data_id	data_family	raw_source_or_access	example_internal_artifacts	support_level_or_geography	targets_or_fields	pipeline_state	current_rest_surface	current_mcp_surface	openapi_surface	docs_surface	sdk_or_lib_surface	public_data_inventory_asset	public_status	sensitivity	license_or_policy_status	recommended_public_surface	gap_or_blocker	next_step
forecast.address_h3	forecast_output	Homecastr geocoding plus forecast serving tables	apps/web/src/app/api/v1/forecast/route.ts; h3 serving path	address|h3; Houston best coverage	home value p10/p25/p50/p75/p90; appreciation; fan chart	serving	/api/v1/forecast	forecast_by_address	yes	docs/api/README.md; apps/web public docs	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	launch	medium	public_api_terms	Keep as API surface, not bulk data	Payload is public API output but address-level use is more sensitive than aggregates	Add provenance labels to docs and keep benchmark catalog focused on aggregate outputs
forecast.parcel_lot	forecast_output	Assessor and parcel serving tables for lot-level forecasts	apps/web/src/app/api/v1/forecast/lot/route.ts	parcel; FL plus Houston	property value bands; parcel account output	serving	/api/v1/forecast/lot	forecast_by_parcel	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.property_level_surfaces	hold	high	license_review_required	Guarded API only; no public benchmark dump	Parcel provenance and source terms need explicit review	Document as excluded from phase-1 public-data release
forecast.unit	forecast_output	Unit and condo sibling serving tables	apps/web/src/app/api/v1/forecast/unit/route.ts	unit; FL plus Houston	unit-level value bands; optional sibling units	serving	/api/v1/forecast/unit	forecast_by_unit	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.property_level_surfaces	hold	high	license_review_required	Guarded API only; no public benchmark dump	Unit-level release exceeds aggregate-first floor	Keep only authenticated/controlled serving path
forecast.tabblock	forecast_output	Census tabblock forecast serving tables	apps/web/src/app/api/v1/forecast/tabblock/route.ts	tabblock; NYC plus Houston	home value bands; block-level geography	serving	/api/v1/forecast/tabblock	forecast_by_tabblock	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	draft	medium	public_api_terms	Consider aggregate benchmark examples after privacy/provenance review	Tabblock can be small-area sensitive	Keep as public API; do not promote as phase-1 bulk data
forecast.tract_home_value	forecast_output	Tract forecast serving tables	apps/web/src/app/api/v1/forecast/tract/route.ts	tract; nationwide plus richer jurisdictions	home value bands; fan chart	serving	/api/v1/forecast/tract	forecast_by_tract	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	launch	low	public_api_terms	Primary public aggregate forecast surface	Needs benchmark-oriented examples and provenance labels	Add examples tying to catalog and source manifests
forecast.zcta	forecast_output	ZCTA forecast serving tables	apps/web/src/app/api/v1/forecast/zcta/route.ts	ZCTA; nationwide	home value bands; fan chart	serving	/api/v1/forecast/zcta	forecast_by_zcta	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	launch	low	public_api_terms	Primary public aggregate forecast surface	Docs-site does not yet tie it to public-data catalog	Add catalog examples and CSV/JSON consumer snippets
forecast.zip3	forecast_output	ZIP3 aggregate serving tables	apps/web/src/app/api/v1/forecast/zip3/route.ts	ZIP3; nationwide	home value bands; regional forecast output	serving	/api/v1/forecast/zip3	forecast_by_zip3	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	launch	low	public_api_terms	Good public consumer feed	Not yet represented explicitly in public-data inventory	Add explicit catalog overlay or fold into aggregate surfaces
forecast.county	forecast_output	County forecast serving tables	apps/web/src/app/api/v1/forecast/county/route.ts	county; nationwide	home value bands; county metrics	serving	/api/v1/forecast/county	forecast_by_county	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	launch	low	public_api_terms	Primary public aggregate forecast and benchmark-consumer surface	Needs versioned provenance in docs examples	Add benchmark-oriented county examples
forecast.state	forecast_output	State forecast serving tables	apps/web/src/app/api/v1/forecast/state/route.ts	state; all states	home value bands; state metrics	serving	/api/v1/forecast/state	forecast_by_state	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	launch	low	public_api_terms	Primary public aggregate forecast surface	Needs versioned provenance in docs examples	Add catalog examples and state CSV artifact references
forecast.h3_legacy	forecast_output	H3 forecast serving tables	apps/web/src/app/api/v1/forecast/hex/route.ts	H3 resolution 8; Houston legacy	home value bands	serving	/api/v1/forecast/hex	forecast_by_h3_cell	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	draft	medium	public_api_terms	Keep as legacy API, not public-data package	Legacy geography and limited coverage	De-emphasize in public-data docs in favor of tract/ZCTA/county/state
forecast.outlook_county	forecast_output	Precomputed county outlook and trajectory tables	apps/web/src/app/api/v1/outlook/county/route.ts	county; nationwide	median appreciation; highest upside; median value; trajectory	serving	/api/v1/outlook/county	get_county_outlook	yes	apps/web public docs; docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	launch	low	public_api_terms	Public aggregate consumer feed	Only county outlook is fully in OpenAPI	Add state outlook to OpenAPI or mark as app-only
forecast.outlook_state	forecast_output	State outlook RPC and aggregate export logic	apps/web/src/app/api/v1/outlook/state/route.ts; apps/web/src/app/api/forecasts/download/route.ts	state	median appreciation; highest upside; state summary	serving	/api/v1/outlook/state	get_data_asset; query_forecasts; get_target_metric_forecast	yes	app docs partial	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_surfaces	draft	low	public_api_terms	Expose through catalog if intended for public consumers	Missing MCP/OpenAPI/docs coverage	Decide whether state outlook is public API or app-only helper
forecast.aggregate_downloads	forecast_output	CSV export builder over state/county/city/tract aggregate data	apps/web/src/app/api/forecasts/download/route.ts	national|state|city|county|tract	CSV aggregate outlook rows with metadata comments	serving_export	/api/forecasts/download	get_data_asset; query_forecasts; get_target_metric_forecast	yes	docs/public-data/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.aggregate_downloads	launch	low	public_export_ready	CSV and JSON public artifact pattern	No MCP wrapper and not in OpenAPI	Add benchmark catalog link and maybe OpenAPI entry if public API
forecast.narratives	forecast_output	AI-generated market narrative records	apps/web/src/app/api/v1/narratives/route.ts	county|tract|city|state	narrative text; geography metadata	serving	/api/v1/narratives	get_narrative	yes	docs/api/README.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	forecast.narratives	draft	medium	public_copy_review	Phase-2 consumer feed with version labels	Copy QA and numeric-vs-narrative separation not finished	Add version/provenance fields before benchmark-facing release
