessor tax

    Cook County assessor values

    source.cook_county.assessor
    metadata public
    Geography
    US-IL-Cook
    Resolution
    parcel|PIN
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.cookcountyassessor.com/data
    Source JSONPanel lineage
    macro context

    ECB Statistical Data Warehouse policy rate context

    source.ecb.policy_rate
    metadata public
    Geography
    European Union
    Resolution
    national|euro_area
    Cadence
    daily|monthly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.ecb.europa.eu/
    Source JSONPanel lineage
    hazard context

    FEMA National Flood Hazard Layer

    source.fema.nfhl
    metadata public
    Geography
    US
    Resolution
    flood_polygon|parcel
    Cadence
    rolling

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://hazards.fema.gov/gis/nfhl/rest/services/public/NFHL/MapServer/28/query
    Source JSONPanel lineage
    hazard context

    FEMA National Risk Index

    source.fema.nri
    metadata public
    Geography
    US
    Resolution
    tract|county
    Cadence
    periodic

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://hazards.fema.gov/nri/data-resources
    Source JSONPanel lineage
    transaction

    Demandes de valeurs foncieres

    source.france.dvf
    metadata public
    Geography
    France
    Resolution
    transaction|parcel
    Cadence
    semiannual

    usedpanelizedbenchmark onlyopen license reviewed
    Official source links
    https://www.data.gouv.fr/fr/datasets/demandes-de-valeurs-foncieres/
    Source JSONPanel lineage
    assessor tax

    Harris Central Appraisal District public data

    source.hcad_houston.assessor
    metadata public
    Geography
    US-TX-Harris
    Resolution
    parcel
    Cadence
    annual

    Verified base panel source in the legacy schema registry.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://pdata.hcad.org/
    Source JSONPanel lineage
    rent housing cost

    HUD Fair Market Rents

    source.hud.fmr
    metadata public
    Geography
    US
    Resolution
    county|metro
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.huduser.gov/portal/datasets/fmr.html
    Source JSONPanel lineage
    housing index

    INSEE housing price index

    source.insee.hpi
    metadata public
    Geography
    France
    Resolution
    national|regional
    Cadence
    quarterly

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.insee.fr/en/statistiques
    Source JSONPanel lineage
    mobility

    IRS county-to-county migration

    source.irs.migration
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.irs.gov/statistics/soi-tax-stats-migration-data
    Source JSONPanel lineage
    assessor tax

    King County assessor property data

    source.king_county.assessor
    metadata public
    Geography
    US-WA-King
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://kingcounty.gov/en/dept/dnrp/about-king-county/about-data
    Source JSONPanel lineage
    labor mobility

    LEHD LODES

    source.lehd.lodes
    metadata public
    Geography
    US
    Resolution
    block|tract|county
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://lehd.ces.census.gov/data/
    Source JSONPanel lineage
    assessor tax

    MassGIS standardized assessors parcels

    source.massgis.assessors
    metadata public
    Geography
    US-MA
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.mass.gov/info-details/massgis-data-standardized-assessors-parcels
    Source JSONPanel lineage
    building footprints

    Microsoft US Building Footprints

    source.microsoft.us_building_footprints
    metadata public
    Geography
    US
    Resolution
    building
    Cadence
    periodic

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://github.com/microsoft/USBuildingFootprints
    Source JSONPanel lineage
    land cover

    National Land Cover Database

    source.mrlc.nlcd
    metadata public
    Geography
    US
    Resolution
    raster_30m
    Cadence
    periodic

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.mrlc.gov/data
    Source JSONPanel lineage
    assessor tax

    NYC Department of Finance property assessment records

    source.nyc.dof_assessment
    metadata public
    Geography
    US-NY-New York City
    Resolution
    parcel|BBL
    Cadence
    annual

    Assessment panel joined to MapPLUTO through BBL in the legacy registry.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.nyc.gov/site/finance/property/property-rolling-sales-data.page
    Source JSONPanel lineage
    parcel geometry

