<?xml version="1.0" encoding="UTF-8"?><metadata>
<idinfo>
<citation>
<citeinfo>
<origin>Jaenicke, Margaret E.</origin>
<origin>Hopkins, Anders L.</origin>
<origin>Kowalski, Kurt P.</origin>
<origin>Bozimowski, Alexandra A.</origin>
<origin>Sanocki, Chris A.</origin>
<pubdate>202406</pubdate>
<title>Western Lake Erie Restoration Assessment, Parameter 2: Wetland Soils</title>
<geoform>raster digital data</geoform>
<pubinfo>
<pubplace>Reston, VA</pubplace>
<publish>U.S. Geological Survey</publish>
</pubinfo>
<onlink>https://doi.org/10.5066/P9OS796H</onlink>
<lworkcit>
<citeinfo>
<origin>U. S. Geological Survey</origin>
<pubdate>2016</pubdate>
<title>Great Lakes Coastal Wetland Restoration Assessment (GLCWRA)</title>
<geoform>vector and raster digital data</geoform>
<pubinfo>
<pubplace>Reston, VA</pubplace>
<publish>U. S. Geological Survey</publish>
</pubinfo>
<onlink>https://doi.org/10.5066/P9UAA4HY</onlink>
</citeinfo>
</lworkcit>
</citeinfo>
</citation>
<descript>
<abstract>The US Geological Survey (USGS) created the Wetland Soils 10-meter raster dataset as the second parameter in the Western Lake Erie Restoration Assessment (WLERA) which covers the southwestern shore of Lake Erie. WLERA is a part of the USGS's Great Lakes Coastal Wetland Restoration Assessment (GLCWRA) initiative where coastal areas around the Great Lakes are identified and ranked for potential wetland restoration. This parameter combined data from the National Wetland Inventory (NWI), gSSURGO (Grided Soil Survey Database), and Coastal Change and Analysis Program (C-CAP) to identify wetland soils in the WLERA. Pixels where either of these data sources showed a presence of wetland habitat were set to a value of 1, the remaining were given a value of 0. Please refer to the process steps and https://glcwra.wim.usgs.gov/ for further explanation on the methods. Version 2.0 of this dataset was created with more recently released input data. For information on the changes between versions 1.0 and 2.0, please see the Release History text file.</abstract>
<purpose>The purpose of the wetland soils dataset is to identify areas of the WLERA study area that have soil types which are suitable for wetland habitats. The presence of these soils makes restoration of lost wetland habitats more viable.</purpose>
<supplinf>The datasets in WLERA Composite 2024 (Jaenicke et al., 2024) were created with more recently published datasets than the WLERA Composite 2016 release (Saarinen, 2016). The foremost among these is the digital elevation model (DEM) which was used to create the study area boundary, the hydroperiod, the dikes and the index composite layers. The elevation data was created from 3DEP DEM tiles published between 2015 and 2019. Updated versions of the following datasets were also used in the creation of WLERA Composite 2024: National Wetland Inventory (NWI) data published in 2023, National Oceanic and Atmospheric Association (NOAA) water level measurements from 1993-2023, Soil Survey Geographic Database (SSURGO) data published in 2022, National Hydrology Dataset (NHD) published in 2023, Protected Areas Database (PAD-US) data published in 2022 and National Land Cover Database (NLCD) data published in 2021.
