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Python code used to determine average yearly and monthly tourism per 1000 residents for public-supply water service areas

Metadata Updated: January 21, 2026

This child item describes Python code used to estimate average yearly and monthly tourism per 1000 residents within public-supply water service areas. Increases in population due to tourism may impact amounts of water used by public-supply water systems. This data release contains model input datasets, Python code used to develop the tourism information, and output estimates of tourism. This dataset is part of a larger data release using machine learning to predict public supply water use for 12-digit hydrologic units from 2000-2020. Output from this code was used as an input feature in the public supply delivery and water use machine learning models. This page includes the following files: tourism_input_data.zip - a zip file containing input data sets used by the tourism Python code tourism_output.zip - a zip file with output produced by the tourism Python code README.txt - a README file describing the data files and code requirements tourism_study_code.zip - a zip file containing the Python code used to create the tourism feature variable

Access & Use Information

Public: This dataset is intended for public access and use. License: No license information was provided. If this work was prepared by an officer or employee of the United States government as part of that person's official duties it is considered a U.S. Government Work.

Downloads & Resources

Dates

Metadata Created Date January 12, 2026
Metadata Updated Date January 21, 2026

Metadata Source

Harvested from DOI USGS DCAT-US

Additional Metadata

Resource Type Dataset
Metadata Created Date January 12, 2026
Metadata Updated Date January 21, 2026
Publisher U.S. Geological Survey
Maintainer
Identifier http://datainventory.doi.gov/id/dataset/USGS_6462530ad34ec179a83b5007
Data Last Modified 2024-08-27T00:00:00Z
Category geospatial
Public Access Level public
Bureau Code 010:12
Metadata Context https://project-open-data.cio.gov/v1.1/schema/catalog.jsonld
Metadata Catalog ID https://ddi.doi.gov/usgs-data.json
Schema Version https://project-open-data.cio.gov/v1.1/schema
Catalog Describedby https://project-open-data.cio.gov/v1.1/schema/catalog.json
Datagov Dedupe Retained 20260121130127
Harvest Object Id 2be666c9-2cb9-4ea2-81a7-55c94a01d18a
Harvest Source Id 2b80d118-ab3a-48ba-bd93-996bbacefac2
Harvest Source Title DOI USGS DCAT-US
Metadata Type geospatial
Old Spatial {"type": "Polygon", "coordinates": -126.2000, 24.2000, -126.2000, 50.2000, -64.3000, 50.2000, -64.3000, 24.2000, -126.2000, 24.2000}
Source Datajson Identifier True
Source Hash 3088dd7c16b887da1d653594563d519b93ce5e22af2ae05735f823ba49a47b69
Source Schema Version 1.1
Spatial {"type": "Polygon", "coordinates": -126.2000, 24.2000, -126.2000, 50.2000, -64.3000, 50.2000, -64.3000, 24.2000, -126.2000, 24.2000}

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