    NYC MapPLUTO

    source.nyc.mappluto
    metadata public
    Geography
    US-NY-New York City
    Resolution
    parcel|BBL
    Cadence
    rolling

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.nyc.gov/site/planning/data-maps/open-data/dwn-pluto-mappluto.page
    Source JSONPanel lineage
    transport access

    OpenStreetMap features via OSMnx

    source.openstreetmap.osmnx
    metadata public
    Geography
    global
    Resolution
    road|poi|building_neighborhood
    Cadence
    rolling

    ODbL and geometry redistribution review required before publishing raw geometry extracts.

    usedpanelizedbenchmark onlyopen database license review required
    Official source links
    https://www.openstreetmap.org/
    Source JSONPanel lineage
    assessor tax

    Philadelphia property assessment data

    source.philly.opa
    metadata public
    Geography
    US-PA-Philadelphia
    Resolution
    parcel|OPA account
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.phila.gov/property/data/
    Source JSONPanel lineage
    climate context

    PRISM climate normals

    source.prism.climate_normals
    metadata public
    Geography
    US
    Resolution
    raster_4km
    Cadence
    30yr_normal

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://prism.oregonstate.edu/normals/
    Source JSONPanel lineage
    assessor tax

    San Francisco assessor historical secured property tax rolls

    source.sf.assessor_rolls
    metadata public
    Geography
    US-CA-San Francisco
    Resolution
    parcel|block_lot
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://data.sfgov.org/City-Management-and-Ethics/Assessor-Historical-Secured-Property-Tax-Rolls/wv5m-vpq2
    Source JSONPanel lineage
    transaction

    UK Price Paid Data

    source.uk.ppd
    metadata public
    Geography
    United Kingdom
    Resolution
    transaction|address
    Cadence
    monthly

    usedpanelizedbenchmark onlyopen government license reviewed
    Official source links
    https://www.gov.uk/government/statistical-data-sets/price-paid-data-downloads
    Source JSONPanel lineage
    land cover

    USDA NASS Cropland Data Layer

    source.usda.nass_cdl
    metadata public
    Geography
    US
    Resolution
    raster_30m
    Cadence
    annual

    Represents the farmland lookup family referenced by the Florida enrichment script.

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.nass.usda.gov/Research_and_Science/Cropland/SARS1a.php
    Source JSONPanel lineage
    terrain

    USGS 3DEP elevation

    source.usgs.3dep
    metadata public
    Geography
    US
    Resolution
    raster
    Cadence
    periodic

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://www.usgs.gov/3d-elevation-program
    Source JSONPanel lineage
    assessor tax

    Vancouver property tax report

    source.vancouver.property_tax
    metadata public
    Geography
    CA-BC-Vancouver
    Resolution
    parcel|PID
    Cadence
    annual

    usedpanelizedbenchmark onlypublic source reviewed
    Official source links
    https://opendata.vancouver.ca/explore/dataset/property-tax-report/information/
    Source JSONPanel lineage
    demographics economics

    Census ACS 5-year county context

    census.acs.county_5yr
    metadata public
    Geography
    US
    Resolution
    county
    Cadence
    annual

    usedpanelizedtraining candidatepublic source reviewed
    Official source links
    https://api.census.gov/data/{year}/acs/acs5
    Source JSONPanel lineage
    demographics economics

    Census ACS 5-year tract panel

    source.census.acs_tract_5yr
    metadata public
    Geography
    US
    Resolution
    tract
    Cadence
    annual

    usedpanelizedtraining candidatepublic source reviewed
    Official source links
    https://api.census.gov/data/{year}/acs/acs5
    Source JSONPanel lineage
    geography reference

    Census TIGERweb boundaries

    source.census.tigerweb
    metadata public
    Geography
    US
    Resolution
    state|county|tract|block_group|block
    Cadence
    annual|current

    usedpanelizedtraining candidatepublic source reviewed
    Official source links
    https://tigerweb.geo.census.gov/arcgis/rest/services/TIGERweb/
    Source JSONPanel lineage
    statewide assessor tax

