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                <gco:CharacterString>Digital Elevation Models (DEMs)

The DEMs were clipped to the spatial extent of the project AOI, and then clipped by the current NOAA Continually Updated Shoreline Product (CUSP) to remove subaerial areas from the AOI. Using Benthic Terrain Modeler and Spatial Analyst tools within Environmental Research Systems Institute (ESRI) ArcGIS software, geomorphometric derivatives were calculated for each DEM, including slope, aspect, curvature, rugosity (ratio of surface area to planar area), terrain ruggedness (Vector Ruggedness Measure), and shaded relief.

The derivative layers were imported into Trimble eCognition software for object-based image segmentation. The segmentation process was an iterative procedure designed to optimize segmentation results while minimizing redundant data layers. A sensitivity analysis was performed to identify the most appropriate combinations of DEM derivatives and segmentation parameters. The best result, determined qualitatively as the most natural segmentation of the DEMs, was attained using the slope, rugosity, ruggedness, curvature, and shaded relief layers, a segmentation scale parameter of 5, a color parameter of 0.2, and a smoothness parameter of 0.5. After segmentation, an additional operation was performed to remove all segmentation polygons containing less than 35 pixels (105 square meters), in accordance with the project Minimum Mapping Unit (MMU) of 100 square meters. The segmentation polygons served as the spatial framework for developing the benthic habitat maps.</gco:CharacterString>
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                <gco:DateTime>2020-01-01T00:00:00</gco:DateTime>
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                <gco:CharacterString>Substrate

The substrate data were based on cross walking existing substrate data to the CMECS hierarchy as well as expert interpretation using available source data.

A significant amount of manual geologic interpretation and classification was required to correlate benthic geomorphology as observed in the DEMs and derivative layers to the substrate types listed in the Great Lakes Aquatic Habitat Framework (GLAHF) substrate data. In some areas, high-resolution (1 meter) aerial imagery acquired by the National Agriculture Imagery Program (NAIP) provided a direct window to view and classify shallow benthic substrates; however, water depth and clarity often inhibited using the NAIP imagery for direct substrate classification.

Ancillary substrate information was provided by the Index of Marine and Lacustrine Geological Samples (IMLGS), which provided sample locations and sediment compositions. However, IMLGS data are sparse within the Green Bay study area. NOAA OCM's Great Lakes Hardened Shoreline Classification data set, which consists of shoreline segments classified by type and condition, was also used to identify 1) coastal deposit types which in some cases were extrapolated offshore to interpret benthic geomorphology and 2) provide the locations of anthropogenic material (e.g. riprap, seawalls). The location of underwater anthropogenic structures was provided by NOAA nautical chart products. Anthropogenic structures were often digitized manually from the DEM and included exposed pipelines, water intakes and cribs, water/sewer outfalls, and vessel wrecks.

Valuable information regarding the location and spatial extent of benthic bedrock material was provided by Holcombe et al. (2005), "Lake-Floor Geomorphology of Lake Erie"

Areas that were not able to be interpreted were mapped as "Unknown Benthic Habitat".</gco:CharacterString>
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                <gco:DateTime>2020-01-01T00:00:00</gco:DateTime>
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                <gco:CharacterString>Biotic

The biotic data were primarily based on crosswalking existing ecological data to the CMECS hierarchy.

The Michigan Tech Research Institute (MTRI) provided information about the spatial distribution and abundance of nuisance Cladophora algae, subaquatic vegetation, and invasive Phragmites marshes. The MTRI maps were generalized and transferred directly to segmentation polygons using zonal statistical functions in ESRI ArcGIS software.

Ancillary ecological information was provided by the USGS' Nonindigenous Aquatic Species and BIodiversity Serving Our Nation (BISON) databases, NOAA's Great Lakes Aquatic Nonindigenous Species Information System (GLANSIS), and GLAHF's Benthos database, which was compiled from multiple sources including the Environmental Protection Agency (EPA), NOAA's Great Lakes Environmental Research Laboratory (GLERL), and NOAA's Cooperative Science and Monitoring Initiative (CSMI). These data sets contain point observations of specific species. These databases were queried for observations of invasive Dreissena mussels, which were transferred directly to the segmentation polygons.

Areas that were not able to be interpreted were mapped as "Unknown Benthic Habitat".</gco:CharacterString>
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                <gco:DateTime>2020-01-01T00:00:00</gco:DateTime>
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                <gco:CharacterString>Confidence

The DEMs provided geomorphometric details which could often be related directly to substrate types using professional geologic judgment. Mapping confidence was higher in areas where the AOIs were spatially coincident with the topobathymetry DEMs, and was lower in areas where the AOIs were not covered by the DEMs. In these areas of lower confidence, object-based segmentation was not possible, therefore substrate and biotic data were manually interpreted from available source and/or ancillary data. In some cases, and when supported by geologic judgment and/or available imagery sources, substrate classifications at the edge of DEM coverage were linearly extrapolated across DEM coverage gaps and boundaries. Users are encouraged to view the habitat maps and confidence maps together.</gco:CharacterString>
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                <gco:DateTime>2020-01-01T00:00:00</gco:DateTime>
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                <gco:CharacterString>Standardized common design elements, cleaned up field content, repaired geometry, and projected to NAD83.</gco:CharacterString>
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                <gco:DateTime>2025-08-01T00:00:00</gco:DateTime>
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                <gco:CharacterString>Source Contribution: Geospatial data and descriptions compiled from multiple sources, including peer reviewed publications, U.S. Army Corps of Engineers shoreline material studies, and benthic sampling or video data</gco:CharacterString>
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