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Machine learning with satellite imagery to document the historical transition from topographic to dense sub-surface agricultural drainage networks (tile drains)

Image library of (1) tile-drained landscapes and (2) tile-drain types used for training a machine-learning model that identifies (1) tile-drained landscapes and (2) differentiates two types of tile-drained areas visible in satellite imagery. These images were sourced from WorldView, Quickbird, and GeoEye satellite imagery (copyright DigitalGlobe) and cropped to features of interest. Imagery has a ground resolution of 0.34 - 0.65 m.

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Author(s) Tanja N Williamson orcid, Dayle J Hoefling orcid
Publication Date 2023-05-18
Beginning Date of Data 2008
Ending Date of Data 2020
Data Contact
DOI https://doi.org/10.5066/P9KSZ382
Citation Williamson, T.N., and Hoefling, D.J., 2023, Machine learning with satellite imagery to document the historical transition from topographic to dense sub-surface agricultural drainage networks (tile drains): U.S. Geological Survey data release, https://doi.org/10.5066/P9KSZ382.
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Metadata Date 2023-06-01
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Loading https://doi.org/10.1002/jeq2.20493

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License http://www.usa.gov/publicdomain/label/1.0/
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Harvest Source: ScienceBase
Harvest Date: 2023-06-06T04:44:30.502Z