forecast.tract_target_metrics	forecast_output	Target metric forecast and history RPCs	apps/web/src/app/api/v1/forecast/tract/metric/route.ts; apps/web/src/lib/forecast-targets.ts	tract	value|income|rent|population|housing|tenure|mobility|employment|education|rates	feature_gated_serving	/api/v1/forecast/tract/metric; /api/v1/data/forecasts	get_target_metric_forecast; query_forecasts	yes	docs/public-data/README.md; apps/web/public/openapi.json; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	forecast.target_metric_tract	draft	low	public_api_terms	Phase-2 bridge plus canonical forecast contract for benchmarks and downstream training consumers	Published SDK package and deployment-flag review still missing	Add downstream adapter examples and decide when legacy feature gating ends
forecast.tiles_mvt_pmtiles	forecast_output	Forecast tiles, PMTiles generation, tile cache	apps/web/src/app/api/forecast-tiles/[z]/[x]/[y]/route.ts; packages/pipeline/scripts/tiles	mvt tiles; map zoom hierarchy	tile features; choropleth values; growth metrics	app_surface	/api/forecast-tiles/{z}/{x}/{y}	get_data_asset; query_forecasts; get_target_metric_forecast	yes	docs/training/PMTILES_GENERATION_GUIDE.md	client.dataAssets.get(); client.forecasts.query(); client.artifacts.download()	not_in_inventory	not_public	medium	mixed_public_api_and_internal_cache	Keep as app visualization surface	Tile payloads need explicit public artifact contract before bulk use	Document separately if exporting vector tiles becomes a product
backtest.coverage_vintages	backtest_output	Forecast and historical actuals by origin year for methodology charts	apps/web/src/app/api/backtest-coverage/route.ts	zcta|tract|parcel	historical values; forecast vintages by origin year	app_surface	/api/backtest-coverage	get_data_asset; get_public_forecast_vintage; get_backtest_scores; get_benchmark_result	yes	methodology docs implied	client.dataAssets.get(); client.vintages.get(); client.benchmarks.get()	backtest.model_vs_persistence_cutoff2016_h8	draft	medium	internal_methodology_surface	Convert aggregate portions into benchmark vintages/backtests	Parcel mode is not phase-1 public-safe	Split aggregate-safe output from parcel-level methodology helper
benchmark.catalog	benchmark_metadata	Inventory-driven benchmark/public-data catalog	docs/public-data/asset-inventory.tsv; apps/web/src/lib/benchmarks.ts	all listed public-data assets	asset class; support; readiness; provenance fields	serving	/api/v1/benchmarks/catalog	list_benchmark_datasets|get_benchmark_dataset	yes	docs/public-data/README.md; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	all inventory rows	launch	low	public_metadata	Canonical discovery surface for public data	Published SDK package is still missing	Add package-level examples once SDK packaging is decided
benchmark.public_vintages_oeo	backtest_output	Arizona OEO Maricopa 2022 public forecast vintage fixture	packages/pipeline/scripts/pipeline/training/public_forecast_vintages_az_oeo_maricopa_medium_2022_report.csv	county	total_population; scenario rows	serving	/api/v1/benchmarks/vintages; /api/v1/data/vintages/{vintage_id}	get_public_forecast_vintage; get_forecast_vintage	yes	docs/public-data/README.md; apps/web/public/openapi.json; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	backtest.public_vintage_oeo_maricopa_2022	launch	low	public_source_table	Public benchmark vintage CSV/JSON plus canonical vintage contract	Only one validated public vintage currently served	Expand to additional provenance-clean vintages and add package-level examples
benchmark.model_vs_persistence	backtest_output	Summarized ACS cutoff benchmark score rows	apps/web/src/lib/benchmarks.ts; packages/pipeline/scripts/pipeline/training/plan_public_forecast_vintage_benchmarks.py	tract|county-prefix	total_population|housing units|occupied/vacant units	score_summary_public_safe	/api/v1/benchmarks/backtests; /api/v1/data/benchmarks/{benchmark_id}	get_backtest_scores; get_benchmark_result	yes	docs/public-data/README.md; apps/web/public/openapi.json; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	backtest.model_vs_persistence_cutoff2016_h8	launch	low	score_summary_public_safe	Public-safe score table plus canonical benchmark result contract	Underlying detailed panels and a published SDK package are not exposed	Add artifact manifest, reproducible scoring notes, and package-level examples
benchmark.raw_single_source_registry	benchmark_metadata	Raw single-source benchmark registry and runner config	packages/pipeline/scripts/pipeline/training/raw_single_source_benchmark_registry.yaml	mixed panels	benchmark suites; model adapters; raw panel keys	metadata_serving	/api/v1/benchmarks/sources	list_benchmark_datasets|get_benchmark_dataset	yes	docs/training/raw-single-source-benchmarks.md; docs/public-data/README.md; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	benchmark.raw_single_source_registry	launch	low	benchmark_metadata_only	Public registry and adapter contract	Raw panels themselves remain private/reviewed	Add dataset cards and adapter examples for Chronos|TimesFM|Nixtla|Prior Labs
benchmark.mag_2023_projection_fixtures	benchmark_panel	MAG 2023 public planning/projection services	packages/pipeline/scripts/pipeline/training/extract_arizona_mag_public_fixtures.py; arizona_mag_utility_panel_sources.json	mpa|raz|taz	total_population|total_housing_units|employment	manifest_serving	/api/v1/benchmarks/sources	get_data_asset; get_provenance; get_data_artifact	yes	docs/public-data/README.md; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	benchmark.mag_2023_projection_fixtures	launch	low	validated_current_planning_surface	Source manifest and fixture summary now; vintages later	Current planning surface is not same-vintage historical backtest	Add explicit vintage note and fixture artifact links
benchmark.normalized_training_panels_candidate	training_panel	Selected aggregate panels to be normalized for public training use	docs/public-data/asset-inventory.tsv	tract|county|state	public-safe targets and covariates	planned	/api/v1/data/observations; /api/v1/data/panels/{panel_id}	query_observations; get_panel_slice	yes	docs/public-data/README.md; apps/web/public/openapi.json; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	benchmark.normalized_training_panels_candidate	draft	medium	review_required	Phase-3 aggregate training panels with canonical observation/panel contracts	Needs explicit source-term review, sample export, and broader metric coverage	Publish small aggregate sample export and training-eligibility notes before release
provenance.arizona_archive_status	provenance_manifest	Arizona MAG/OEO/Phoenix vintage archive search ledger	packages/pipeline/scripts/pipeline/training/arizona_mag_public_archive_status.json	county|mpa|raz|taz	validated|pending|rejected vintage records	serving	/api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}	get_provenance	yes	docs/public-data/README.md; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	provenance.arizona_archive_status_ledger	launch	low	public_source_metadata_only	Public provenance ledger	Docs-site now mentions the client surface, but provenance-specific examples are still missing	Add public docs link and source manifest examples