The methodology of the project has largely stayed the same between the WLERA Composite 2016 and WLERA Composite 2024 data release. The notable exception is that there were additional steps used to create the index composite. After the index composite was created using the input parameters and the composite model, a boundary cleaning routine was used to reduce the amount of data noise or lone grid cells present within the index composite. The index composite layer was also reviewed by USGS ecologists after the model was executed and before the data were published, to ensure the accuracy of the results. Based on this review, index composite values returned from the model that did not highlight restorable wetlands were removed from the final dataset.</supplinf>
</descript>
<timeperd>
<timeinfo>
<sngdate>
<caldate>202406</caldate>
</sngdate>
</timeinfo>
<current>publication date</current>
</timeperd>
<status>
<progress>Complete</progress>
<update>None planned</update>
</status>
<spdom>
<bounding>
<westbc>-83.7447</westbc>
<eastbc>-82.0833</eastbc>
<northbc>42.1282</northbc>
<southbc>41.2615</southbc>
</bounding>
</spdom>
<keywords>
<theme>
<themekt>ISO 19115 Topic Category</themekt>
<themekey>environment</themekey>
<themekey>geoscientificInformation</themekey>
<themekey>inlandWaters</themekey>
</theme>
<theme>
<themekt>USGS Thesaurus </themekt>
<themekey>wetland ecosystems</themekey>
<themekey>aquatic ecosystems</themekey>
<themekey>freshwater ecosystems</themekey>
<themekey>remediation</themekey>
<themekey>surface water (non-marine)</themekey>
<themekey>hydrology</themekey>
<themekey>natural resource management</themekey>
<themekey>water quality</themekey>
</theme>
<theme>
<themekt>Marine Realms Information Bank (MRIB)</themekt>
<themekey>soil</themekey>
<themekey>wetland</themekey>
<themekey>wetland restoration</themekey>
<themekey>hydrology</themekey>
<themekey>resource management</themekey>
<themekey>water quality</themekey>
<themekey>lake</themekey>
<themekey>lakeshore</themekey>
<themekey>stream</themekey>
<themekey>river</themekey>
</theme>
<place>
<placekt>Common geographic areas</placekt>
<placekey>Great Lakes</placekey>
<placekey>Ohio</placekey>
<placekey>Michigan</placekey>
<placekey>Lake Erie</placekey>
<placekey>Western Lake Erie</placekey>
</place>
</keywords>
<accconst>None. Please see 'Distribution Info' for details.</accconst>
<useconst>None. Users are advised to read the dataset's metadata thoroughly to understand appropriate use and data limitations.</useconst>
<ptcontac>
<cntinfo>
<cntperp>
<cntper>Kurt P Kowalski</cntper>
<cntorg>U.S. Geological Survey, MIDCONTINENT REGION</cntorg>
</cntperp>
<cntpos>Research Ecologist</cntpos>
<cntaddr>
<addrtype>mailing address</addrtype>
<address>1451 Green Rd</address>
<city>Ann Arbor</city>
<state>MI</state>
<postal>48105</postal>
<country>US</country>
</cntaddr>
<cntvoice>734-214-9308</cntvoice>
<cntfax>734-994-8780</cntfax>
<cntemail>kkowalski@usgs.gov</cntemail>
</cntinfo>
</ptcontac>
<datacred>The GLCWRA was produced with funding provided by the Great Lakes Restoration Initiative (GLRI) and in collaboration with the New College of Florida. Digital datasets obtained from public repositories and datasets including the National Hydrography Dataset (NHD), National Wetland Index (NWI), 3D Elevation Program (3DEP), U.S. Census Bureau, National Geospatial Program, U.S. Fish and Wildlife Service, National Oceanic and Atmospheric Association (NOAA), Protected Areas Database of the U.S. (PAD-US), National Land Cover Database (NLDC), Gridded Soil Survey Geographic Database (gSSURGO), Coastal Change Analysis Program (C-CAP)</datacred>
<native/>
<crossref>
<citeinfo>
<origin>U.S. Geological Survey</origin>
<pubdate>2016</pubdate>
<title>Great Lakes Coastal Wetland Restoration Assessment (GLCWRA) Geonarrative</title>
