100+ datasets found
  1. d

    Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Land and Geographic...

    • catalog.data.gov
    • data.nasa.gov
    • +2more
    Updated Apr 24, 2025
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    SEDAC (2025). Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Land and Geographic Unit Area Grids [Dataset]. https://catalog.data.gov/dataset/global-rural-urban-mapping-project-version-1-grumpv1-land-and-geographic-unit-area-grids-4b08b
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    Dataset updated
    Apr 24, 2025
    Dataset provided by
    SEDAC
    Description

    The Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Land and Geographic Unit Area Grids measure land areas in square kilometers and the mean Unit size (population-weighted) in square kilometers. The land area grid permits the summation of areas (net of permanent ice and water) at the same resolution as the population density, count, and urban-rural grids. The mean Unit size grids provide a quantitative surface that indicates the size of the input Unit(s) from which population count and density grids are derived. Additional global grids are created from the 30 arc-second grid at 1/4, 1/2, and 1 degree resolutions. This data set is produced by the Columbia University Center for International Earth Science Information Network (CIESIN) in collaboration with the International Food Policy Research Institute (IFPRI), The World Bank, and Centro Internacional de Agricultura Tropical (CIAT).

  2. d

    Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): National...

    • catalog.data.gov
    • data.staging.idas-ds1.appdat.jsc.nasa.gov
    • +3more
    Updated Apr 24, 2025
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    SEDAC (2025). Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): National Administrative Boundaries [Dataset]. https://catalog.data.gov/dataset/global-rural-urban-mapping-project-version-1-grumpv1-national-administrative-boundaries-fb476
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    Dataset updated
    Apr 24, 2025
    Dataset provided by
    SEDAC
    Description

    The Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): National Administrative Boundaries are derived from the land area grid to show the outlines of pixels (cells) that contain administrative Units in GRUMPv1 on a per-country/territory basis. They are derived from the pixels as polygons and thus have rectilinear boundaries at a large scale. The polygons that outline the countries and territories are not official representations; rather they represent the area covered by the statistical data as provided. This data set is produced by the Columbia University Center for International Earth Science Information Network (CIESIN) in collaboration with the International Food Policy Research Institute (IFPRI), The World Bank, and Centro Internacional de Agricultura Tropical (CIAT).

  3. d

    Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Urban Extents Grid

    • catalog.data.gov
    • data.nasa.gov
    • +2more
    Updated Apr 24, 2025
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    SEDAC (2025). Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Urban Extents Grid [Dataset]. https://catalog.data.gov/dataset/global-rural-urban-mapping-project-version-1-grumpv1-urban-extents-grid-15d2a
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    Dataset updated
    Apr 24, 2025
    Dataset provided by
    SEDAC
    Description

    The Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Urban Extents Grid distinguishes urban and rural areas based on a combination of population counts (persons), settlement points, and the presence of Nighttime Lights. Areas are defined as urban where contiguous lighted cells from the Nighttime Lights or approximated urban extents based on buffered settlement points for which the total population is greater than 5,000 persons. This data set is produced by the Columbia University Center for International Earth Science Information Network (CIESIN) in collaboration with the International Food Policy Research Institute (IFPRI), The World Bank, and Centro Internacional de Agricultura Tropical (CIAT).

  4. USDA Rural Housing by Tract

    • hudgis-hud.opendata.arcgis.com
    • data.lojic.org
    Updated Jul 31, 2023
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    Department of Housing and Urban Development (2023). USDA Rural Housing by Tract [Dataset]. https://hudgis-hud.opendata.arcgis.com/datasets/HUD::usda-rural-housing-by-tract/about
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    Dataset updated
    Jul 31, 2023
    Dataset provided by
    United States Department of Housing and Urban Developmenthttp://www.hud.gov/
    Authors
    Department of Housing and Urban Development
    Area covered
    Description

    The United States Department of Agriculture's (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. To learn more, visit: https://www.rd.usda.gov/about-rd/agencies/rural-housing-service, for questions about the spatial attribution of this dataset, please reach out to us at GISHelpdesk@hud.gov. Data Dictionary: DD_USDA_Rural_Housing_by_TractDate of Coverage: 2018