provenance.arizona_utility_sources	provenance_manifest	Arizona utility panel source manifest	packages/pipeline/scripts/pipeline/training/arizona_mag_utility_panel_sources.json	tract|mpa|raz|taz	panel inputs; required outputs; source families	serving	/api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}	get_provenance	yes	docs/public-data/README.md; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	provenance.arizona_utility_panel_sources	launch	low	public_source_metadata_only	Public source manifest	Needs one-to-one links to released fixture outputs	Add fixture artifact IDs and output status fields
provenance.arizona_enrichment_catalog	provenance_manifest	Phoenix/Arizona source catalog for planning, utility, water, hazards, transport	packages/pipeline/scripts/pipeline/training/arizona_phoenix_enrichment_source_catalog.json	parcel|tract|mpa|raz|taz	source URLs; roles; vintage safety notes	serving	/api/v1/benchmarks/sources; /api/v1/data/provenance/{provenance_id}	get_provenance	yes	docs/public-data/README.md; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	provenance.arizona_enrichment_source_catalog	launch	medium	public_source_metadata_only	Public metadata only; raw pulls private	Raw extracts and scraped documents are not licensed/reviewed	Keep catalog public and add retrieval metadata fields
source_review.master_catalog	source_metadata	Comprehensive source review ledger from repo, docs, storage, and discovery	packages/pipeline/scripts/data_acquisition/docs/source_review/coverage_summary.json; property_source_coverage_summary.json	global; 1671 total discovered/mentioned sources	source status; cadence; jurisdiction; family; leakage safety	metadata_only	/api/v1/data/assets/source_review.master_catalog; /api/v1/data/sources; /api/v1/data/provenance/{provenance_id}	get_data_asset; list_data_sources; get_provenance	yes	packages/pipeline/scripts/data_acquisition/docs/source_review/README.md	client.dataAssets.get(); client.sources.list(); client.provenance.get()	not_in_inventory	draft	medium	mixed_unknown	Public summary only after cleanup	Contains discovered candidates, malformed rows, vendors, and storage artifacts	Create cleaned source-family summary before public exposure
source_review.property_coverage	source_metadata	US property source coverage generated hierarchy	packages/pipeline/scripts/data_acquisition/docs/source_review/property_source_coverage.md; docs/public-data/source-coverage-index.tsv; docs/public-data/source-coverage-map.geojson; docs/public-data/reference-boundaries.geojson	US national plus state/local rows	assessment|survey|proxy coverage; source access mode; source-to-coverage feature mapping	metadata_only	/api/v1/data/assets/source_review.property_coverage; /api/v1/data/sources; /api/v1/data/coverage/map; /api/v1/data/coverage/sources; /api/v1/data/artifacts/public-data.source_coverage_index_tsv/download; /api/v1/data/artifacts/public-data.reference_boundaries_geojson/download; /api/v1/data/provenance/{provenance_id}	get_data_asset; list_data_sources; list_source_coverage_index; get_provenance	yes	/docs/data coverage atlas; source_review docs	client.dataAssets.get(); client.sources.list(); client.coverage.listSources(); client.provenance.get()	not_in_inventory	draft	medium	mixed_unknown	Public source-to-geography index with public reference boundaries where available, generalized coverage regions elsewhere, and official upstream links	Source-native boundaries are not redistributed until source/license review is explicit	Promote reviewed native-source geometry links source-by-source after terms review
schema.canonical_property_panel	schema	Canonical property training schema and source mappings	packages/pipeline/scripts/data_acquisition/docs/MASTER_SCHEMA.md; schema_registry.yaml	parcel|jurisdiction|year	canonical property fields; value; land; improvement; dwelling; sqft; lat/lon	documented_schema	/api/v1/data/assets/schema.canonical_property_panel; /api/v1/data/schemas	get_data_asset; list_data_schemas; get_data_schema	yes	data_acquisition docs	client.dataAssets.get(); client.schemas.get()	not_in_inventory	draft	medium	internal_schema	Publish as schema reference before panel release	Current schema doc is training-oriented and has some mojibake/legacy notes	Create public canonical schema doc with license and sensitivity fields
panel.hcad_houston	input_panel	Harris County appraisal district data and HCAD panels	packages/pipeline/scripts/data_acquisition/docs/schema_registry.yaml; jurisdictions.yaml	parcel; Harris County TX	assessed value; land/improvement; property features; coordinates	panelized_serving_source	/api/v1/data/assets/panel.hcad_houston; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}; compatibility indirect via /api/v1/forecast/lot|unit|address|tract	get_data_asset; query_observations; query_features; get_panel_slice	yes	README coverage docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	holdback.raw_parcel_unit_histories	hold	high	license_review_required	Aggregate and forecast outputs only	Raw parcel history is not public release-safe	Expose only aggregate derived benchmarks after license review
panel.florida_dor	input_panel	Florida DOR NAL/SDF and statewide parcel panels	packages/pipeline/scripts/data_acquisition/panel/florida_dor; jurisdictions.yaml	parcel|statewide FL	assessed/taxable/just values; sales; homestead; parcel fields	panelized_serving_source	/api/v1/data/assets/panel.florida_dor; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}; compatibility indirect via /api/v1/forecast/lot|unit|tract	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_source_ledger.md; docs/api/README.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	holdback.raw_parcel_unit_histories	hold	high	license_review_required	Aggregate derived features only in early public releases	Raw statewide parcel histories need source-term review	Prepare aggregate-safe panel candidate for phase 3
panel.nyc	input_panel	NYC DOF RPAD and MapPLUTO joined panel	packages/pipeline/scripts/data_acquisition/panel/nyc_rpad; raw registry	parcel|BBL|tabblock|city	assessment values; land; tax class; H3; geometry joins	panelized_serving_source	/api/v1/data/assets/panel.nyc; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}; compatibility indirect via /api/v1/forecast/tabblock|tract	forecast_by_tabblock|forecast_by_tract	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	holdback.raw_parcel_unit_histories	hold	high	license_review_required	Benchmark metadata only until raw terms reviewed	Parcel/BBL panel is sensitive and not in public catalog as data	Add aggregate NYC benchmark fixture only if license-safe
panel.sf_ca	input_panel	San Francisco secured roll assessor data	packages/pipeline/scripts/data_acquisition/docs/MASTER_SCHEMA.md; raw registry	parcel; San Francisco	assessed value; land/improvement; sales date; sqft; year built; lat/lon	panelized_benchmark_source	/api/v1/data/assets/panel.sf_ca; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	high	license_review_required	Registry and score summaries only	Raw parcel panel not public surfaced	Add aggregate benchmark candidate if public terms are clear
panel.seattle_king_wa	input_panel	Seattle/King County assessor and GIS data	packages/pipeline/scripts/pipeline/training/jurisdictions.yaml; raw registry	parcel; King County	assessment; land/improvement; property attributes	panelized_benchmark_source	/api/v1/data/assets/panel.seattle_king_wa; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	high	license_review_required	Registry and aggregate summaries only	Source access has known blocking risk in schema docs	Verify current bulk access and license before release
