AndreaBozzo/ceres-open-data-index huggingface dataset:
Third Generation Simulation Data (TGSIM)

The Intelligent Transportation Systems (ITS) Joint Program Office (JPO) DataHub now provides access to data from the Federal Highway Administration’s (FHWA’s) Third Generation Simulation (TGSIM) project, including detailed vehicle trajectory data and supporting data files, from the project’s data collection efforts. Researchers for the TGSIM project collected the specified data in Chicago, IL (I-90/I-94); Hinsdale, IL (I-294); and in Washington, D.C. (I-395 and on the George Washington University’s Foggy Bottom Campus).
This data story offers a concise overview of the TGSIM project data collection, along with details on the data available on ITS DataHub. It also highlights potential uses for the data and provides guidance on how to cite the various TGSIM datasets.

Tags: arterial, automobiles, category-traffic-management, data-story, highway, intelligent-transportation-systems-its, its-joint-program-office-jpo, next-generation-simulation-ngsim, roadside-equipment-rse, sensor-data, subcategory-vehicle-based-traffic-surveillance, third-generation-simulation, traffic-simulation, trajectories, vehicle-trajectory-data
Organization: Department of Transportation
BLM Montana Dakotas GRSG ROD ARMPA Oil and Gas Allocations

Polygons depict Oil and Gas allocations. These data reflect the decision made in the Greater Sage-Grouse Approved RMP Amendment (ARMPA) in Montana/Dakotas. Details related to ARMPA Oil and Gas allocations can be found in the Montana/Dakotas Approved RMP Amendment and associated Record of Decision (ROD). The ARMPA only changes allocations within HMAs, areas outside HMAs carry forward decisions and allocations from the associated previous RMPs. In addition, the ARMPA carries forward more stringent stipulations from earlier RMPs within GRSG HMAs where those stipulations are tied to resources other than GRSG.

Tags: allocation-decisions, armpa, biota, blm, chma, core-areas, eis, environment, ghma, greater-sage-grouse, grsg, lmhma, minerals, montana, north-dakota, oil-and-gas, phma, rod, sage-grouse, schma, south-dakota, wildlife
Organization: Department of the Interior
BLM Montana Dakotas GRSG ROD ARMPA Geothermal Allocations

Polygons depict Geothermal allocations. These data reflect the decision made in the Greater Sage-Grouse Approved RMP Amendment (ARMPA) in Montana/Dakotas. Details related to ARMPA Geothermal allocations can be found in the Montana/Dakotas Approved RMP Amendment and associated Record of Decision (ROD). The ARMPA only changes allocations within HMAs, areas outside HMAs carry forward decisions and allocations from the associated previous RMPs. In addition, the ARMPA carries forward more stringent stipulations from earlier RMPs within GRSG HMAs where those stipulations are tied to resources other than GRSG.

Tags: allocation-decisions, armpa, biota, blm, blm-theme, chma, core-areas, eis, environment, geothermal, ghma, greater-sage-grouse, grsg, lmhma, minerals, montana, north-dakota, phma, rod, sage-grouse, schma, south-dakota, wildlife
Organization: Department of the Interior
Survey123 Form for Watercraft inspection and decontamination at the Alcan port of entry, Alaska

Spreadsheet (.xlsx) used to generate Survey123 form for collecting data on watercraft inspections and decontaminations at the Alcan port of Entry in Alaska.

Tags: ais, alaska, alcan, aquatic-invasive-species, dreissena-bugensis, dreissena-polymorpha, general-biology-invasive-species-invasive-exotic-animals, general-biology-invasive-species-invasive-exotic-plants, invasive-species, quagga-mussel, quagga-mussels, survey123, watercraft-inspection-and-decontamination, wid, zebra-mussel, zebra-mussels
Organization: Department of the Interior
North Coast and Cascades Network Landscape Change Monitoring Barren Land and Water Masks

North Coast and Cascades Inventory and Monitoring Network (NCCN) has developed a baren land and water mask for Mount Rainier, Olympic, and North Cascades National Parks and surrounding areas as part of the NCCN Landscape Change Monitoring Protocol (https://irma.nps.gov/DataStore/Reference/Profile/2097545). This protocol uses satellite imagery, LandTrendr algorithms, and machine learning to detect, map, and label annual landscape disturbances—such as avalanches, landslides, riparian changes, fires, and insect and disease outbreaks—across Pacific Northwest national parks and adjacent lands. The mask identifies areas with minimal or no vegetation cover, where spectral changes detected by LandTrendr are typically driven by annual differences in snow or cloud cover, water-surface reflectance, shading, or seasonal variations in herbaceous or shrub phenology.