    Florida Department of Revenue property tax data portal

    source.florida.dor
    metadata public raw hold
    Geography
    US-FL
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://floridarevenue.com/property/Pages/DataPortal.aspx
    Source JSONPanel lineage
    assessor tax

    Maricopa County Assessor data downloads

    source.maricopa.assessor
    metadata public raw hold
    Geography
    US-AZ-Maricopa
    Resolution
    parcel
    Cadence
    annual

    Parcel-level metadata is public-safe; raw mirrored extracts remain held pending source-term review.

    usedpanelizedholdbackpublic source metadata only
    Official source links
    https://www.mcassessor.maricopa.gov/page/data_sales/
    Source JSONPanel lineage
    assessor tax

    Miami-Dade Property Appraiser assessment CSV

    source.miami_dade.property_appraiser
    metadata public raw hold
    Geography
    US-FL-Miami-Dade
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.miamidade.gov/pa/property_search.asp
    Source JSONPanel lineage
    acs tract

    ACS nationwide raw benchmark panel

    source.raw_benchmark.acs_nationwide
    metadata public
    Geography
    US
    Resolution
    tract
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedtraining candidatepublic source reviewed
    Official source links
    https://api.census.gov/data/{year}/acs/acs5
    Source JSONPanel lineage
    permits redevelopment

    Austin permit-trigger benchmark panel

    source.raw_benchmark.austin_permit
    metadata public raw hold
    Geography
    US-TX-Austin
    Resolution
    permit|parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://data.austintexas.gov/Building-and-Development/Issued-Construction-Permits/3syk-w9eu
    Source JSONPanel lineage
    assessor tax

    Cook County assessor benchmark panel

    source.raw_benchmark.cook_county_il
    metadata public raw hold
    Geography
    US-IL-Cook
    Resolution
    parcel|PIN
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.cookcountyassessor.com/data
    Source JSONPanel lineage
    statewide assessor tax

    Florida DOR statewide raw benchmark panel

    source.raw_benchmark.florida_dor
    metadata public raw hold
    Geography
    US-FL
    Resolution
    parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://floridarevenue.com/property/Pages/DataPortal.aspx
    Source JSONPanel lineage
    transaction

    France DVF transaction benchmark panel

    source.raw_benchmark.france_dvf
    metadata public raw hold
    Geography
    France
    Resolution
    transaction|parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.data.gouv.fr/fr/datasets/demandes-de-valeurs-foncieres/
    Source JSONPanel lineage
    assessor tax

    NYC source-native assessment benchmark panel

    source.raw_benchmark.nyc
    metadata public raw hold
    Geography
    US-NY-New York City
    Resolution
    parcel|BBL
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.nyc.gov/site/finance/property/property-rolling-sales-data.pagehttps://www.nyc.gov/site/planning/data-maps/open-data/dwn-pluto-mappluto.page
    Source JSONPanel lineage
    assessor tax

    Philadelphia OPA raw benchmark panel

    source.raw_benchmark.philly
    metadata public raw hold
    Geography
    US-PA-Philadelphia
    Resolution
    parcel|OPA account
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.phila.gov/property/data/
    Source JSONPanel lineage
    assessor tax

    Seattle and King County assessor benchmark panel

    source.raw_benchmark.seattle_wa
    metadata public raw hold
    Geography
    US-WA-King
    Resolution
    parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://kingcounty.gov/en/dept/dnrp/about-king-county/about-data
    Source JSONPanel lineage
    assessor tax

    San Francisco assessor-derived benchmark panel

    source.raw_benchmark.sf_ca
    metadata public raw hold
    Geography
    US-CA-San Francisco
    Resolution
    parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://data.sfgov.org/City-Management-and-Ethics/Assessor-Historical-Secured-Property-Tax-Rolls/wv5m-vpq2
    Source JSONPanel lineage
    parcel assessor

    Texas statewide parcel assessor benchmark panel

    source.raw_benchmark.txgio_texas
    metadata public raw hold
    Geography
    US-TX
    Resolution
    parcel
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://tnris.org/stratmap/land-parcels/
    Source JSONPanel lineage
    transaction