panel.cook_county_il	input_panel	Cook County assessor assessed values	packages/pipeline/scripts/data_acquisition/docs/MASTER_SCHEMA.md; raw registry	parcel; Cook County	mailed/certified/board land/building/total values	panelized_benchmark_source	/api/v1/data/assets/panel.cook_county_il; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	high	license_review_required	Registry and score summaries only	Missing sales and physical attributes in verified schema	Add source card and aggregate-safe benchmark transforms
panel.philly	input_panel	Philadelphia assessor/OPA-style panel	packages/pipeline/scripts/pipeline/training/jurisdictions.yaml; raw registry	parcel; Philadelphia	market/assessed value; land/improvement; area; year built	panelized_benchmark_source	/api/v1/data/assets/panel.philly; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	high	license_review_required	Registry and score summaries only	Raw panel not public surfaced	Add source provenance card
panel.txgio_texas	input_panel	Texas statewide parcel/assessor panel where available	packages/pipeline/scripts/data_acquisition/panel/txgio; raw registry	parcel; Texas	statewide assessor values; prior value; growth fields	panelized_benchmark_source	/api/v1/data/assets/panel.txgio_texas; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	high	license_review_required	Registry and aggregate summaries only	Source URL/API issues noted in schema docs	Review TXGIO source status before any data exposure
panel.maricopa_az	input_panel	Maricopa assessor parcel universe and related tables	arizona_phoenix_enrichment_source_catalog.json; jurisdictions.yaml	parcel|tract|taz|raz|mpa	values; sales; year built; land; subdivision; developability	source_catalog_ready	/api/v1/data/assets/panel.maricopa_az; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/public-data/README.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	provenance.arizona_enrichment_source_catalog	metadata_only	high	license_review_required	Source catalog only; aggregate panel later	Raw parcel extracts and assessor terms need review	Keep raw private and publish only metadata/crosswalk summaries
panel.massgis	input_panel	MassGIS parcel geodatabase	packages/pipeline/scripts/data_acquisition/docs/MASTER_SCHEMA.md; jurisdictions.yaml	parcel; Massachusetts	assessed value; sales; building fields; geometry	storage_verified	/api/v1/data/assets/panel.massgis; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_acquisition docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	high	license_review_required	Registry only	Raw GDB is large and not public-surfaced	Create source card after terms review
panel.vancouver_bc	input_panel	BC Assessment style panel	raw_single_source_benchmark_registry.yaml	parcel; Vancouver/BC	assessed value; land/improvement; year built	panelized_benchmark_source	/api/v1/data/assets/panel.vancouver_bc; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	high	license_review_required	Registry and score summaries only	Jurisdiction/source terms need review	Source-card and aggregate-only candidate
panel.uk_ppd	input_panel	UK Price Paid Data transaction panel	raw_single_source_benchmark_registry.yaml; schema_registry.yaml	transaction|parcel-derived; UK	sale price; sale year; transaction id	panelized_benchmark_source	/api/v1/data/assets/panel.uk_ppd; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	medium	public_transaction_source	Good candidate for benchmark fixture after schema cleanup	Download/Cloud Function issue noted in schema docs	Verify access and publish benchmark-compatible sample
panel.france_dvf	input_panel	France DVF transaction data	packages/pipeline/scripts/data_acquisition/docs/MASTER_SCHEMA.md; raw registry	transaction|parcel-derived; France	valeur fonciere; sale date; type; area; lat/lon	panelized_benchmark_source	/api/v1/data/assets/panel.france_dvf; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	medium	public_transaction_source	Good candidate for benchmark fixture after schema cleanup	Need license/readme and normalized output schema	Add public fixture candidate with source citation metadata
panel.acs_nationwide	input_panel	ACS tract and hierarchical history	panel/jurisdiction=acs_nationwide; apps/web target metric serving	tract|county|state|national	value; income; rent; population; housing; tenure; mobility; employment; education	panelized_serving_source	/api/v1/data/observations; /api/v1/data/panels/{panel_id}; /api/v1/forecast/tract/metric	query_observations; get_panel_slice; get_target_metric_forecast	yes	docs/public-data/README.md; apps/web/public/openapi.json; docs/training; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	benchmark.normalized_training_panels_candidate	draft	low	public_source	Best candidate for training-eligible aggregate panel with live canonical query surfaces	Sample artifact, published SDK package, and expanded metric docs still missing	Add sample export, package-level examples, and panel card
panel.austin_permit	input_panel	Austin permit/redevelopment panel	raw_single_source_benchmark_registry.yaml; promote_austin_permit_panel_modal.py	parcel|permit	redevelopment_event; permit counts; job valuation; review delay; units	panelized_benchmark_source	/api/v1/data/assets/panel.austin_permit; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training/raw-single-source-benchmarks.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.raw_single_source_registry	metadata_only	medium	license_review_required	Event benchmark candidate, not phase-1 data release	Parcel-linked event data needs review	Create aggregate redevelopment benchmark summary first
panel.global_universal	input_panel	Universal/global training panels and bundles	build_global_panel.py; build_universal_panel_modal.py; src/data/dataset.py	multi-jurisdiction	panelized property and context features	training_internal	/api/v1/data/assets/panel.global_universal; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/training	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	benchmark.normalized_training_panels_candidate	draft	high	mixed_license_review	Do not publish raw; derive aggregate-safe panels later	Mixes many sources with different terms	Document lineage before exposing any subset
context.fred_macro	context_input	FRED and macro rate series	schema_registry.yaml; cache_market_sources_modal.py	national|state|year	mortgage30; fed funds; treasury; CPI; oil; unemployment; VIX; HPI	panel_context	/api/v1/data/assets/context.fred_macro; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_acquisition docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_api_terms	Candidate public covariate panel and benchmark-famous source	Not represented in public-data inventory	Add source manifest and normalized macro panel row
context.fhfa_case_shiller	context_input	FHFA HPI and Case-Shiller series	schema_registry.yaml; docs/ml/v15_source_benchmark_matrix.md	national|state|metro|year	HPI indices; housing price proxies	panel_context	/api/v1/data/assets/context.fhfa_case_shiller; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_acquisition docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Good public benchmark covariate	Some status marked false/incomplete in schema registry	Verify current cached data and add manifest row