  5. Maps of rural areas in England (Census 2001)

    • gov.uk
    Updated Jul 11, 2011
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    Department for Environment, Food & Rural Affairs (2011). Maps of rural areas in England (Census 2001) [Dataset]. https://www.gov.uk/government/statistics/maps-of-rural-areas-in-england
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    Dataset updated
    Jul 11, 2011
    Dataset provided by
    GOV.UKhttp://gov.uk/
    Authors
    Department for Environment, Food & Rural Affairs
    Area covered
    England
    Description

    Maps of rural areas in England (Census 2001).

    Defra statistics: rural

    Email mailto:rural.statistics@defra.gov.uk">rural.statistics@defra.gov.uk

    <p class="govuk-body">You can also contact us via Twitter: <a href="https://twitter.com/DefraStats" class="govuk-link">https://twitter.com/DefraStats</a></p>
    

  6. a

    Rural Study Areas

    • egis-lacounty.hub.arcgis.com
    • geohub.lacity.org
    • +2more
    Updated Dec 22, 2022
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    County of Los Angeles (2022). Rural Study Areas [Dataset]. https://egis-lacounty.hub.arcgis.com/datasets/lacounty::park-needs-assessment-plus-gis-layers?layer=17
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    Dataset updated
    Dec 22, 2022
    Dataset authored and provided by
    County of Los Angeles
    Area covered
    Description

    Attribute name and descriptions are as follows:

    • Acres - Acres

    • Rural - Rural Area Number

    • Region - Region number of the rural area

    • RegionName - Region name of the rural area

    • RRE_Name - Name of the rural area


    DISCLAIMER: The data herein is for informational purposes, and may not have been prepared for or be suitable for legal, engineering, or surveying intents. The County of Los Angeles reserves the right to change, restrict, or discontinue access at any time. All users of the maps and data presented on https://lacounty.maps.arcgis.com or deriving from any LA County REST URLs agree to the "Terms of Use" outlined on the County of LA Enterprise GIS (eGIS) Hub (https://egis-lacounty.hub.arcgis.com/pages/terms-of-use).
  7. d

    Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Population Density...

    • datasets.ai
    • data.nasa.gov
    • +3more
    21, 22
    Updated Sep 16, 2024
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    National Aeronautics and Space Administration (2024). Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Population Density Grid [Dataset]. https://datasets.ai/datasets/global-rural-urban-mapping-project-version-1-grumpv1-population-density-grid-16fff
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    21, 22Available download formats
    Dataset updated
    Sep 16, 2024
    Dataset authored and provided by
    National Aeronautics and Space Administration
    Description

    The Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Population Density Grid estimates population per square km for the years 1990, 1995, and 2000 by 30 arc-second (1km) grid cells and associated data sets dated circa 2000. A proportional allocation gridding algorithm, utilizing more than 1,000,000 national and sub-national geographic Units, is used to assign population values to grid cells. The population count grids are divided by the land area grid to produce population density grids. This data set is produced by the Columbia University Center for International Earth Science Information Network (CIESIN) in collaboration with the International Food Policy Research Institute (IFPRI), The World Bank, and Centro Internacional de Agricultura Tropical (CIAT).

  8. a

    Rural Urban statistical area (LSOA) map

    • opendata-cheshireeast.opendata.arcgis.com
    Updated Dec 23, 2021
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    transparency@cheshireeast.gov.uk (2021). Rural Urban statistical area (LSOA) map [Dataset]. https://opendata-cheshireeast.opendata.arcgis.com/maps/b5514c9d4b884414813828fe137a69ea
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    Dataset updated
    Dec 23, 2021
    Dataset authored and provided by
    transparency@cheshireeast.gov.uk
    Area covered
    Description

    This dataset classifies statistical areas (lower super output areas or LSOAs) in Cheshire East on either a two level classification - rural or urban - or a six level classification; rural, predominantly rural, more rural than urban, more urban than rural, predominantly urban and urban. A methodology document explains how the classifications were created. The data can also be downloaded.