<geoform>application/service</geoform>
<othercit>Geonarrative map website for GLCWRA study</othercit>
<onlink>https://glcwra.wim.usgs.gov/</onlink>
</citeinfo>
</crossref>
<crossref>
<citeinfo>
<origin>Kurt P Kowalski</origin>
<origin>Justin A. Saarinen</origin>
<pubdate>2016</pubdate>
<title>Western Lake Erie Restoration Assessment Composite Model</title>
<geoform>dataset</geoform>
<pubinfo>
<pubplace>https://www.sciencebase.gov</pubplace>
<publish>U.S. Geological Survey</publish>
</pubinfo>
<othercit>Previous release of data. See "Supplemental Information" for more context.</othercit>
<onlink>https://doi.org/10.5066/f74t6ghx</onlink>
</citeinfo>
</crossref>
</idinfo>
<dataqual>
<attracc>
<attraccr>The attribute values of this dataset were inspected and confirmed to be within the proper range of values.</attraccr>
</attracc>
<logic>The attribute values were reviewed, and spatial data was visually inspected to verify the that the data values and their locations accurately describe the purpose of the data.</logic>
<complete>This dataset is considered complete for the information presented, as described in the abstract. This dataset provides coverage for the entire Western Lake Erie Restoration Assessment study area.</complete>
<posacc>
<horizpa>
<horizpar>Approximately 20% of the spatial data was visually inspected to verify the positional accuracy of its features. The review consisted of comparing the spatial data to its input datasets and to underlying GIS basemaps. While this data has been reviewed, the spatial data is only as spatially accurate as the input data sources. </horizpar>
</horizpa>
<vertacc>
<vertaccr>This dataset does not have a vertical component, so testing for vertical accuracy was not necessary.</vertaccr>
</vertacc>
</posacc>
<lineage>
<srcinfo>
<srccite>
<citeinfo>
<origin>National Oceanic and Atmospheric Administration (NOAA)</origin>
<pubdate>2016</pubdate>
<title>NOAA C-CAP Regional Land Cover</title>
<geoform>raster digital data</geoform>
<onlink>https://coast.noaa.gov/digitalcoast/data/ccapregional.html</onlink>
</citeinfo>
</srccite>
<typesrc>Digital</typesrc>
<srctime>
<timeinfo>
<sngdate>
<caldate>2016</caldate>
</sngdate>
</timeinfo>
<srccurr>publication date</srccurr>
</srctime>
<srccitea>C-CAP</srccitea>
<srccontr>Identified land use types.</srccontr>
</srcinfo>
<srcinfo>
<srccite>
<citeinfo>
<origin>United States Fish and Wildlife Story</origin>
<pubdate>20230501</pubdate>
<title>Michigan National Wetland Inventory</title>
<geoform>vector digital data</geoform>
<onlink>https://www.fws.gov/program/national-wetlands-inventory/data-download</onlink>
</citeinfo>
</srccite>
<typesrc>Digital</typesrc>
<srctime>
<timeinfo>
<sngdate>
<caldate>20230501</caldate>
</sngdate>
</timeinfo>
<srccurr>publication date</srccurr>
</srctime>
<srccitea>MI NWI</srccitea>
<srccontr>Identified coastal wetlands habitats in Michigan.</srccontr>
</srcinfo>
<srcinfo>
<srccite>
<citeinfo>
<origin>United States Department of Agriculture (USDA) Natural Resources Conservation Service</origin>
<pubdate>20220829</pubdate>
<title>Soil Survey Geographic Database</title>
<geoform>raster digital data</geoform>
<othercit>Counties used:
Monroe County, MI (MI115)
Erie, OH (OH043)
Lorain, OH (OH093)
Lucas, OH (OH095)
Ottawa, OH (OH123)
Sandusky, OH (OH143)
Wood, OH (OH173)</othercit>
<onlink>https://websoilsurvey.sc.egov.usda.gov/App/WebSoilSurvey.aspx</onlink>
<onlink>https://websoilsurvey.sc.egov.usda.gov/</onlink>
</citeinfo>
</srccite>
<typesrc>Digital</typesrc>
<srctime>
<timeinfo>
<sngdate>
<caldate>20220829</caldate>
</sngdate>
</timeinfo>
<srccurr>publication date</srccurr>
</srctime>
<srccitea>SSURGO</srccitea>
<srccontr>Identified the soil types of the assessment area. Data was downloaded by county from the 'Download Soils Data' tab.</srccontr>