context.bls_labor	context_input	BLS labor/inflation sources	source_review coverage; docs/ml/v15_source_benchmark_matrix.md	national|state|county/month	labor market and inflation indicators	discovered_or_partial	/api/v1/data/assets/context.bls_labor; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/ml/v15_source_benchmark_matrix.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate benchmark-famous covariate	Not clearly panelized in current public-data stack	Add source status and panelization decision
context.census_acs	input_panel	ACS 5-year and 1-year estimates; Census APIs	schema_registry.yaml; panel/acs scripts	tract|county|state|national	demographics; housing; income; rent; education; employment	panelized	/api/v1/data/observations; /api/v1/data/panels/{panel_id}	query_observations; get_panel_slice	yes	docs/public-data/README.md; apps/web/public/openapi.json; data_acquisition docs; apps/web/src/app/(marketing)/docs/sdk/page.tsx	apps/web/src/lib/public-data-client.ts	benchmark.normalized_training_panels_candidate	draft	low	public_source	Best first training-eligible public panel with canonical normalized observation and panel routes	Needs sample export, broader field card, and public panel documentation	Add canonical sample export plus metric dictionary and provenance notes
context.lehd_lodes	context_input	Census LEHD/LODES WAC data	data_source_ledger.md; schema_registry.yaml	block group|county|year	jobs by demographic/industry; commute/workplace features	panel_context	/api/v1/data/assets/context.lehd_lodes; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_source_ledger.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate aggregate covariate panel	Not surfaced in REST/MCP/OpenAPI	Add source manifest and release decision
context.fema_disasters_nri	context_input	FEMA disasters, NRI, flood/hazard products	data_source_ledger.md; schema_registry.yaml	county|tract|hazard	expected annual loss; vulnerability; disaster flags; flood risk	panel_context	/api/v1/data/assets/context.fema_disasters_nri; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_source_ledger.md; source_review docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate hazard benchmark/covariate	Some sources marked not in GCS or portal-dependent	Verify cached fields and publish manifest first
context.epa_aqi	context_input	EPA AirData/AQI archives	data_source_ledger.md; schema_registry.yaml	county|year	median AQI; PM2.5 exceedance days	panel_context	/api/v1/data/assets/context.epa_aqi; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_source_ledger.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate environmental covariate panel	Not in public-data inventory	Add manifest row and aggregate panel candidate
context.hud_fmr	context_input	HUD Fair Market Rent data	schema_registry.yaml	county|year	rent benchmarks	panel_context_or_pending	/api/v1/data/assets/context.hud_fmr; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_acquisition docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate public covariate	Registry marks some status incomplete	Add source verification and manifest row
context.noaa_climate_weather	context_input	NOAA GHCN/NCEI climate and engineering weather	data_source_ledger.md; arizona_phoenix_enrichment_source_catalog.json	station|county|city|year	temperature; weather; heat; design criteria	panel_context_or_pending	/api/v1/data/assets/context.noaa_climate_weather; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_source_ledger.md; docs/ml/v15_source_benchmark_matrix.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate climate benchmark/covariate	Not normalized into public panel yet	Add source manifest and aggregation spec
context.irs_migration	context_input	IRS county migration data	schema_registry.yaml	county|year	migration flows and income proxies	pending_or_context	/api/v1/data/assets/context.irs_migration; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_acquisition docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate mobility covariate	Not in current public-data inventory	Decide whether to include in aggregate panel
context.census_building_permits	context_input	Census Building Permits Survey county-month permits and local permit systems	schema_registry.yaml; docs/ml/v15_source_benchmark_matrix.md; docs/prediction_markets/permit-zoning-data-readiness.md	county|month|place|permit	permit buildings; permit units; construction value; construction pipeline	normalized_public_bps_rows	/api/v1/data/permits/census-bps/county-monthly; /api/v1/data/assets/context.census_building_permits	get_census_bps_county_monthly; get_data_asset	yes	docs/api/README.md; docs/api/MCP.md; docs/prediction_markets/permit-zoning-data-readiness.md	client.permits.queryCensusBpsCountyMonthly(); client.dataAssets.get()	not_in_inventory	launch	low	public_source	Use normalized Census BPS county-month rows; keep local permit systems metadata-only until normalized	Only Census BPS county-month rows are public; local permits, zoning, environmental permits, and entitlement feeds need normalization	Add refresh monitor, source-snapshot settlement manifests, and non-BPS permit/zoning row normalization
context.fast41_federal_permitting	context_input	FAST-41 federal permitting project inventory snapshot and Permitting Dashboard full-dataset candidate	docs/prediction_markets/permit-zoning-data-readiness.md; packages/pipeline/scripts/data_acquisition/permits_zoning/normalize_fast41_projects.py	project|state|county|agency|sector	project status; project sector; lead agency; project location; federal permitting context	normalized_public_project_inventory_rows	/api/v1/data/permits/fast41/projects; /api/v1/data/assets/context.fast41_federal_permitting	get_fast41_projects; get_data_asset	yes	docs/api/README.md; docs/api/MCP.md; docs/prediction_markets/permit-zoning-data-readiness.md	client.permits.queryFast41Projects(); client.dataAssets.get()	not_in_inventory	launch	low	public_source	Use normalized FAST-41 project inventory for public project/status/sector/location screening only	Full Permitting Dashboard milestone/event dataset mcm3-xbid returned unavailable and is not acquired; project inventory lacks milestone-date fields for settlement	Retry cloud-first full-dataset acquisition; normalize milestone/event rows; add recurring snapshots and change detection
context.epa_echo_npdes_sewer_overflows	context_input	EPA ECHO NPDES current sewer-overflow and bypass event rows	docs/prediction_markets/permit-zoning-data-readiness.md; packages/pipeline/scripts/data_acquisition/permits_zoning/normalize_epa_echo_npdes_sewer_overflows.py	permit|event|state|waterbody|coordinate	sewer overflow event count; reported discharge volume gallons; event type; wet weather; receiving waters	normalized_public_event_rows	/api/v1/data/environmental/epa-echo/npdes-sewer-overflows; /api/v1/data/assets/context.epa_echo_npdes_sewer_overflows	get_epa_echo_npdes_sewer_overflows; get_data_asset	yes	docs/api/README.md; docs/api/MCP.md; docs/prediction_markets/permit-zoning-data-readiness.md	client.environmental.queryEpaEchoNpdesSewerOverflows(); client.dataAssets.get()	not_in_inventory	launch	low	public_source	Use normalized EPA ECHO current sewer-overflow rows for public event/count/volume context only	ICIS-NPDES outfalls and non-effluent violations are exposed separately; limits, effluent violations, detailed permit/facility rows, detailed enforcement rows, and refresh/checksum/replacement policy remain missing for settlement	Add recurring refresh/checksum policy; normalize full ICIS-NPDES limits, effluent, detailed permit/facility, and detailed enforcement rows