    UK Price Paid Data benchmark panel

    source.raw_benchmark.uk_ppd
    metadata public raw hold
    Geography
    United Kingdom
    Resolution
    transaction|address
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://www.gov.uk/government/statistical-data-sets/price-paid-data-downloads
    Source JSONPanel lineage
    assessor tax

    Vancouver assessment benchmark panel

    source.raw_benchmark.vancouver_bc
    metadata public raw hold
    Geography
    CA-BC-Vancouver
    Resolution
    parcel|PID
    Cadence
    annual|source_native

    Raw-source benchmark metadata is public; mirrored raw panels remain governed by source terms.

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://opendata.vancouver.ca/explore/dataset/property-tax-report/information/
    Source JSONPanel lineage
    parcel assessor

    Texas statewide land parcels

    source.txgio.parcels
    metadata public raw hold
    Geography
    US-TX
    Resolution
    parcel
    Cadence
    annual

    usedpanelizedholdbackpublic source reviewed
    Official source links
    https://tnris.org/stratmap/land-parcels/
    Source JSONPanel lineage
    intervention

    Policy and planning action records

    intervention.policy_action
    metadata pending
    Geography
    metro
    Resolution
    policy_area|project|parcel
    Cadence
    ad_hoc

    Umbrella source class for observed or hypothetical interventions; exact local source rows should be listed when used.

    candidatepanelizedbenchmark onlysource specific review required
    Official source links

    No exact upstream URL is present in repo evidence. This row is retained as a documented summary or umbrella source class rather than fabricated into a source link.

    Source JSONPanel lineage
    source metadata

    Global source-review discovery universe

    source_review.discovery_universe
    summary public rows missing
    Geography
    global|US|GB|FR|EU|CA
    Resolution
    mixed
    Cadence
    mixed

    The tracked repo contains coverage summaries but not the master CSV ledger, so this row documents the discovery universe without pretending source-level original URLs are available for every mention.

    mentionednot panelizedholdbackmixed review required
    Official source links

    No exact upstream URL is present in repo evidence. This row is retained as a documented summary or umbrella source class rather than fabricated into a source link.

    Source JSON
    Complete inventory

    Every known data asset, ordered by readiness

    Public payloads appear first. Planned assets remain discoverable as metadata, while restricted assets expose governance status without exposing protected rows.

    23 of 89 assets
    Forecast outputs

    Forecast Address H3

    forecast.address_h3
    launch

    Homecastr geocoding plus forecast serving tables. Support: address|h3; Houston best coverage. Fields: home value p10/p25/p50/p75/p90; appreciation; fan chart.

    Coverage
    address|h3; Houston best coverage
    Use label
    consumer feed
    Contracts and access

    Fields: home value p10/p25/p50/p75/p90; appreciation; fan chart

    License/policy: public_api_terms

    REST: /api/v1/forecast

    MCP: forecast_by_address

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast Aggregate Downloads

    forecast.aggregate_downloads
    launch

    CSV export builder over state/county/city/tract aggregate data. Support: national|state|city|county|tract. Fields: CSV aggregate outlook rows with metadata comments.

    Coverage
    national|state|city|county|tract
    Use label
    consumer feed
    Contracts and access

    Fields: CSV aggregate outlook rows with metadata comments

    License/policy: public_export_ready

    REST: /api/forecasts/download

    MCP: get_data_asset; query_forecasts; get_target_metric_forecast

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast County

    forecast.county
    launch

    County forecast serving tables. Support: county; nationwide. Fields: home value bands; county metrics.

    Coverage
    county; nationwide
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; county metrics

    License/policy: public_api_terms

    REST: /api/v1/forecast/county

    MCP: forecast_by_county

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast Outlook County

    forecast.outlook_county
    launch

    Precomputed county outlook and trajectory tables. Support: county; nationwide. Fields: median appreciation; highest upside; median value; trajectory.