</srcinfo>
<srcinfo>
<srccite>
<citeinfo>
<origin>United States Fish and Wildlife Service</origin>
<pubdate>20230501</pubdate>
<title>Ohio National Wetland Inventory</title>
<geoform>vector digital data</geoform>
<onlink>https://www.fws.gov/program/national-wetlands-inventory/data-download</onlink>
</citeinfo>
</srccite>
<typesrc>Digital</typesrc>
<srctime>
<timeinfo>
<sngdate>
<caldate>20230501</caldate>
</sngdate>
</timeinfo>
<srccurr>publication date</srccurr>
</srctime>
<srccitea>OH NWI</srccitea>
<srccontr>Identified coastal wetlands habitats in Ohio.</srccontr>
</srcinfo>
<procstep>
<procdesc>ArcGIS Pro 3.0.3 was used for the following steps, where the WLERA DEM was set as the snap raster, 10-meters were the default raster cell size, and UTM 17N was set at the output coordinate system. The 30 meter C-CAP raster was clipped to the WLERA study area and then resampled to 10-meters, using the WLERA DEM as the snap raster. Next the grid was reclassified ("Reclassify" tool) so that the following values were changed to 1: 13 (Palustrine Forested Wetland), 14 (Palustrine Scrub/Shrub Wetland), 15 (Palustrine Emergent Wetland), 21 (Open Water), 22 (Palustrine Aquatic Bed). All other values were reclassified to 0. </procdesc>
<procdate>20230901</procdate>
</procstep>
<procstep>
<procdesc>In the NWI wetlands Feature Class, polygons that are permanently flooded have a value of 'H' in the "ATTRIBUTE" field of the attribute table. The wetland polygons for both Michigan and Ohio were selected with the "Select by Attribute" tool and in a new field called 'Value', the selected polygons were assigned a value of '0' while all the other features received a value of '1'. These vector features from both Michigan and Ohio were then clipped to the WLERA study area and merged together into a single feature class. Next this feature class was converted to a raster with the "Polygon to Raster" tool (Value field = 'Value', Cell assignment type = Cell center, Priority field = None, Cellsize = 10m, snap raster = WLERA DEM).</procdesc>
<procdate>20230901</procdate>
</procstep>
<procstep>
<procdesc>In ArcGIS Pro, for each county listed below in the SSURGO citation, the 'soilmu_a.shp' polygon Shapefile and 'comp.txt' table were added to the map. The 'soilmu_a' layer was joined to the 'comp' table on the MUKEY and Field108 fields, respectively. Then the polygon layer was projected to UTM Zone 17 and clipped to the WLERA study area. After this was done for each of the counties in the study area, these clipped SSURGO polygon layers were merged together into a single 'soilma_a' polygon layer. A field called 'value' was added to this new contiguous SSURGO layer. Then all of the polygons with 'D' or 'B/D' in the field 'Field80' were selected and given a value of '1' in the new 'value' field. The selection was reversed and the remaining polygons were given a value of '0' in the 'value' field. Then the contiguous 'soilmu_a' layer was converted into a raster with the tool 'Polygon to Raster' where 'value' was the Value field, Cell center was the Cell assignment type, Priority field was NONE, the cell size was 10-meter, the snap raster was the WLERA DEM and the output coordinate system was UTM 17N.</procdesc>
<procdate>20230901</procdate>
</procstep>
<procstep>
<procdesc>The binary rasters from the previous three steps were then added together using the "Raster Calculator" tool. The new raster was then transformed to the single binary raster using the "Reclassify" tool, where pixels with a value of 1 or greater was reclassified to 1, and the pixels with a value of 0 were kept at 0.</procdesc>
<procdate>20230901</procdate>
</procstep>
</lineage>
</dataqual>
<spdoinfo>
<direct>Raster</direct>
<rastinfo>
<rasttype>Grid Cell</rasttype>
<rowcount>9327</rowcount>