  9. Rural statistics local level data sets

    • gov.uk
    Updated Jul 21, 2016
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    Department for Environment, Food & Rural Affairs (2016). Rural statistics local level data sets [Dataset]. https://www.gov.uk/government/statistical-data-sets/rural-statistics-local-level-data-sets
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    Dataset updated
    Jul 21, 2016
    Dataset provided by
    GOV.UKhttp://gov.uk/
    Authors
    Department for Environment, Food & Rural Affairs
    Description

    Local authority and Local Enterprise Partnership data sets for key economic data by rural and urban breakdown.

    Additional information:

    https://assets.publishing.service.gov.uk/media/5a7f09bfed915d74e62280b0/local-data-12-13_LU.xlsx">Local authority level data on population, claimant count, insolvencies, business numbers and house prices

     <p class="gem-c-attachment_metadata"><span class="gem-c-attachment_attribute">MS Excel Spreadsheet</span>, <span class="gem-c-attachment_attribute">211 KB</span></p>
    
    
    
    
     <p class="gem-c-attachment_metadata">This file may not be suitable for users of assistive technology.</p>
     <details data-module="ga4-event-tracker" data-ga4-event='{"event_name":"select_content","type":"detail","text":"Request an accessible format.","section":"Request an accessible format.","index_section":1}' class="gem-c-details govuk-details govuk-!-margin-bottom-0" title="Request an accessible format.">
    

    Request an accessible format.

      If you use assistive technology (such as a screen reader) and need a version of this document in a more accessible format, please email <a href="mailto:defra.helpline@defra.gov.uk" target="_blank" class="govuk-link">defra.helpline@defra.gov.uk</a>. Please tell us what format you need. It will help us if you say what assistive technology you use.
    

  10. D

    Rural & Statewide GIS/Data Needs (HEPGIS) - MAP-21 National Highway System

    • data.transportation.gov
    • catalog.data.gov
    application/rdfxml +5
    Updated Dec 18, 2018
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    (2018). Rural & Statewide GIS/Data Needs (HEPGIS) - MAP-21 National Highway System [Dataset]. https://data.transportation.gov/Roadways-and-Bridges/Rural-Statewide-GIS-Data-Needs-HEPGIS-MAP-21-Natio/xsta-z8gv
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    csv, application/rdfxml, tsv, xml, json, application/rssxmlAvailable download formats
    Dataset updated
    Dec 18, 2018
    Description

    HEPGIS is a web-based interactive geographic map server that allows users to navigate and view geo-spatial data, print maps, and obtain data on specific features using only a web browser. It includes geo-spatial data used for transportation planning. HEPGIS previously received ARRA funding for development of Economically distressed Area maps. It is also being used to demonstrate emerging trends to address MPO and statewide planning regulations/requirements , enhanced National Highway System, Primary Freight Networks, commodity flows and safety data . HEPGIS has been used to help implement MAP-21 regulations and will help implement the Grow America Act, particularly related to Ladder of Opportunities and MPO reforms.

  11. Regional maps of rural areas (Census 2001) - Region: east Midlands

    • gov.uk
    Updated Jun 11, 2011
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    Department for Environment, Food & Rural Affairs (2011). Regional maps of rural areas (Census 2001) - Region: east Midlands [Dataset]. https://www.gov.uk/government/statistics/regional-maps-maps-of-rural-areas-in-the-east-midlands-region
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    Dataset updated
    Jun 11, 2011
    Dataset provided by
    GOV.UKhttp://gov.uk/
    Authors
    Department for Environment, Food & Rural Affairs
    Area covered
    East Midlands
    Description

    Maps of rural areas in the east Midlands region (Census 2001).