    Coverage
    county; nationwide
    Use label
    consumer feed
    Contracts and access

    Fields: median appreciation; highest upside; median value; trajectory

    License/policy: public_api_terms

    REST: /api/v1/outlook/county

    MCP: get_county_outlook

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast State

    forecast.state
    launch

    State forecast serving tables. Support: state; all states. Fields: home value bands; state metrics.

    Coverage
    state; all states
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; state metrics

    License/policy: public_api_terms

    REST: /api/v1/forecast/state

    MCP: forecast_by_state

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast Tract Home Value

    forecast.tract_home_value
    launch

    Tract forecast serving tables. Support: tract; nationwide plus richer jurisdictions. Fields: home value bands; fan chart.

    Coverage
    tract; nationwide plus richer jurisdictions
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; fan chart

    License/policy: public_api_terms

    REST: /api/v1/forecast/tract

    MCP: forecast_by_tract

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast ZCTA

    forecast.zcta
    launch

    ZCTA forecast serving tables. Support: ZCTA; nationwide. Fields: home value bands; fan chart.

    Coverage
    ZCTA; nationwide
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; fan chart

    License/policy: public_api_terms

    REST: /api/v1/forecast/zcta

    MCP: forecast_by_zcta

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Forecast outputs

    Forecast Zip3

    forecast.zip3
    launch

    ZIP3 aggregate serving tables. Support: ZIP3; nationwide. Fields: home value bands; regional forecast output.

    Coverage
    ZIP3; nationwide
    Use label
    consumer feed
    Contracts and access

    Fields: home value bands; regional forecast output

    License/policy: public_api_terms

    REST: /api/v1/forecast/zip3

    MCP: forecast_by_zip3

    SDK: client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()

    Open machine-readable asset card
    Context inputs

    Context Census Building Permits

    context.census_building_permits
    launch

    Census Building Permits Survey county-month permits and local permit systems. Support: county|month|place|permit. Fields: permit buildings; permit units; construction value; construction pipeline.

    Coverage
    county|month|place|permit
    Use label
    benchmark only
    Contracts and access

    Fields: permit buildings; permit units; construction value; construction pipeline

    License/policy: public_source

    REST: /api/v1/data/permits/census-bps/county-monthly; /api/v1/data/assets/context.census_building_permits

    MCP: get_census_bps_county_monthly; get_data_asset

    SDK: client.permits.queryCensusBpsCountyMonthly(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context EPA Echo Npdes Outfalls

    context.epa_echo_npdes_outfalls
    launch

    EPA ECHO ICIS-NPDES outfalls layer current facility, outfall, permit, and compliance context rows. Support: permit|facility|outfall|state|waterbody|coordinate. Fields: NPDES permit status; facility/outfall location; permit component; current violation flag; CWA status; waterbody.

    Coverage
    permit|facility|outfall|state|waterbody|coordinate
    Use label
    benchmark only
    Contracts and access

    Fields: NPDES permit status; facility/outfall location; permit component; current violation flag; CWA status; waterbody

    License/policy: public_source

    REST: /api/v1/data/environmental/epa-echo/npdes-outfalls; /api/v1/data/assets/context.epa_echo_npdes_outfalls

    MCP: get_epa_echo_npdes_outfalls; get_data_asset

    SDK: client.environmental.queryEpaEchoNpdesOutfalls(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context EPA Echo Npdes Sewer Overflow History

    context.epa_echo_npdes_sewer_overflow_history
    launch

    EPA ECHO NPDES all-version sewer-overflow and bypass event rows. Support: permit|event|version|state|waterbody|coordinate. Fields: sewer overflow event versions; current report flag; replaced date; replacing payload id; reported discharge volume gallons; event type; receiving waters.