<colcount>13625</colcount>
<vrtcount>1</vrtcount>
</rastinfo>
</spdoinfo>
<spref>
<horizsys>
<planar>
<gridsys>
<gridsysn>Universal Transverse Mercator</gridsysn>
<utm>
<utmzone>17</utmzone>
<transmer>
<sfctrmer>0.9996</sfctrmer>
<longcm>-81.0</longcm>
<latprjo>0.0</latprjo>
<feast>500000.0</feast>
<fnorth>0.0</fnorth>
</transmer>
</utm>
</gridsys>
<planci>
<plance>row and column</plance>
<coordrep>
<absres>10.0</absres>
<ordres>10.0</ordres>
</coordrep>
<plandu>meters</plandu>
</planci>
</planar>
<geodetic>
<horizdn>North_American_Datum_1983</horizdn>
<ellips>GRS 1980</ellips>
<semiaxis>6378137.0</semiaxis>
<denflat>298.2572221010042</denflat>
</geodetic>
</horizsys>
</spref>
<eainfo>
<detailed>
<enttyp>
<enttypl>WLERA_P2_Soils.tif</enttypl>
<enttypd>A raster dataset (in geoTIFF format) representing the presence or absents of wetland soils.</enttypd>
<enttypds>Producer Defined</enttypds>
</enttyp>
<attr>
<attrlabl>Value</attrlabl>
<attrdef>A binary raster representing the presence or absents of wetland soils.</attrdef>
<attrdefs>Producer Defined</attrdefs>
<attrdomv>
<edom>
<edomv>255</edomv>
<edomvd>Outside the area of interest.</edomvd>
<edomvds>Producer defined</edomvds>
</edom>
</attrdomv>
<attrdomv>
<edom>
<edomv>0</edomv>
<edomvd>Represents the absence of wetland soils.</edomvd>
<edomvds>Producer defined</edomvds>
</edom>
</attrdomv>
<attrdomv>
<edom>
<edomv>1</edomv>
<edomvd>Represents the presence of wetland soils.</edomvd>
<edomvds>Producer defined</edomvds>
</edom>
</attrdomv>
</attr>
</detailed>
<overview>
<eaover>WLERA_P2_WetlandSoils.zip contains a TIF raster image (WLERA_P2_WetlandSoils.tif) and associated metadata (WLERA_P2_WetlandSoils.tif.xml).</eaover>
<eadetcit>NA</eadetcit>
</overview>
</eainfo>
<distinfo>
<distrib>
<cntinfo>
<cntperp>
<cntper>GS ScienceBase</cntper>
<cntorg>U.S. Geological Survey</cntorg>
</cntperp>
<cntaddr>
<addrtype>mailing address</addrtype>
<address>Denver Federal Center, Building 810, Mail Stop 302</address>
<city>Denver</city>
<state>CO</state>
<postal>80225</postal>
<country>United States</country>
</cntaddr>
<cntvoice>1-888-275-8747</cntvoice>
<cntemail>sciencebase@usgs.gov</cntemail>
</cntinfo>
</distrib>
<distliab>Unless otherwise stated, all data, metadata and related materials are considered to satisfy the quality standards relative to the purpose for which the data were collected. Although these data and associated metadata have been reviewed for accuracy and completeness and approved for release by the U.S. Geological Survey (USGS), no warranty expressed or implied is made regarding the display or utility of the data for other purposes, nor on all computer systems, nor shall the act of distribution constitute any such warranty.</distliab>
<stdorder>
<digform>
<digtinfo>
<formname>Digital Data</formname>
</digtinfo>
<digtopt>
<onlinopt>
<computer>
<networka>
<networkr>https://doi.org/10.5066/P9OS796H</networkr>
</networka>
</computer>
</onlinopt>
</digtopt>
</digform>
<fees>None</fees>
</stdorder>
</distinfo>
<metainfo>
<metd>20240515</metd>
<metc>
<cntinfo>
<cntperp>
<cntper>Kurt P Kowalski</cntper>
<cntorg>U.S. Geological Survey, MIDCONTINENT REGION</cntorg>
</cntperp>
<cntpos>Research Ecologist</cntpos>
<cntaddr>
<addrtype>mailing address</addrtype>
<address>1451 Green Rd</address>
<city>Ann Arbor</city>
<state>MI</state>
<postal>48105</postal>
<country>US</country>
</cntaddr>
<cntvoice>734-214-9308</cntvoice>
<cntfax>734-994-8780</cntfax>
<cntemail>kkowalski@usgs.gov</cntemail>
</cntinfo>
</metc>
<metstdn>FGDC Content Standard for Digital Geospatial Metadata</metstdn>
<metstdv>FGDC-STD-001-1998</metstdv>
</metainfo>
<Esri>
<CreaDate>20250801</CreaDate>
<CreaTime>11224200</CreaTime>
<SyncOnce>TRUE</SyncOnce>
<DataProperties>
<itemProps/>
</DataProperties>
</Esri>
</metadata>