    Defra statistics: rural

    Email mailto:rural.statistics@defra.gov.uk">rural.statistics@defra.gov.uk

    <p class="govuk-body">You can also contact us via Twitter: <a href="https://twitter.com/DefraStats" class="govuk-link">https://twitter.com/DefraStats</a></p>
    

  12. Rural Urban Classification (2011) map of the MSOAs in the South East Region

    • data.gov.uk
    • geoportal.statistics.gov.uk
    • +3more
    pdf
    Updated Jun 30, 2018
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    Office for National Statistics (2018). Rural Urban Classification (2011) map of the MSOAs in the South East Region [Dataset]. https://www.data.gov.uk/dataset/c7be04cb-6119-42ec-866c-4eea0855ae4b/rural-urban-classification-2011-map-of-the-msoas-in-the-south-east-region
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    pdfAvailable download formats
    Dataset updated
    Jun 30, 2018
    Dataset authored and provided by
    Office for National Statisticshttp://www.ons.gov.uk/
    License

    Open Government Licence 3.0http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
    License information was derived automatically

    Description

    A PDF map showing the Rural Urban Classification (2011) of the MSOAs in the South East Region. (File Size - 1 MB)

  13. e

    Soil quality map rural area border

    • data.europa.eu
    wms
    Updated Feb 1, 2025
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    (2025). Soil quality map rural area border [Dataset]. https://data.europa.eu/data/datasets/a7aa915f-e8c1-401a-96b1-e2437f0bd377?locale=en
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    wmsAvailable download formats
    Dataset updated
    Feb 1, 2025
    Description

    Within the province of Zuid-Holland, the project 'Bodem in Beeld 2005' started in May 2000. The Soil in Image (BIS) project stems from the national objective of the National Environmental Policy Plan (NMP3): 'the nationwide mapping of soil quality in 2005'. This objective can be divided into two parts: - determining the working stock of soil remediation (track 1); - gaining insight into the diffuse soil quality (track 2).

    Within Spoor 2, the province of Zuid-Holland has mapped the general (diffuse) soil quality by drawing up a province-wide soil quality map at a uniform basic level (Guide to the basic level of soil quality maps, dated 1 October 2003). As part of the Soil in Image Project, agreements have been concluded with participating municipalities in which it has been agreed that the soil quality map for the urban area will be drawn up by the municipality and the soil quality map for the rural area by the province.

    The soil quality map of the rural area consists of two series of maps, one for the topsoil and one for the subsoil. These maps show the location of the zones and the chemical quality of the unsuspected areas in those zones.

    Status: The presented soil quality map for the rural area of Zuid-Holland has not been established by a competent authority and therefore has no formal status under the Ministerial Exemption Scheme for Earthmoving. It is up to the competent authority, usually the municipalities, to further flesh out the soil quality map and to draw up a municipal land flow policy.

    The dataset presented here consists of three layers: 1 - the boundary between the rural and urban areas as used within BIS 2 - the BKK for the topsoil 3 - the BKK for the substrate

    A combined BKK for rural and urban areas is still in the making.

  14. Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): National Identifier...

    • data.nasa.gov
    • earthdata.nasa.gov
    • +3more
    Updated Apr 23, 2025
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    data.nasa.gov (2025). Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): National Identifier Grid [Dataset]. https://data.nasa.gov/dataset/global-rural-urban-mapping-project-version-1-grumpv1-national-identifier-grid
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    Dataset updated
    Apr 23, 2025
    Dataset provided by
    NASAhttp://nasa.gov/
    Description

    The Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): National Identifier Grid is derived from the land area grid to create a raster surface where pixels (cells) that cover the same nation or territory have the same value. The countries and territories are not official representations of country boundaries; rather they represent the area covered by the statistical data as provided. This data set is produced by the Columbia University Center for International Earth Science Information Network (CIESIN) in collaboration with the International Food Policy Research Institute (IFPRI), The World Bank, and Centro Internacional de Agricultura Tropical (CIAT).