Tags: barren-land, disturbance, ecological-framework-landscapes-landscape-dynamics-land-cover-and-use, high-elevation, landscape-change, mask, mount-rainier-national-park, north-cascades-national-park, north-coast-and-cascades-network, nps-gov-subject-site-gis-cartography-mapping, nps-gov-subject-site-mountains, nps-gov-subject-site-science, olympic-national-park, vegetation, water
Organization: Department of the Interior
Tuxedni Channel bathymetric survey 2024-2025, Lake Clark National Park and Preserve

Multibeam sonar data collected with an EchoBoat 160 (Seafloor Systems, Inc.) autonomous surface vessel (ASV) equipped with an iWBMSe multibeam sonar (NORBIT). Data collected and processed by NPS WRD OCRP staff using Hypack (Xylem) and POSPac MMS (Applanix).

Tags: autonomous-surface-vessel, bathymetry, cook-inlet, lake-clark-national-park-and-preserve, multibeam, remote-sensing, seafloor-mapping, tuxedni-channel, uncrewed-surface-vessel, water-depth
Organization: Department of the Interior
Pedersen lagoon bathymetric survey June 2025, Kenai Fjords National Park

Multibeam sonar data collected with an EchoBoat 160 (Seafloor Systems, Inc.) autonomous surface vessel (ASV) equipped with an iWBMSe multibeam sonar (NORBIT). Data collected and processed by NPS WRD OCRP staff.

Tags: aialik-bay, aialik-glacier, autonomous-surface-vessel, bathymetry, kenai-fjords-national-park, landslide, multibeam, pedersen-glacier, pedersen-lagoon, remote-sensing, seafloor-mapping, tsunami, uncrewed-surface-vessel, water-depth
Organization: Department of the Interior
Cape Cod National Seashore bathymetry survey, September 2023

Multibeam sonar data collected with an EchoBoat 160 (Seafloor Systems, Inc.) autonomous surface vessel (ASV) equipped with an iWBMSe multibeam sonar (Norbit). Data collected and processed by NPS WRD OCRP staff using Hypack and POSPac MMS.

Tags: autonomous-surface-vessel, bathymetry, benthic-habitat-monitoring, cape-cod-national-seashore, duck-harbor, eelgrass, long-point, multibeam, provincetown-harbor, remote-sensing, seafloor-mapping, uncrewed-surface-vessel, water-depth
Organization: Department of the Interior
Agat Unit and Asan Beach Unit bathymetry survey, February - June 2023, War in the Pacific National Historic Park.

Multibeam sonar data collected with an EchoBoat 160 (Seafloor Systems, Inc.) autonomous surface vessel (ASV) equipped with an iWBMSe multibeam sonar (NORBIT). Data collected and processed by NPS WRD OCRP staff.

Tags: agat-beach, asan, autonomous-surface-vessel, bathymetry, battlefield, guam, mariana-islands, multibeam, remote-sensing, seafloor-mapping, uncrewed-surface-vessel, war-in-the-pacific-national-historic-park, water-depth, wwii
Organization: Department of the Interior
Fire Island National Seashore bathymetry survey, 2024

Multibeam sonar data collected with an EchoBoat 160 (Seafloor Systems, Inc.) autonomous surface vessel (ASV) equipped with an iWBMSe multibeam sonar (NORBIT). Data collected and processed by NPS WRD OCRP staff.

Tags: autonomous-surface-vessel, barrett-beach, barrier-island, bathymetry, fire-island-national-seashore, long-island, marina, multibeam, nature-based-solutions, remote-sensing, sailors-haven, seafloor-mapping, talisman, uncrewed-surface-vessel, watch-hill, water-depth
Organization: Department of the Interior
Medicare Current Beneficiary Survey - Cost Supplement

The Medicare Current Beneficiary Survey (MCBS) - Cost Supplement File Microdata Public Use File (PUF) dataset provides information on expenditures and payment sources for all services used by Medicare beneficiaries, including co-payments, deductibles, and non-covered services.

Tags: health-equity, medicare, medicare-advantage, medicare-prescription-drug, national, original-medicare, patient-experience
Organization: U.S. Department of Health & Human Services
Product Data for Newly Reported Drugs in the Medicaid Drug Rebate Program 03-02-2026 to 03-08-2026

The data below contains newly reported, active covered outpatient drugs which were reported by participating drug manufacturers since the last quarterly update of the Drug Products in the Medicaid Drug Rebate Program (MDRP) database.