context.epa_echo_npdes_sewer_overflow_history	context_input	EPA ECHO NPDES all-version sewer-overflow and bypass event rows	docs/prediction_markets/permit-zoning-data-readiness.md; packages/pipeline/scripts/data_acquisition/permits_zoning/normalize_epa_echo_npdes_sewer_overflow_history.py	permit|event|version|state|waterbody|coordinate	sewer overflow event versions; current report flag; replaced date; replacing payload id; reported discharge volume gallons; event type; receiving waters	normalized_public_event_history_rows	/api/v1/data/environmental/epa-echo/npdes-sewer-overflow-history; /api/v1/data/assets/context.epa_echo_npdes_sewer_overflow_history	get_epa_echo_npdes_sewer_overflow_history; get_data_asset	yes	docs/api/README.md; docs/api/MCP.md; docs/prediction_markets/permit-zoning-data-readiness.md	client.environmental.queryEpaEchoNpdesSewerOverflowHistory(); client.dataAssets.get()	not_in_inventory	launch	low	public_source	Use normalized EPA ECHO all-version sewer-overflow rows for public event amendment/replacement context only	ICIS-NPDES outfalls and non-effluent violations are exposed separately; limits, effluent violations, detailed permit/facility rows, detailed enforcement rows, and refresh/checksum/revision policy remain missing for settlement	Add recurring refresh/checksum policy; normalize full ICIS-NPDES limits, effluent, detailed permit/facility, and detailed enforcement rows
context.epa_echo_npdes_outfalls	context_input	EPA ECHO ICIS-NPDES outfalls layer current facility, outfall, permit, and compliance context rows	docs/prediction_markets/permit-zoning-data-readiness.md; packages/pipeline/scripts/data_acquisition/permits_zoning/normalize_epa_echo_npdes_outfalls.py	permit|facility|outfall|state|waterbody|coordinate	NPDES permit status; facility/outfall location; permit component; current violation flag; CWA status; waterbody	normalized_public_partitioned_outfall_rows	/api/v1/data/environmental/epa-echo/npdes-outfalls; /api/v1/data/assets/context.epa_echo_npdes_outfalls	get_epa_echo_npdes_outfalls; get_data_asset	yes	docs/api/README.md; docs/api/MCP.md; docs/prediction_markets/permit-zoning-data-readiness.md	client.environmental.queryEpaEchoNpdesOutfalls(); client.dataAssets.get()	not_in_inventory	launch	low	public_source	Use normalized partitioned EPA ECHO ICIS-NPDES outfall rows for public facility/outfall/permit context only	ICIS-NPDES non-effluent violations are exposed separately; limits, effluent violations, detailed permit/facility rows, detailed enforcement rows, and refresh/checksum/revision policy remain missing for settlement	Normalize full ICIS-NPDES limits, effluent, detailed permit/facility, and detailed enforcement rows; add recurring refresh/change detection
context.epa_echo_npdes_violations	context_input	EPA ECHO ICIS-NPDES non-effluent permit schedule, compliance schedule, and single-event violation rows	docs/prediction_markets/permit-zoning-data-readiness.md; packages/pipeline/scripts/data_acquisition/permits_zoning/normalize_epa_echo_npdes_violations.py	permit|violation|state|date|rnc|enforcement_link_count	NPDES permit violation category; violation code; RNC detection/resolution; linked enforcement count	normalized_public_partitioned_violation_rows	/api/v1/data/environmental/epa-echo/npdes-violations; /api/v1/data/assets/context.epa_echo_npdes_violations	get_epa_echo_npdes_violations; get_data_asset	yes	docs/api/README.md; docs/api/MCP.md; docs/prediction_markets/permit-zoning-data-readiness.md	client.environmental.queryEpaEchoNpdesViolations(); client.dataAssets.get()	not_in_inventory	launch	low	public_source	Use normalized partitioned EPA ECHO ICIS-NPDES non-effluent violation rows for public permit/compliance context only	ICIS-NPDES effluent violations, limits, detailed enforcement action rows, and refresh/checksum/revision policy are missing for settlement	Normalize effluent/limits/detailed enforcement action tables; add recurring refresh/change detection and resolver policy
context.ms_buildings_nlcd	context_input	Microsoft building footprints and NLCD land cover	schema_registry.yaml	parcel|tract|raster	footprints; developed land; land cover	panel_context_or_pending	/api/v1/data/assets/context.ms_buildings_nlcd; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_acquisition docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	medium	public_source_with_terms	Aggregate feature manifest only	Raw geospatial artifacts need terms/size review	Publish metadata and aggregate transforms only
context.usda_wildfire_land	context_input	USDA wildfire hazard and land values	data_source_ledger.md; ingest_usda_land_values.py; ingest_fao_land_prices.py	raster|county|state|country	wildfire hazard; agricultural/land price context	pending_or_context	/api/v1/data/assets/context.usda_wildfire_land; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_source_ledger.md	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate land/hazard covariate	Not in public-data inventory	Add manifest row after verifying actual cached artifacts
context.state_oil_gas_energy	context_input	State oil/gas and energy context sources	state_oil_gas registry; build_state_oil_gas_panel.py	state|county|field	oil/gas production and regulatory context	pending_or_context	/api/v1/data/assets/context.state_oil_gas_energy; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_acquisition docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	mixed_public_source	Candidate economic/land-use covariate	Not connected to public-data surface	Add source family row or keep internal until validated
context.eurostat_global_rates	context_input	Eurostat/global panels and BOE/ECB/INSEE macro sources	enrich_eurostat_globals.py; schema_registry.yaml	country|region|year	rates; HPI; macro indicators	pending_or_context	/api/v1/data/assets/context.eurostat_global_rates; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	data_acquisition docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	low	public_source	Candidate international benchmark covariates	Not part of Homecastr public API focus yet	Keep out of phase 1; revisit for global benchmarks
prediction.parcl_ppsf	prediction_market_input	Parcl Labs API daily PPSF series for 9 markets	packages/pipeline/scripts/prediction_markets/parcl_fetch.py; README.md	city|metro|national	daily PPSF; settlement value estimates	cached_or_accessible	/api/v1/data/assets/prediction.parcl_ppsf; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	prediction_markets README	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	hold	medium	third_party_api_terms	Do not public-release without terms review	API key and Parcl terms likely restrict redistribution	Keep internal; publish only methodology if allowed