  15. g

    Data from: Rural Zones

    • data-hub.gio.georgia.gov
    • gisdata.fultoncountyga.gov
    • +4more
    Updated Oct 22, 2019
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    Georgia Department of Community Affairs (2019). Rural Zones [Dataset]. https://data-hub.gio.georgia.gov/datasets/Georgia-DCA::rural-zones
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    Dataset updated
    Oct 22, 2019
    Dataset authored and provided by
    Georgia Department of Community Affairs
    Area covered
    Description

    Recognizing that many small, rural downtown areas have experienced varying levels of economic distress, DCA worked with the Georgia General Assembly to secure passage of a bill calling for the development of “Rural Zones.” The establishment of up to 10 zones per year will enable businesses and investors to obtain tax credits for qualified activities occurring within designated Rural Zones. DCA, in partnership with the Georgia Department of Economic Development, will receive applications and designate zones each year to provide an incentive for job creation and private investment in the designated locations.Rural Zones informationThis designation shall last for five consecutive years upon approval of the Commissioners.This layer is used in map(s): Federal Opportunity Zones and Job Tax Credit Incentives

  16. f

    Population distribution of rural settlements (persons per pixel), 2000 (high...

    • data.apps.fao.org
    Updated Jul 14, 2024
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    (2024). Population distribution of rural settlements (persons per pixel), 2000 (high resolution layer) (FGGD) [Dataset]. https://data.apps.fao.org/map/catalog/srv/resources/datasets/1d7653f0-f72b-11db-b49b-000d939bc5d8
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    Dataset updated
    Jul 14, 2024
    Description

    The FGGD high resolution rural settlements population distribution map is a global raster datalayer with a resolution of 30 arc-seconds. Each pixel classified as rural by the urban area boundaries map but having a population density value of 2000 or above, contains a numeric count of persons in the land area represented by the pixel. All remaining pixels contain a negative value. The method used by FAO to generate this datalayer is described in FAO, 2006, Mapping global urban and rural population distributions, by M. Salvatore, et. al.

  17. V

    Rural & Statewide GIS/Data Needs (HEPGIS)

    • data.virginia.gov
    • data.transportation.gov
    • +4more
    html
    Updated May 8, 2024
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    U.S Department of Transportation (2024). Rural & Statewide GIS/Data Needs (HEPGIS) [Dataset]. https://data.virginia.gov/dataset/rural-statewide-gis-data-needs-hepgis
    Explore at:
    htmlAvailable download formats
    Dataset updated
    May 8, 2024
    Dataset provided by
    Federal Highway Administration
    Authors
    U.S Department of Transportation
    Description

    HEPGIS is a web-based interactive geographic map server that allows users to navigate and view geo-spatial data, print maps, and obtain data on specific features using only a web browser. It includes geo-spatial data used for transportation planning. HEPGIS previously received ARRA funding for development of Economically distressed Area maps. It is also being used to demonstrate emerging trends to address MPO and statewide planning regulations/requirements , enhanced National Highway System, Primary Freight Networks, commodity flows and safety data . HEPGIS has been used to help implement MAP-21 regulations and will help implement the Grow America Act, particularly related to Ladder of Opportunities and MPO reforms.

  18. Rural & Statewide GIS/Data Needs (HEPGIS) - Federal Lands

    • data.virginia.gov
    • data.transportation.gov
    • +1more
    html
    Updated May 8, 2024
    + more versions
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    U.S Department of Transportation (2024). Rural & Statewide GIS/Data Needs (HEPGIS) - Federal Lands [Dataset]. https://data.virginia.gov/dataset/rural-statewide-gis-data-needs-hepgis-federal-lands
    Explore at:
    htmlAvailable download formats
    Dataset updated
    May 8, 2024
    Dataset provided by
    Federal Highway Administrationhttps://highways.dot.gov/
    Authors
    U.S Department of Transportation
    Description

    HEPGIS is a web-based interactive geographic map server that allows users to navigate and view geo-spatial data, print maps, and obtain data on specific features using only a web browser. It includes geo-spatial data used for transportation planning. HEPGIS previously received ARRA funding for development of Economically distressed Area maps. It is also being used to demonstrate emerging trends to address MPO and statewide planning regulations/requirements , enhanced National Highway System, Primary Freight Networks, commodity flows and safety data . HEPGIS has been used to help implement MAP-21 regulations and will help implement the Grow America Act, particularly related to Ladder of Opportunities and MPO reforms.