Tags: drug-rebate-program
Organization: U.S. Department of Health & Human Services
ZIP Code Population Weighted Centroids

This dataset denotes ZIP Code centroid locations weighted by population. Population weighted centroids are a common tool for spatial analysis, particularly when more granular data is unavailable or researchers lack sophisticated geocoding tools. The ZIP Code Population Weighted Centroids allows researchers and analysts to estimate the center of population in a given geography rather than the geometric center.

Tags: centroid, code, hud, population, usps, weighted, zip
Organization: Department of Housing and Urban Development
Urbanization Perceptions Small Area Index

This service provides a tract-level dataset illustrating the outcome of machine learning techniques applied to neighborhood classification reported by the American Housing Survey (AHS) as either urban, suburban, or rural. Definitions of “urban” and “rural” are abundant in government, academic literature, and data-driven journalism. Equally abundant are debates about what is urban or rural and which factors should be used to define these terms. Absent from most of this discussion is evidence about how people perceive or describe their neighborhood. Moreover, as several housing and demographic researchers have noted, the lack of an official or unofficial definition of suburban obscures the stylized fact that a majority of Americans live in a suburban setting. In 2017, the U.S. Department of Housing and Urban Development added a simple question to the 2017 American Housing Survey (AHS) asking respondents to describe their neighborhood as urban, suburban, or rural.

Tags: housing-demographic-analysis-division, hud, hud-official-content, oea, office-of-economic-affairs, office-of-policy-development-and-research, pdr, tract, u-s-department-of-housing-and-urban-development, upsai, urbanization-perceptions-small-area-index
Organization: Department of Housing and Urban Development
Unit of General Local Government (UGLG)

This dataset symbolizes city, county, town, parish, village, or other general-purpose political subdivisions of a State. The term "Unit of General Local Government" refers to a city, county, town, parish, village, or other general-purpose political subdivision of a State. Units of General Local Government (UGLG) are comprised of several Census geographies including: Summary Level 050 - State-County; Summary Level 060 - County Subdivision; Summary Level 070 - State-County-County Subdivision-Place/Remainder; Summary Level 160 - Place; Summary Level 170 - State-Consolidate City; Remainders of County Lands.

Tags: community-development-programs, community-planning-and-development, cpd, hud, hud-official-content, u-s-department-of-housing-and-urban-development, uglg, unit-of-general-local-government
Organization: Department of Housing and Urban Development
USDA Rural Housing by Tract

This dataset is a summary of the United States Department of Agriculture (USDA) Rural Housing activity by census tract. The USDA's, Rural Development (RD) Agency operates a broad range of programs that were formally administered by the Farmers Home Administration to support affordable housing and community development in rural areas. RD helps rural communities and individuals by providing loans and grants for housing and community facilities. RD provides funding for single family homes, apartments for low-income persons or the elderly, housing for farm laborers, childcare centers, fire and police stations, hospitals, libraries, nursing homes and schools.

Tags: hac, housing, housing-assistance-council, location, multi-family-housing, point, rural-development, rural-housing, rural-rental-housing-program, section-515, society, united-states-department-of-agriculture, usda
Organization: Department of Housing and Urban Development
USDA Rural Housing Assets

This dataset allows users to map United States Department of Agriculture's (USDA's) rural development multi family housing assets. The USDA, Rural Development (RD) Agency operates a broad range of programs that were formally administered by the Farmers Home Administration to support affordable housing and community development in rural areas. RD helps rural communities and individuals by providing loans and grants for housing and community facilities. RD provides funding for single family homes, apartments for low-income persons or the elderly, housing for farm laborers, childcare centers, fire and police stations, hospitals, libraries, nursing homes and schools.

Tags: hac, housing, housing-assistance-council, location, multi-family-housing, point, rural-development, rural-housing, rural-rental-housing-program, section-515, society, united-states-department-of-agriculture, usda
Organization: Department of Housing and Urban Development
Tribal Contact Data

This dataset was developed by the Office of Environment and Energy (OEE). It provides tribal contact information to assist users with initiating Section 106 consultation under the National Historic Preservation Act (54 U.S.C. § 300101 et seq.).

