2 datasets found
  1. Spatial covariates for 45 cities included in the UWIN camera trap network

    • zenodo.org
    zip
    Updated Aug 6, 2025
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    Tiziana Gelmi-Candusso; Tiziana Gelmi-Candusso (2025). Spatial covariates for 45 cities included in the UWIN camera trap network [Dataset]. http://doi.org/10.5281/zenodo.16689280
    Explore at:
    zipAvailable download formats
    Dataset updated
    Aug 6, 2025
    Dataset provided by
    Zenodohttp://zenodo.org/
    Authors
    Tiziana Gelmi-Candusso; Tiziana Gelmi-Candusso
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    Overall data structure description:

    FileSpatial LayerSource(s)file type
    ESA_WorldCover.zipcropland, forest, lakes, oceansESA WorldCover, HydroLAKES, Natural Earthraster
    Census_data.zipbachelor_degree, graduate_degree, income, white_race(non-minority)USA and CAN census datavector
    GHL.zipBUILT_C (2018), BUILT_S (2018 (10m), 2015 (100m)), BUILT_V (2020), BUILT_POP (1975 & 2020), SMOD (1975, 2000, 2020, 2025)Global Human Settlementraster
    Climate.zipDegrees under 0 (DD), Summer Precipitation (MSP), relative humidity (RH), Atmospheric temperature (TD) for years 2019-2023 and a mean across those 5 years.Climate NAraster
    Biomes_and_Ecoregions.zipBiomes and Ecoregions across all three levelsUS Environmental Protection Agencyvector
    SLOPE.zipelevation, slope, terrain_roughness (TRIriley)Shuttle Radar Topography Mission (SRTM)raster
    roads_lines.zipOSM roads (all types as in the OSM manuscript) and riversOpenStreetMapvector
    NDVI estimated from Landsat imagesLandsat 8/9raster
    envelopes_all_cities.zipcatalogue of cities included, names, codes and locationsvector
    IUCN.zipspecies richness, species presence, and rarity-weighted species-richnessIUCNraster, vector

    Layer specific information:

    FileSpatial LayerSource file Source webpageFile typeResolutionProjection (EPSG)scriptcountries
    ESA_WorldCover.zipcroplandESA WorldCoverDATA | WORLDCOVERraster0.00834326 All
    ESA_WorldCover.zipforestESA WorldCoverDATA | WORLDCOVERraster0.00834326 All
    ESA_WorldCover.ziplakesHydroLAKESHydroLAKESvectorNA4326 All
    ESA_WorldCover.zipoceansNatural EarthNatural Earth - Free vector and raster map data at 1:10m, 1:50m, and 1:110m scalesvectorNA4326 All
    Census_data.zipNumber of bachelor degreesUSA and CAN census datahttps://walker-data.com/tidycensus/; https://mountainmath.github.io/cancensus/index.htmlvectorNA4269 USA and Canada
    Census_data.zipNumber of graduate degreesUSA census datahttps://walker-data.com/tidycensus/; https://mountainmath.github.io/cancensus/index.htmlvectorNA4269 USA
    Census_data.zipMedian IncomeUSA and CAN census datahttps://walker-data.com/tidycensus/; https://mountainmath.github.io/cancensus/index.htmlvectorNA4269 USA and Canada
    Census_data.zipNumber of non-minority individuals (white)USA and CAN census datahttps://walker-data.com/tidycensus/; https://mountainmath.github.io/cancensus/index.htmlvectorNA4269 USA and Canada
    GHL.zipBuilding components 2018GHS_BUILT_C_MSZ_E2018_GLOBE_R2023A_54009_10_V1_0Global Human Settlement - Visualisations of the GHSL datasets - European Commissionraster109001 All
    GHL.zipBuilt Surface Area

  2. Z

    Combined RSEI Water Scores and American Community Survey, 2011–2021

    • data.niaid.nih.gov
    • zenodo.org
    Updated Mar 24, 2024
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    Bakian, Amanda (2024). Combined RSEI Water Scores and American Community Survey, 2011–2021 [Dataset]. https://data.niaid.nih.gov/resources?id=zenodo_10866728
    Explore at:
    Dataset updated
    Mar 24, 2024
    Dataset provided by
    Medina, Richard
    Brewer, Simon
    Bakian, Amanda
    Kelly, Brenna Claire
    License

    Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
    License information was derived automatically

    Description

    This dataset was created for a master's thesis in geography at the University of Utah. County-level RSEI scores and county demographics were combined for a spatiotemporal regression analysis. Counties in the contiguous United States and years 2011–2021 are included.