    Coverage
    permit|event|version|state|waterbody|coordinate
    Use label
    benchmark only
    Contracts and access

    Fields: sewer overflow event versions; current report flag; replaced date; replacing payload id; reported discharge volume gallons; event type; receiving waters

    License/policy: public_source

    REST: /api/v1/data/environmental/epa-echo/npdes-sewer-overflow-history; /api/v1/data/assets/context.epa_echo_npdes_sewer_overflow_history

    MCP: get_epa_echo_npdes_sewer_overflow_history; get_data_asset

    SDK: client.environmental.queryEpaEchoNpdesSewerOverflowHistory(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context EPA Echo Npdes Sewer Overflows

    context.epa_echo_npdes_sewer_overflows
    launch

    EPA ECHO NPDES current sewer-overflow and bypass event rows. Support: permit|event|state|waterbody|coordinate. Fields: sewer overflow event count; reported discharge volume gallons; event type; wet weather; receiving waters.

    Coverage
    permit|event|state|waterbody|coordinate
    Use label
    benchmark only
    Contracts and access

    Fields: sewer overflow event count; reported discharge volume gallons; event type; wet weather; receiving waters

    License/policy: public_source

    REST: /api/v1/data/environmental/epa-echo/npdes-sewer-overflows; /api/v1/data/assets/context.epa_echo_npdes_sewer_overflows

    MCP: get_epa_echo_npdes_sewer_overflows; get_data_asset

    SDK: client.environmental.queryEpaEchoNpdesSewerOverflows(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context EPA Echo Npdes Violations

    context.epa_echo_npdes_violations
    launch

    EPA ECHO ICIS-NPDES non-effluent permit schedule, compliance schedule, and single-event violation rows. Support: permit|violation|state|date|rnc|enforcement_link_count. Fields: NPDES permit violation category; violation code; RNC detection/resolution; linked enforcement count.

    Coverage
    permit|violation|state|date|rnc|enforcement_link_count
    Use label
    benchmark only
    Contracts and access

    Fields: NPDES permit violation category; violation code; RNC detection/resolution; linked enforcement count

    License/policy: public_source

    REST: /api/v1/data/environmental/epa-echo/npdes-violations; /api/v1/data/assets/context.epa_echo_npdes_violations

    MCP: get_epa_echo_npdes_violations; get_data_asset

    SDK: client.environmental.queryEpaEchoNpdesViolations(); client.dataAssets.get()

    Open machine-readable asset card
    Context inputs

    Context Fast41 Federal Permitting

    context.fast41_federal_permitting
    launch

    FAST-41 federal permitting project inventory snapshot and Permitting Dashboard full-dataset candidate. Support: project|state|county|agency|sector. Fields: project status; project sector; lead agency; project location; federal permitting context.

    Coverage
    project|state|county|agency|sector
    Use label
    benchmark only
    Contracts and access

    Fields: project status; project sector; lead agency; project location; federal permitting context

    License/policy: public_source

    REST: /api/v1/data/permits/fast41/projects; /api/v1/data/assets/context.fast41_federal_permitting

    MCP: get_fast41_projects; get_data_asset

    SDK: client.permits.queryFast41Projects(); client.dataAssets.get()

    Open machine-readable asset card
    Backtests and vintages

    Benchmark Model Vs Persistence

    benchmark.model_vs_persistence
    launch

    Summarized ACS cutoff benchmark score rows. Support: tract|county-prefix. Fields: total_population|housing units|occupied/vacant units.

    Coverage
    tract|county-prefix
    Use label
    benchmark only
    Contracts and access

    Fields: total_population|housing units|occupied/vacant units

    License/policy: score_summary_public_safe

    REST: /api/v1/benchmarks/backtests; /api/v1/data/benchmarks/{benchmark_id}

    MCP: get_backtest_scores; get_benchmark_result

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Backtests and vintages

    Benchmark Public Vintages OEO

    benchmark.public_vintages_oeo
    launch

    Arizona OEO Maricopa 2022 public forecast vintage fixture. Support: county. Fields: total_population; scenario rows.

    Coverage
    county
    Use label
    benchmark only
    Contracts and access

    Fields: total_population; scenario rows

    License/policy: public_source_table

    REST: /api/v1/benchmarks/vintages; /api/v1/data/vintages/{vintage_id}

    MCP: get_public_forecast_vintage; get_forecast_vintage

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Benchmark metadata

    Benchmark Catalog

    benchmark.catalog
    launch

    Inventory-driven benchmark/public-data catalog. Support: all listed public-data assets. Fields: asset class; support; readiness; provenance fields.