Tags: community-development-programs, hud, hud-offical-content, pih, public-and-indian-housing, tdat, tribal-directory-assistance-tool, u-s-department-of-housing-and-urban-development
Organization: Department of Housing and Urban Development
Temperature Severity Indicators

The Temperature Severity Indicator data distills observational information of prolonged temperature events in the contiguous United States to inform housing and community development policy, planning, and decision making. The indicators, conveyed as a grid of 1-degree latitude by 1-degree longitude cells, are created from observational data (Berkeley Earth Lab gridded daily maximum and minimum temperature ) and consider the frequency, intensity, and duration of extreme heat and extreme cold weather events that occurred in the US between 1913 and 2012.

Tags: cold-snap, egis, health, heat-wave, housing, hud, hud-official-content, pdr, planning, pmrd, policy-development-and-research, program-monitoring-and-research-division, temperature, u-s-department-of-housing-and-urban-development, utility
Organization: Department of Housing and Urban Development
Sustainable Communities Regional Planning Grantees - National Geospatial Data Asset (NGDA)

The Sustainable Communities Regional Planning (SCRP) Grant Program supports locally-led collaborative efforts that bring together diverse interests from the many municipalities in a region to determine how best to target housing, economic and workforce development, and infrastructure investments to create more jobs and regional economic activity. The Program places a priority on investing in partnerships, including nontraditional partnerships (e.g., arts and culture, recreation, public health, food systems, regional planning agencies and public education entities) that translate the six Livability Principles into strategies that direct long-term development and reinvestment, demonstrate a commitment to addressing issues of regional significance, use data to set and monitor progress toward performance goals, and engage stakeholders and residents in meaningful decision-making roles. The SCRP program is a key initiative of the Partnership for Sustainable Communities, in which HUD works with the U.S. Department of Transportation (DOT) and the U.S. Environmental Protection Agency (EPA) to coordinate and leverage programs and investments.

Tags: 2010, 2011, boundaries, economic-development, housing, infrastructure-investments, land-use, national-geospatial-data-asset, ndga, ngda-portfolio-themes, polygon, population, puerto-rico, real-property-theme, scrp, society, sustainable-communities-regional-planning, transportation, united-states, workforce-development
Organization: Department of Housing and Urban Development
Sustainable Communities Regional Planning Grantees

This map layer displays the planning areas of the winners of the Sustainable Communities Regional Planning Grant competition for FY2010 and FY2011. Program applicants were required to designate their planning area according to a set of criteria given in the Notice of Funding Availability, which in most circumstances ensured that applicant geographies would be composed of counties, MSAs, or the planning areas of Metropolitan Planning Organizations. The majority of geographies in this file were assembled from county, MSA, and MPO shapefiles available on servers or publicly elsewhere. The remaining geographies used publicly available geospatial data such as municipal line files and tribal boundaries.

Tags: hud, hud-official-content, ngda, oed, office-of-economic-development, real-property, scrp, signature-programs, sustainable-communities-and-regional-planning-grant, u-s-department-of-housing-and-urban-development
Organization: Department of Housing and Urban Development
Subprime and Manufactured Home Lender List

The U.S. Department of Housing and Urban Development (HUD) periodically produce its HUD Subprime and Manufactured home Lender List for the lenders who specialize in either subprime or manufactured home lending, even though beginning with 2004 HMDA reporting, lenders are required to identify loans for manufactured housing and loans in which the APR on the loan exceeds a comparable Treasury APR. The HUD Subprime and Manufactured home Lender List contains the names of those lenders, their agency codes, and lender identification numbers. The agency code and lender identification numbers should be used to link to the individual HMDA loan application records (LARS). The file also contains a concatenated field, IDD, which is a combination of the agency code and lender identification number. The HUD Subprime and Manufactured home Lender List has annually been updated and revised in response to feedback from lenders, policy analysts, housing advocacy groups, and other users of the list. HUD deletes lenders and adds others based on that feedback.

Tags: home-mortgage-disclosure-act-hmda-data, hud, manufactured-home-lender-list, manufactured-home-loan, subprime-lender-list, subprime-loan
Organization: Department of Housing and Urban Development
Small Area Fair Market Rents (SAFMR) Zip Code Tabulation Areas

This feature service outlines relationships between Zip Code Tabulation Areas (ZCTAs) used to denote Small Area Fair Market Rents (SAFMRs) and the Fair Market Rents (FMRs) calculated for Metropolitan Statistical Areas (MSAs) and County geographies. Small Area Fair Market Rents (SAFMRs) are FMRs calculated for ZIP Codes within Metropolitan Areas. Small Area FMRs are required to be used to set Section 8 Housing Choice Voucher payment standards in areas designated by HUD (available here). Other Housing Agencies operating in non-designated metropolitan areas may opt-in to the use of Small Area FMRs. Furthermore, Small Area FMRs may be used as the basis for setting Exception Payment Standards – PHAs may set exception payment standards up to 110 percent of the Small Area FMR. PHAs administering Public Housing units may use Small Area FMRs as an alternative to metropolitan area-wide FMRs when calculating Flat Rents.

