The National Eutrophication Survey: lake characteristics and historical nutrient concentrations
Historical ecological surveys serve as a baseline and provide context for contemporary research, yet many of these records are not preserved in a way that ensures their long-term usability. The National Eutrophication Survey (NES) database is currently only available as scans of the original rep...
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doaj-dd4aa8d10bcb473cad24b78dd361546f2020-11-24T23:26:44ZengCopernicus PublicationsEarth System Science Data1866-35081866-35162018-01-0110818610.5194/essd-10-81-2018The National Eutrophication Survey: lake characteristics and historical nutrient concentrationsJ. Stachelek0C. Ford1D. Kincaid2D. Kincaid3K. King4H. Miller5R. Nagelkirk6Department of Fisheries and Wildlife, Michigan State University, East Lansing, MI, USADepartment of Earth and Environmental Sciences, Michigan State University, East Lansing, MI, USADepartment of Integrative Biology, Michigan State University, East Lansing, MI, USAW.K. Kellogg Biological Station, Michigan State University, Hickory Corners, MI, USADepartment of Fisheries and Wildlife, Michigan State University, East Lansing, MI, USADepartment of Microbiology and Molecular Genetics, Michigan State University, East Lansing, MI, USADepartment of Geography, Environment, and Spatial Sciences, Michigan State University, East Lansing, MI, USAHistorical ecological surveys serve as a baseline and provide context for contemporary research, yet many of these records are not preserved in a way that ensures their long-term usability. The National Eutrophication Survey (NES) database is currently only available as scans of the original reports (PDF files) with no embedded character information. This limits its searchability, machine readability, and the ability of current and future scientists to systematically evaluate its contents. The NES data were collected by the US Environmental Protection Agency between 1972 and 1975 as part of an effort to investigate eutrophication in freshwater lakes and reservoirs. Although several studies have manually transcribed small portions of the database in support of specific studies, there have been no systematic attempts to transcribe and preserve the database in its entirety. Here we use a combination of automated optical character recognition and manual quality assurance procedures to make these data available for analysis. The performance of the optical character recognition protocol was found to be linked to variation in the quality (clarity) of the original documents. For each of the four archival scanned reports, our quality assurance protocol found an error rate between 5.9 and 17 %. The goal of our approach was to strike a balance between efficiency and data quality by combining entry of data by hand with digital transcription technologies. The finished database contains information on the physical characteristics, hydrology, and water quality of about 800 lakes in the contiguous US (Stachelek et al.(2017), <a href="https://doi.org/10.5063/F1639MVD" target="_blank">https://doi.org/10.5063/F1639MVD</a>). Ultimately, this database could be combined with more recent studies to generate meta-analyses of water quality trends and spatial variation across the continental US.https://www.earth-syst-sci-data.net/10/81/2018/essd-10-81-2018.pdf |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
J. Stachelek C. Ford D. Kincaid D. Kincaid K. King H. Miller R. Nagelkirk |
spellingShingle |
J. Stachelek C. Ford D. Kincaid D. Kincaid K. King H. Miller R. Nagelkirk The National Eutrophication Survey: lake characteristics and historical nutrient concentrations Earth System Science Data |
author_facet |
J. Stachelek C. Ford D. Kincaid D. Kincaid K. King H. Miller R. Nagelkirk |
author_sort |
J. Stachelek |
title |
The National Eutrophication Survey: lake characteristics and historical nutrient concentrations |
title_short |
The National Eutrophication Survey: lake characteristics and historical nutrient concentrations |
title_full |
The National Eutrophication Survey: lake characteristics and historical nutrient concentrations |
title_fullStr |
The National Eutrophication Survey: lake characteristics and historical nutrient concentrations |
title_full_unstemmed |
The National Eutrophication Survey: lake characteristics and historical nutrient concentrations |
title_sort |
national eutrophication survey: lake characteristics and historical nutrient concentrations |
publisher |
Copernicus Publications |
series |
Earth System Science Data |
issn |
1866-3508 1866-3516 |
publishDate |
2018-01-01 |
description |
Historical ecological surveys serve as a baseline and provide
context for contemporary research, yet many of these records are not
preserved in a way that ensures their long-term usability. The
National Eutrophication Survey (NES) database is currently only
available as scans of the original reports (PDF files) with no
embedded character information. This limits its searchability,
machine readability, and the ability of current and future
scientists to systematically evaluate its contents. The NES data
were collected by the US Environmental Protection Agency between
1972 and 1975 as part of an effort to investigate eutrophication in
freshwater lakes and reservoirs. Although several studies have
manually transcribed small portions of the database in support of
specific studies, there have been no systematic attempts to
transcribe and preserve the database in its entirety. Here we use
a combination of automated optical character recognition and manual
quality assurance procedures to make these data available for
analysis. The performance of the optical character recognition
protocol was found to be linked to variation in the quality
(clarity) of the original documents. For each of the four archival
scanned reports, our quality assurance protocol found an error rate
between 5.9 and 17 %. The goal of our approach was to
strike a balance between efficiency and data quality by combining
entry of data by hand with digital transcription technologies. The
finished database contains information on the physical
characteristics, hydrology, and water quality of about 800 lakes in
the contiguous US (Stachelek et al.(2017), <a href="https://doi.org/10.5063/F1639MVD" target="_blank">https://doi.org/10.5063/F1639MVD</a>). Ultimately, this database could be
combined with more recent studies to generate meta-analyses of water
quality trends and spatial variation across the continental US. |
url |
https://www.earth-syst-sci-data.net/10/81/2018/essd-10-81-2018.pdf |
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