    Coverage
    all listed public-data assets
    Use label
    benchmark only
    Contracts and access

    Fields: asset class; support; readiness; provenance fields

    License/policy: public_metadata

    REST: /api/v1/benchmarks/catalog

    MCP: list_benchmark_datasets|get_benchmark_dataset

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Benchmark metadata

    Benchmark Raw Single Source Registry

    benchmark.raw_single_source_registry
    launch

    Raw single-source benchmark registry and runner config. Support: mixed panels. Fields: benchmark suites; model adapters; raw panel keys.

    Coverage
    mixed panels
    Use label
    benchmark only
    Contracts and access

    Fields: benchmark suites; model adapters; raw panel keys

    License/policy: benchmark_metadata_only

    REST: /api/v1/benchmarks/sources

    MCP: list_benchmark_datasets|get_benchmark_dataset

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Benchmark panels

    Benchmark MAG 2023 Projection Fixtures

    benchmark.mag_2023_projection_fixtures
    launch

    MAG 2023 public planning/projection services. Support: mpa|raz|taz. Fields: total_population|total_housing_units|employment.

    Coverage
    mpa|raz|taz
    Use label
    benchmark only
    Contracts and access

    Fields: total_population|total_housing_units|employment

    License/policy: validated_current_planning_surface

    REST: /api/v1/benchmarks/sources

    MCP: get_data_asset; get_provenance; get_data_artifact

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Provenance manifests

    Provenance Arizona Archive Status

    provenance.arizona_archive_status
    launch

    Arizona MAG/OEO/Phoenix vintage archive search ledger. Support: county|mpa|raz|taz. Fields: validated|pending|rejected vintage records.

    Coverage
    county|mpa|raz|taz
    Use label
    benchmark only
    Contracts and access

    Fields: validated|pending|rejected vintage records

    License/policy: public_source_metadata_only

    REST: /api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}

    MCP: get_provenance

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Provenance manifests

    Provenance Arizona Enrichment Catalog

    provenance.arizona_enrichment_catalog
    launch

    Phoenix/Arizona source catalog for planning, utility, water, hazards, transport. Support: parcel|tract|mpa|raz|taz. Fields: source URLs; roles; vintage safety notes.

    Coverage
    parcel|tract|mpa|raz|taz
    Use label
    benchmark only
    Contracts and access

    Fields: source URLs; roles; vintage safety notes

    License/policy: public_source_metadata_only

    REST: /api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}

    MCP: get_provenance

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Provenance manifests

    Provenance Arizona Utility Sources

    provenance.arizona_utility_sources
    launch

    Arizona utility panel source manifest. Support: tract|mpa|raz|taz. Fields: panel inputs; required outputs; source families.

    Coverage
    tract|mpa|raz|taz
    Use label
    benchmark only
    Contracts and access

    Fields: panel inputs; required outputs; source families

    License/policy: public_source_metadata_only

    REST: /api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}

    MCP: get_provenance

    SDK: apps/web/src/lib/public-data-client.ts

    Open machine-readable asset card
    Governed operations

    Ops Status History

    ops.status_history
    public low

    Status snapshots and health checks. Support: internal component health. Fields: status; freshness; latency.

    Coverage
    internal component health
    Use label
    benchmark only
    Contracts and access

    Fields: status; freshness; latency

    License/policy: public_operational_metadata

    REST: /api/v1/status; /api/v1/status/history

    MCP: get_data_asset

    SDK: client.dataAssets.get()

    Open machine-readable asset card

    Documentation

    Start with the job you need to do, then move into the complete interface reference.

    Start and build

    Choose a task before choosing a protocol.

    Start HereForecastsData CatalogBenchmarks

    Interfaces

    REST, MCP, and typed client references.

    REST QuickstartFull API ReferenceMCP ToolsTypeScript SDKPython SDK

    Trust and operations

    Contracts, methodology, and live health.

    Schema ReferenceStatusMethodology