Tags: economic-development, fair-housing, fair-market-rents, fmr, housing, hud, hud-official-content, office-of-policy-development-and-research, pdr, safmr, small-area-fair-market-rents, us-department-of-housing-and-urban-development
Organization: Department of Housing and Urban Development
Small Area Fair Market Rents (SAFMR) Table

This feature service outlines relationships between Zip Code Tabulation Areas (ZCTAs) used to denote Small Area Fair Market Rents (SAFMRs) and the Fair Market Rents (FMRs) calculated for Metropolitan Statistical Areas (MSAs) and County geographies. Small Area Fair Market Rents (SAFMRs) are FMRs calculated for ZIP Codes within Metropolitan Areas. Small Area FMRs are required to be used to set Section 8 Housing Choice Voucher payment standards in areas designated by HUD (available here). Other Housing Agencies operating in non-designated metropolitan areas may opt-in to the use of Small Area FMRs. Furthermore, Small Area FMRs may be used as the basis for setting Exception Payment Standards – PHAs may set exception payment standards up to 110 percent of the Small Area FMR. PHAs administering Public Housing units may use Small Area FMRs as an alternative to metropolitan area-wide FMRs when calculating Flat Rents.

Tags: economic-development, fair-housing, fair-market-rents, fmr, housing, hud, hud-official-content, office-of-policy-development-and-research, pdr, safmr, small-area-fair-market-rents, us-department-of-housing-and-urban-development
Organization: Department of Housing and Urban Development
ACS 5YR Housing Estimate Data by State

2016-2020 ACS 5-Year estimates of housing characteristics compiled at the State level. These characteristics include Occupancy Status, Tenure By Household Size, Median Number Of Rooms By Tenure, Units In Structure, Tenure by Units In Structure, Tenure By Year Structure Built, Median Year Structure Built By Tenure, Bedrooms, Tenure By Bedrooms, Contract Rent, Median Contract Rent, Bedrooms By Gross Rent, Median Value, Mortgage Status By Median Value (Dollars), and Tenure By Selected Physical And Financial Conditions.

Tags: acs, american-community-survey, census, community-indicators, estimates, housing, hud, hud-official-content, state, u-s-department-of-housing-and-urban-development
Organization: Department of Housing and Urban Development
Small Area Fair Market Rents (SAFMR) Calculator

Due to the increasing demand for more localized rents for a variety of purposes, HUD is making Small Area FMRs for all metropolitan areas available. Small Area FMRs are only permitted to be used to set Section 8 Housing Choice Voucher payment standards in the Dallas, TX HUD Metropolitan FMR Area and by PHAs participating in the Small Area FMR Demonstration Program.

Tags: housing-assistance, housing-choice-voucher, hud, pha, rent, section-8, small-area-fmr
Organization: Department of Housing and Urban Development
Small Area Fair Market Rents (SAFMR) (Geospatial)

This feature service outlines relationships between Zip Code Tabulation Areas (ZCTAs) used to denote Small Area Fair Market Rents (SAFMRs) and the Fair Market Rents (FMRs) calculated for Metropolitan Statistical Areas (MSAs) and County geographies. Small Area Fair Market Rents (SAFMRs) are FMRs calculated for ZIP Codes within Metropolitan Areas. Small Area FMRs are required to be used to set Section 8 Housing Choice Voucher payment standards in areas designated by HUD (available here). Other Housing Agencies operating in non-designated metropolitan areas may opt-in to the use of Small Area FMRs. Furthermore, Small Area FMRs may be used as the basis for setting Exception Payment Standards – PHAs may set exception payment standards up to 110 percent of the Small Area FMR. PHAs administering Public Housing units may use Small Area FMRs as an alternative to metropolitan area-wide FMRs when calculating Flat Rents.

Tags: economic-development, fair-housing, fair-market-rents, fmr, housing, hud, hud-official-content, office-of-policy-development-and-research, pdr, safmr, small-area-fair-market-rents, us-department-of-housing-and-urban-development
Organization: Department of Housing and Urban Development