    Risk-Screening Environmental Indicators. Annual, county-level RSEI risk scores for surface water were obtained from the EPA RSEI model through the EasyRSEI Dashboard. RSEI scores are defined as the relative potential for health risks, given the estimated exposure calculated by the EPA. A binary risk indicator was created, signifying whether the county had any risk in a given year.

    American Community Survey 5-year estimates. County-level population characteristics were collected as five-year estimates from the American Community Survey, with annual estimates for the survey end year applying to each year from 2011–2021. We used the R tidycensus package to collect variables and geometry from the US Census Bureau API. Variables included total population (scaled by 10,000), percent racial composition (American Indian or Alaska Native, or AIAN; Asian; Black or African American; Native Hawaiian or Other Pacific Islander, or NHPI; Some Other Race; Two or More Races; and White), and percent ethnic composition (Hispanic or Latinx). Each census-defined racial category was collected as non-Hispanic or Latinx, such that each group was mutually exclusive.

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Share
FacebookFacebook
TwitterTwitter
Email
Click to copy link
Link copied
Close
Cite
Tiziana Gelmi-Candusso; Tiziana Gelmi-Candusso (2025). Spatial covariates for 45 cities included in the UWIN camera trap network [Dataset]. http://doi.org/10.5281/zenodo.16689280
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Spatial covariates for 45 cities included in the UWIN camera trap network

Explore at:
zipAvailable download formats
Dataset updated
Aug 6, 2025
Dataset provided by
Zenodohttp://zenodo.org/
Authors
Tiziana Gelmi-Candusso; Tiziana Gelmi-Candusso
License

Attribution 4.0 (CC BY 4.0)https://creativecommons.org/licenses/by/4.0/
License information was derived automatically

Description

Overall data structure description:

FileSpatial LayerSource(s)file type
ESA_WorldCover.zipcropland, forest, lakes, oceansESA WorldCover, HydroLAKES, Natural Earthraster
Census_data.zipbachelor_degree, graduate_degree, income, white_race(non-minority)USA and CAN census datavector
GHL.zipBUILT_C (2018), BUILT_S (2018 (10m), 2015 (100m)), BUILT_V (2020), BUILT_POP (1975 & 2020), SMOD (1975, 2000, 2020, 2025)Global Human Settlementraster
Climate.zipDegrees under 0 (DD), Summer Precipitation (MSP), relative humidity (RH), Atmospheric temperature (TD) for years 2019-2023 and a mean across those 5 years.Climate NAraster
Biomes_and_Ecoregions.zipBiomes and Ecoregions across all three levelsUS Environmental Protection Agencyvector
SLOPE.zipelevation, slope, terrain_roughness (TRIriley)Shuttle Radar Topography Mission (SRTM)raster
roads_lines.zipOSM roads (all types as in the OSM manuscript) and riversOpenStreetMapvector
NDVI estimated from Landsat imagesLandsat 8/9raster
envelopes_all_cities.zipcatalogue of cities included, names, codes and locationsvector
IUCN.zipspecies richness, species presence, and rarity-weighted species-richnessIUCNraster, vector

Layer specific information:

FileSpatial LayerSource file Source webpageFile typeResolutionProjection (EPSG)scriptcountries
ESA_WorldCover.zipcroplandESA WorldCoverDATA | WORLDCOVERraster0.00834326 All
ESA_WorldCover.zipforestESA WorldCoverDATA | WORLDCOVERraster0.00834326 All
ESA_WorldCover.ziplakesHydroLAKESHydroLAKESvectorNA4326 All
ESA_WorldCover.zipoceansNatural EarthNatural Earth - Free vector and raster map data at 1:10m, 1:50m, and 1:110m scalesvectorNA4326 All
Census_data.zipNumber of bachelor degreesUSA and CAN census datahttps://walker-data.com/tidycensus/; https://mountainmath.github.io/cancensus/index.htmlvectorNA4269 USA and Canada
Census_data.zipNumber of graduate degreesUSA census datahttps://walker-data.com/tidycensus/; https://mountainmath.github.io/cancensus/index.htmlvectorNA4269 USA
Census_data.zipMedian IncomeUSA and CAN census datahttps://walker-data.com/tidycensus/; https://mountainmath.github.io/cancensus/index.htmlvectorNA4269 USA and Canada
Census_data.zipNumber of non-minority individuals (white)USA and CAN census datahttps://walker-data.com/tidycensus/; https://mountainmath.github.io/cancensus/index.htmlvectorNA4269 USA and Canada
GHL.zipBuilding components 2018GHS_BUILT_C_MSZ_E2018_GLOBE_R2023A_54009_10_V1_0Global Human Settlement - Visualisations of the GHSL datasets - European Commissionraster109001 All
GHL.zipBuilt Surface Area

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