  19. Geospatial Data Gateway

    • agdatacommons.nal.usda.gov
    bin
    Updated Nov 30, 2023
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    USDA, Natural Resources Conservation Service (NRCS); USDA, Farm Service Agency (FSA); USDA, Rural Development (RD) (2023). Geospatial Data Gateway [Dataset]. http://doi.org/10.15482/USDA.ADC/1241880
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    binAvailable download formats
    Dataset updated
    Nov 30, 2023
    Dataset provided by
    Natural Resources Conservation Servicehttp://www.nrcs.usda.gov/
    United States Department of Agriculturehttp://usda.gov/
    Authors
    USDA, Natural Resources Conservation Service (NRCS); USDA, Farm Service Agency (FSA); USDA, Rural Development (RD)
    License

    CC0 1.0 Universal Public Domain Dedicationhttps://creativecommons.org/publicdomain/zero/1.0/
    License information was derived automatically

    Description

    The Geospatial Data Gateway (GDG) provides access to a map library of over 100 high resolution vector and raster layers in the Geospatial Data Warehouse. It is the one stop source for environmental and natural resource data, available anytime, from anywhere. It allows a user to choose an area of interest, browse and select data, customize the format, then download or have it shipped on media. The map layers include data on: Public Land Survey System (PLSS), Census data, demographic statistics, precipitation, temperature, disaster events, conservation easements, elevation, geographic names, geology, government units, hydrography, hydrologic units, land use and land cover, map indexes, ortho imagery, soils, topographic images, and streets and roads. This service is made available through a close partnership between the three Service Center Agencies (SCA): Natural Resources Conservation Service (NRCS), Farm Service Agency (FSA), and Rural Development (RD). Resources in this dataset:Resource Title: Geospatial Data Gateway. File Name: Web Page, url: https://gdg.sc.egov.usda.gov This is the main page for the GDG that includes several links to view, download, or order various datasets. Find additional status maps that indicate the location of data available for each map layer in the Geospatial Data Gateway at https://gdg.sc.egov.usda.gov/GDGHome_StatusMaps.aspx

  20. Rural Urban Classification (2011) map of the OAs in the North West Region

    • data.wu.ac.at
    • geoportal.statistics.gov.uk
    • +3more
    html, pdf
    Updated Mar 24, 2018
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    Office for National Statistics (2018). Rural Urban Classification (2011) map of the OAs in the North West Region [Dataset]. https://data.wu.ac.at/schema/data_gov_uk/NWRhYTBiYzAtZjQ4Ny00Y2FkLTg3NjEtM2JlMmEwMTdjNzE2
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    html, pdfAvailable download formats
    Dataset updated
    Mar 24, 2018
    Dataset provided by
    Office for National Statisticshttp://www.ons.gov.uk/
    License

    Open Government Licence 3.0http://www.nationalarchives.gov.uk/doc/open-government-licence/version/3/
    License information was derived automatically

    Description

    A PDF map showing the Rural Urban Classification (2011) of the OAs in the North West Region. (File Size - 2 MB)

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SEDAC (2025). Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Land and Geographic Unit Area Grids [Dataset]. https://catalog.data.gov/dataset/global-rural-urban-mapping-project-version-1-grumpv1-land-and-geographic-unit-area-grids-4b08b

Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Land and Geographic Unit Area Grids

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6 scholarly articles cite this dataset (View in Google Scholar)
Dataset updated
Apr 24, 2025
Dataset provided by
SEDAC
Description

The Global Rural-Urban Mapping Project, Version 1 (GRUMPv1): Land and Geographic Unit Area Grids measure land areas in square kilometers and the mean Unit size (population-weighted) in square kilometers. The land area grid permits the summation of areas (net of permanent ice and water) at the same resolution as the population density, count, and urban-rural grids. The mean Unit size grids provide a quantitative surface that indicates the size of the input Unit(s) from which population count and density grids are derived. Additional global grids are created from the 30 arc-second grid at 1/4, 1/2, and 1 degree resolutions. This data set is produced by the Columbia University Center for International Earth Science Information Network (CIESIN) in collaboration with the International Food Policy Research Institute (IFPRI), The World Bank, and Centro Internacional de Agricultura Tropical (CIAT).

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