prediction.polymarket_markets	prediction_market_input	Polymarket market pages/API and market odds	packages/pipeline/scripts/prediction_markets/polymarket_predictor.py	market contract|city odds	settlement odds; market prices; prediction outputs	cached_or_accessible	/api/v1/data/assets/prediction.polymarket_markets; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	prediction_markets README	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	hold	medium	third_party_terms	Internal research/trading only	Live market data and trading use need policy review	Keep outside public-data release
prediction.redfin_realtor_market_inputs	prediction_market_input	Redfin scraper and related market data scripts	packages/pipeline/scripts/prediction_markets/redfin_scraper.py	market|listing aggregate	market trend inputs	discovered_or_cached	/api/v1/data/assets/prediction.redfin_realtor_market_inputs; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	source_review docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	hold	medium	third_party_terms	Do not public-release without terms review	Scraped/vendor-like inputs may be restricted	Document as internal-only unless licensing is explicit
ops.training_runs	ops_internal	Training run table and compute/cost records	apps/web/src/app/api/v1/training-runs/route.ts	internal	jurisdiction; origin year; instance type; elapsed hours; actual cost	authenticated_internal	/api/v1/training-runs	list_training_runs	yes	docs/api/README.md	client.dataAssets.get()	holdback.training_cost_history	hold	high	internal_only	Remain non-public	Demo key blocked; cost data internal	Keep out of public-data package
ops.product_analytics	ops_internal	Product event table and session analytics	apps/web/src/app/api/v1/analytics/events/route.ts; product-analytics libs	internal	event counts; session IDs; anonymous IDs; page paths	authenticated_internal	/api/v1/analytics/events	get_analytics_events	yes	docs/api/README.md	client.dataAssets.get()	holdback.analytics_session_data	hold	high	internal_only	Remain non-public	User/session analytics are not benchmark material	Keep behind non-demo API key and out of public docs examples
ops.api_usage	ops_internal	API usage logs	apps/web/src/app/api/v1/usage/route.ts	internal	request counts; endpoints; source; status	authenticated_internal	/api/v1/usage	get_data_asset	yes	docs/api/README.md	client.dataAssets.get()	not_in_inventory	hold	high	internal_only	Remain non-public	Customer/API usage data is operational telemetry	Add to holdback inventory if public-data gating wants completeness
ops.status_history	ops_internal	Status snapshots and health checks	apps/web/src/app/api/v1/status/route.ts; status/history route	internal component health	status; freshness; latency	public_status	/api/v1/status; /api/v1/status/history	get_data_asset	yes	docs/api/README.md	client.dataAssets.get()	not_in_inventory	public_low	low	public_operational_metadata	Public operational status only	Not a data benchmark source	Keep separate from public-data catalog
ops.saved_searches_watchlist	ops_internal	User saved searches and watchlist records	apps/web/src/app/api/saved-searches/route.ts; apps/web/src/app/api/watchlist/route.ts	user account data	search criteria; watched geographies; user preferences	authenticated_app	/api/v1/data/assets/ops.saved_searches_watchlist	get_data_asset	yes	app-only	client.dataAssets.get()	not_in_inventory	hold	high	internal_only	Remain non-public	User-specific product data	Keep excluded from public-data and benchmark surfaces
ops.leads_contact_billing	ops_internal	Lead capture, contact, API key signup, Stripe billing	apps/web/src/app/api/lead-capture/route.ts; contact; checkout; portal	internal PII/business	email; lead metadata; billing/customer state	authenticated_or_admin	/api/v1/data/assets/ops.leads_contact_billing	get_data_asset	yes	app-only	client.dataAssets.get()	not_in_inventory	hold	high	internal_only	Remain non-public	PII and billing data	Keep excluded from data productization
eval.model_quality_results	backtest_output	Model eval JSONs, compact reports, diagnostics, and scratch summaries	packages/pipeline/scripts/inference/eval/results; scratch/summarize_latest_eval_metrics_modal.py	multi-jurisdiction; origin years	model errors; calibration; compact/full eval payloads; checkpoint references	internal_eval_artifacts	/api/v1/data/assets/eval.model_quality_results; /api/v1/data/vintages/{vintage_id}; /api/v1/data/benchmarks/{benchmark_id}	get_data_asset; get_public_forecast_vintage; get_backtest_scores; get_benchmark_result	yes	docs/training; docs/ml; local eval result files	client.dataAssets.get(); client.vintages.get(); client.benchmarks.get()	not_in_inventory	draft	medium	internal_model_eval	Public-safe benchmark summaries only	Raw eval artifacts may reference private panels, checkpoints, and R2 keys	Summarize selected rows through /api/v1/benchmarks/backtests after QA
model.checkpoints_bundles_manifests	model_internal	R2/GCS checkpoints, tensor-window bundles, cached latent bundles, run manifests, checkpoint exports	scratch/*r2*_modal.py; packages/pipeline/scripts/pipeline/training/build_global_*; packages/pipeline/scripts/inference/upload/checkpoint	modal volume|R2|GCS	model weights; dataset bundles; latent caches; run manifests; output keys	training_internal	/api/v1/data/assets/model.checkpoints_bundles_manifests	get_data_asset	yes	docs/training and scratch scripts	client.dataAssets.get()	not_in_inventory	hold	high	internal_only	Do not publish as data surface	Contains model/IP artifacts and private storage references	Keep as internal lineage; expose only public model_version labels
geography.boundaries_crosswalks_labels	geography_reference	TIGER/Line, GNIS, OSM/Nominatim labels, county FIPS, tract/ZCTA crosswalks, city names	apps/web/src/lib/publishing/*json; packages/pipeline/scripts/data_acquisition/tiger_line_integration.py; scripts/data-processing	tract|zcta|county|state|city|osm labels	geographic labels; crosswalks; centroids; names; hierarchy	serving_reference	/api/v1/data/assets/geography.boundaries_crosswalks_labels; /api/v1/data/entities/{entity_id}; /api/v1/data/crosswalks; compatibility indirect via forecast pages and geocoding	get_data_asset; get_entity; get_geography_crosswalk	yes	app docs and generated JSONs	client.dataAssets.get(); client.entities.get(); client.geographies.getCrosswalk()	not_in_inventory	draft	low	public_source_or_generated	Good public reference manifest and light download candidate	Need source attribution and versioning before packaging	Add geography reference manifest to public-data inventory
geography.raw_parcel_block_geometries	geography_reference	Parcel polygons, block geometries, shapefiles, PMTiles inputs, geometry upload scripts	packages/pipeline/scripts/data_acquisition/geometry; packages/pipeline/scripts/inference/upload/geo; scripts/data-processing	parcel|block|tract|zcta|state	geometry; centroids; tile features; spatial joins	internal_or_app_surface	/api/v1/data/assets/geography.raw_parcel_block_geometries; /api/v1/data/entities/{entity_id}; /api/v1/data/crosswalks; compatibility indirect via maps and forecast tiles	get_data_asset; get_entity; get_geography_crosswalk	yes	tiles/geography docs	client.dataAssets.get(); client.entities.get(); client.geographies.getCrosswalk()	not_in_inventory	hold	high	mixed_license_review	Aggregate geography only; raw parcel geometry held	Raw geometry may inherit parcel-source terms and large-file constraints	Expose only public boundary/crosswalk metadata first
