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Rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous US

BACKGROUND: Despite availability of valuable ecological data in published thematic maps, manual methods to transfer published maps to a more accessible digital format are time-intensive. Application of object-based image analysis makes digitization faster. METHODS: Using object-based image analysis...

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Autores principales: Hanberry, Brice, Hanberry, Phillip
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6982413/
https://www.ncbi.nlm.nih.gov/pubmed/32002322
http://dx.doi.org/10.7717/peerj.8262
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author Hanberry, Brice
Hanberry, Phillip
author_facet Hanberry, Brice
Hanberry, Phillip
author_sort Hanberry, Brice
collection PubMed
description BACKGROUND: Despite availability of valuable ecological data in published thematic maps, manual methods to transfer published maps to a more accessible digital format are time-intensive. Application of object-based image analysis makes digitization faster. METHODS: Using object-based image analysis followed by random forests classification, we rapidly digitized choropleth maps of white-tailed deer (Odocoileus virginianus) densities in the conterminous US during 1982 and 2001 to 2005 (hereafter, 2003), allowing access to deer density information stored in images. RESULTS: The digitization process took about one day each per deer density map, of which about two hours was computer processing time, which will differ due to factors such as resolution and number of objects. Deer were present in 4.75 million km(2) (60% of the area) and 5.56 million km(2) (70%) during 1982 and 2003, respectively. Population and density in areas with deer presence were 17.15 million and 3.6 deer/km(2) during 1982 and 29.93 million and 5.4 deer/km(2) during 2003. Greatest densities were 7.2 deer/km(2) in Georgia during 1982 and 14.6 deer/km(2) in Wisconsin during 2003. Six states had deer densities ≥9.8 deer/km(2) during 2003. Colorado, Idaho, and Oregon had greatest increases in population and area of deer presence, and deer expansion is likely to continue into western states. Error in these estimates may be similar to error resulting from differential reporting by state agencies. Deer densities likely are within historical levels in most of the US. DISCUSSION: This method rapidly reclaimed informational value of deer density maps, enabling greater analysis, and similarly may be applied to digitize a variety of published maps to geographic information system layers, which permit greater analysis.
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spelling pubmed-69824132020-01-30 Rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous US Hanberry, Brice Hanberry, Phillip PeerJ Ecology BACKGROUND: Despite availability of valuable ecological data in published thematic maps, manual methods to transfer published maps to a more accessible digital format are time-intensive. Application of object-based image analysis makes digitization faster. METHODS: Using object-based image analysis followed by random forests classification, we rapidly digitized choropleth maps of white-tailed deer (Odocoileus virginianus) densities in the conterminous US during 1982 and 2001 to 2005 (hereafter, 2003), allowing access to deer density information stored in images. RESULTS: The digitization process took about one day each per deer density map, of which about two hours was computer processing time, which will differ due to factors such as resolution and number of objects. Deer were present in 4.75 million km(2) (60% of the area) and 5.56 million km(2) (70%) during 1982 and 2003, respectively. Population and density in areas with deer presence were 17.15 million and 3.6 deer/km(2) during 1982 and 29.93 million and 5.4 deer/km(2) during 2003. Greatest densities were 7.2 deer/km(2) in Georgia during 1982 and 14.6 deer/km(2) in Wisconsin during 2003. Six states had deer densities ≥9.8 deer/km(2) during 2003. Colorado, Idaho, and Oregon had greatest increases in population and area of deer presence, and deer expansion is likely to continue into western states. Error in these estimates may be similar to error resulting from differential reporting by state agencies. Deer densities likely are within historical levels in most of the US. DISCUSSION: This method rapidly reclaimed informational value of deer density maps, enabling greater analysis, and similarly may be applied to digitize a variety of published maps to geographic information system layers, which permit greater analysis. PeerJ Inc. 2020-01-22 /pmc/articles/PMC6982413/ /pubmed/32002322 http://dx.doi.org/10.7717/peerj.8262 Text en ©2020 Hanberry and Hanberry https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Ecology
Hanberry, Brice
Hanberry, Phillip
Rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous US
title Rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous US
title_full Rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous US
title_fullStr Rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous US
title_full_unstemmed Rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous US
title_short Rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous US
title_sort rapid digitization to reclaim thematic maps of white-tailed deer density from 1982 and 2003 in the conterminous us
topic Ecology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6982413/
https://www.ncbi.nlm.nih.gov/pubmed/32002322
http://dx.doi.org/10.7717/peerj.8262
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