Data used in the research titled, "Quantifying the visual-sensory landscapes qualities that contribute to cultural ecosystem services using social media and LiDAR"

Sample1m are the data used to estimate the Negative Binomial models. The validation dataset compares classified photographs with viewshed estimates of visible land use/cover.

This dataset is associated with the following publication: VanBerkel, D., P. Tabrizian, M.A. Dorning, L. Smart, D. Newcomb, M. Mehaffey, A. Neale, and R.K. Meentemeyer. Quantifying the visual-sensory landscape qualities that contribute to cultural ecosystem services using social media and LiDAR. Ecosystem Services. Elsevier Online, New York, NY, USA, 31: 326-335, (2018).

Data and Resources

Field Value
accessLevel public
bureauCode {020:00}
catalog_conformsTo https://project-open-data.cio.gov/v1.1/schema
describedBy https://pasteur.epa.gov/uploads/10.23719/1433620/documents/VariableDescription.xlsx
describedByType application/vnd.openxmlformats-officedocument.spreadsheetml.sheet
identifier https://doi.org/10.23719/1433620
license https://pasteur.epa.gov/license/sciencehub-license.html
modified 2018-04-19
programCode {020:097}
publisher U.S. EPA Office of Research and Development (ORD)
publisher_hierarchy U.S. Government > U.S. Environmental Protection Agency > U.S. EPA Office of Research and Development (ORD)
references {https://doi.org/10.1016/j.ecoser.2018.03.022}
resource-type Dataset
source_datajson_identifier true
source_hash b849f62ef8b74662bc0c103dac81d94967e5bb64
source_schema_version 1.1
Groups
  • AmeriGEOSS
  • National Provider
  • North America
Tags
  • AmeriGEO
  • AmeriGEOSS
  • CKAN
  • GEO
  • GEOSS
  • National
  • North America
  • United States
  • coastal-scenery
  • cultural-ecosystem-services
  • social-media
  • spatial-analysis
isopen False
license_id other-license-specified
license_title other-license-specified
maintainer Derek Van Berkel
maintainer_email van-berkel.derek@epa.gov
metadata_created 2025-09-24T20:34:04.083997
metadata_modified 2025-09-24T20:34:04.084005
notes Sample1m are the data used to estimate the Negative Binomial models. The validation dataset compares classified photographs with viewshed estimates of visible land use/cover. This dataset is associated with the following publication: VanBerkel, D., P. Tabrizian, M.A. Dorning, L. Smart, D. Newcomb, M. Mehaffey, A. Neale, and R.K. Meentemeyer. Quantifying the visual-sensory landscape qualities that contribute to cultural ecosystem services using social media and LiDAR. Ecosystem Services. Elsevier Online, New York, NY, USA, 31: 326-335, (2018).
num_resources 2
num_tags 12
title Data used in the research titled, "Quantifying the visual-sensory landscapes qualities that contribute to cultural ecosystem services using social media and LiDAR"