context.infrastructure_interconnection	context_input	Utility, interconnection, grid, energy, telecom, and infrastructure source research	packages/pipeline/docs/INFRASTRUCTURE_INTERCONNECTION_SOURCES.md; packages/pipeline/scripts/data_acquisition/enrichment; arizona_phoenix_enrichment_source_catalog.json	service_area|project|county|tract	grid, dark fiber, data-center utility context, interconnection signals	discovered_or_partial	/api/v1/data/assets/context.infrastructure_interconnection; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	infrastructure/enrichment docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	draft	medium	mixed_public_source	Public source manifest and aggregate features after review	Some sources are research leads or scraped context, not normalized panels	Promote validated public-source metadata into provenance manifests
context.data_center_site_research	context_input	Data-center and infrastructure market research documents and target/company source notes	docs/phoenix-arizona-data-center-research.md; docs/gtm-*data-center*; docs/gtm-*operator*	market|company|region	site constraints; operators; infrastructure demand; GTM target research	research_internal	/api/v1/data/assets/context.data_center_site_research; /api/v1/data/observations; /api/v1/data/features; /api/v1/data/panels/{panel_id}	get_data_asset; query_observations; query_features; get_panel_slice	yes	docs/gtm and research docs	client.dataAssets.get(); client.observations.query(); client.features.query(); client.panels.getSlice()	not_in_inventory	hold	medium	internal_research_mixed_sources	Do not expose as public data except redacted source citations	GTM target research and relationship context should not become public datasets	Separate source citations from outreach/targeting notes before any release
ops.outreach_gtm_media_logs	ops_internal	GTM, media, outreach batch reports, send logs, suppression reviews, target queues	docs/gtm-*; docs/media/*; outreach logs in repo	internal contacts|organizations	recipients; routing; copy; suppression; send/review status	internal_ops	/api/v1/data/assets/ops.outreach_gtm_media_logs	get_data_asset	yes	internal docs	client.dataAssets.get()	not_in_inventory	hold	high	internal_only	Remain non-public	Contains outreach, relationship, and protected-recipient context	Keep excluded from API/MCP/public-data surfaces
research.tavus_conversations	research_internal	Tavus conversation exports and visual-analysis scripts	packages/research/tavus_all_conversations.json; packages/research/scripts/extract_all_tavus_conversations.py	conversation|video	research conversation payloads and derived visuals	research_internal	/api/v1/data/assets/research.tavus_conversations	get_data_asset	yes	research scripts	client.dataAssets.get()	not_in_inventory	hold	high	internal_or_third_party_terms	Remain non-public	Conversation exports may contain private participant data and platform terms	Keep out of public-data inventory except as holdback if needed
research.screening_priority_outputs	research_internal	Research screening configs, priority scores, plots, and output summaries	packages/research/configs; packages/research/output/screening	internal research entities	priority scores; screening metadata; plots	research_internal	/api/v1/data/assets/research.screening_priority_outputs	get_data_asset	yes	research output docs	client.dataAssets.get()	not_in_inventory	hold	medium	internal_only	Remain non-public unless explicitly repackaged	Research prioritization data is not benchmark material	Keep separate from public-data release
research.notebooks_pitch_artifacts	research_internal	Prototype notebooks, pitch artifacts, presentation screenshots, PDFs, and derived reports	packages/research/notebooks; packages/research/docs; packages/research/pitch	research/demo artifacts	analysis notebooks; charts; screenshots; forecast examples	research_internal	/api/v1/data/assets/research.notebooks_pitch_artifacts	get_data_asset	yes	research docs and notebooks	client.dataAssets.get()	not_in_inventory	hold	medium	mixed_internal_public	Do not treat as canonical data surface	Artifacts mix demos, screenshots, and draft claims	Use only as source-discovery hints, not public datasets
ops.pipeline_logs_run_status	ops_internal	Panel logs, modal logs, deployment status, eval errors, training reports	logs/*; packages/pipeline/scripts/logs; logs/deployment-status.json	internal operations	log output; status payloads; crash traces; panel run summaries	internal_ops	/api/v1/data/assets/ops.pipeline_logs_run_status	get_data_asset	yes	internal logs	client.dataAssets.get()	not_in_inventory	hold	medium	internal_only	Remain non-public	Logs can expose internal paths, run failures, keys, and operational details	Use for internal lineage only; never publish raw logs
schema.supabase_forecast_tables_migrations	schema	Forecast DB schemas, Supabase migrations, SQL views, RPC wrappers, table comments	supabase/migrations; packages/pipeline/sql/schema; packages/pipeline/scripts/database	database|schema	forecast table definitions; RPC contracts; indexes; RLS rules	schema_internal	/api/v1/data/assets/schema.supabase_forecast_tables_migrations; /api/v1/data/schemas; compatibility indirect via APIs	get_data_asset; list_data_schemas; get_data_schema	yes	docs/api/SCHEMA.md; app docs	client.dataAssets.get(); client.schemas.get()	not_in_inventory	draft	low	schema_docs_public_possible	Public schema reference, not data payload	Schema docs need cleanup and public/private boundary labels	Update schema docs to separate public contracts from internal tables
product.portfolio_preview_data	product_internal	Portfolio tracking preview/demo data and fund-reporting contract fixtures	apps/web/src/lib/portfolio-tracking/preview-data.ts; portfolio tests	demo portfolio	investment/portfolio scenario fixtures	app_or_test_fixture	/api/v1/data/assets/product.portfolio_preview_data	get_data_asset	yes	tests and local preview data	client.dataAssets.get()	not_in_inventory	hold	medium	internal_or_demo_only	Keep as demo/test data unless separately approved	Not a source/benchmark dataset and may be synthetic/demo-specific	Exclude from public-data release
ops.prompt_validation_corpus	ops_internal	Prompt libraries, chat test matrices, route-resolution corpora, response-review fixtures	apps/web/src/lib/prompt-*; apps/web/src/lib/__tests__; apps/web/scripts/chat-*	internal QA	prompts; expected routes; validation reports; replay metadata	qa_internal	/api/v1/data/assets/ops.prompt_validation_corpus	get_data_asset	yes	prompt validation docs and tests	client.dataAssets.get()	not_in_inventory	hold	medium	internal_only	Remain internal QA tooling	Can include product behavior and evaluation prompts, not public data	Add holdback row only if governance wants all QA corpora listed
ops.chat_threads_usage	ops_internal	Chat threads, chat usage, prompt replay, assistant session data	apps/web/src/app/api/chat*; apps/web/src/app/api/threads*; apps/web/src/app/api/debug/chat-usage	internal user/product data	messages; threads; usage; routing telemetry	authenticated_app	/api/v1/data/assets/ops.chat_threads_usage	get_data_asset	yes	app-only	client.dataAssets.get()	not_in_inventory	hold	high	internal_only	Remain non-public	User conversation and product telemetry data	Keep excluded from benchmark and public-data surfaces