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        <gco:CharacterString>Coral adult and juvenile coral colony demographic data described in this dataset are derived from the GIS analysis of benthic photomosaic imagery collected across American Samoa in 2023 for a methods comparison with in situ diver data. Official National Coral Reef Monitoring Program (NCRMP) coral demographic data is archived separately under NCEI Accession 0298217. The source imagery was collected using a Structure from Motion (SfM) approach during in-water surveys conducted by divers. The SfM imagery is archived separately, and can be accessed via InPort record 63095. Data was collected during the NOAA Pacific Islands Fisheries Science Center (PIFSC) and Ecosystem Sciences Division (ESD) led NCRMP mission across the American Samoa from 2023-03-30 to 2023-04-18. This adds to previously archived data from 2019 and 2022 for methods comparison, described on Inport metadata record.

The SfM surveys are part of the Rapid Ecological Assessment (REA) surveys for corals and fish conducted during ESD-led NCRMP missions. Surveys were conducted at sites randomly stratified across sub-island sectors and three depth strata (shallow: 0-6m, mid: 6-18m and deep: &gt;18m). These sites represent a broad range of depths (1-25 m), habitat types (aggregate reef, patch reef, pavement, rock and boulder and rubble), coral cover, and diving conditions. Allocation of sampling effort was proportional to strata area and variance in coral density. The StRS design effectively reduces estimate variance through stratification using environmental covariates and by sampling more sites rather than sampling more transects at a site. Therefore, site-level estimates and site to site comparisons should be used with caution.

During each survey, an 18m transect line was deployed along the isobath and photographed using underwater cameras while swimming in a back and forth swim pattern for later processing using an SfM approach. At depths of 1-20 m, SfM surveys were conducted over a 3 x 20m area and at depths &gt; 20m, a 3 x 13m area was surveyed, both with the transect running down the middle of the survey area. The photographs were processed using Agisoft Metashape software to generate orthomosaic images that were analyzed in ArcGIS for juvenile and adult coral colony demographic metrics. Data was collected for each site within four 2.5m2 segments, each 1m wide, along the transect (at 0-2.5m, 5-7.5m, 10-12.5m, and 15-17.5m). At deeper sites where a 3 x 13m area was surveyed, only the first three segments were analyzed in ArcGIS. For each adult coral colony (&gt; 5cm in diameter), maximum diameter, ID (to lowest taxonomic level), and estimated percent old mortality were recorded. Bleaching extent (% of living tissue with reduced pigmentation) and severity were also recorded. Juvenile coral colonies (0.7 to 5cm maximum diameter) were recorded within the first 1 m2 of the first 3 segments. For juvenile colonies, only ID and maximum diameter were recorded.</gco:CharacterString>
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The National Coral Reef Monitoring Program (NCRMP) details a long-term approach to provide an ecosystem perspective via monitoring climate, fish, benthic, and socioeconomic variables in a consistent and integrated manner. The NCRMP coordinates various Coral Reef Conservation Coral Reef Program (CRCP) biological, physical, and human dimensions activities into a cohesive NOAA-wide effort. Through the implementation of the NCRMP, NOAA is able to clearly and concisely communicate results of national-scale monitoring to national, state, and territorial policy makers, resource managers, and the public on a periodic basis. The purpose of the Structure from Motion (SfM) surveys throughout the US Pacific is to efficiently and effectively collect coral demographic data. SfM-derived data collection occurred along the same transects as in situ diver coral demographic surveys as a means to compare the use of SfM as a tool for quantifying coral demographic metrics in comparison to traditional visual in situ assessments.</gco:CharacterString>
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          <gmd:keyword>
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          <gmd:keyword>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
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            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/fa3bc02d-31a7-4456-b716-a8b8f8393c86" xlink:actuate="onRequest">EARTH SCIENCE &gt; BIOSPHERE &gt; ECOSYSTEMS &gt; MARINE ECOSYSTEMS &gt; REEF &gt; CORAL REEF</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/dff4d4af-e1e0-4991-884b-a1c088a802b2" xlink:actuate="onRequest">EARTH SCIENCE &gt; SOLID EARTH &gt; GEOMORPHIC LANDFORMS/PROCESSES &gt; COASTAL LANDFORMS &gt; CORAL REEFS</gmx:Anchor>
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          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="theme">theme</gmd:MD_KeywordTypeCode>
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            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/315R" xlink:actuate="onRequest">RAINIER (call sign: WTEF, ICES code: 315R, 1968-)</gmx:Anchor>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="platform">platform</gmd:MD_KeywordTypeCode>
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                <gco:CharacterString>ICES/SeaDataNet Ship Codes</gco:CharacterString>
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        <gmd:MD_Keywords>
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          <gmd:keyword>
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          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; American Samoa &gt; American Samoa &gt; Olosega Island (14S169W0014)</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; American Samoa &gt; American Samoa &gt; Rose Atoll (14S168W0001)</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>COUNTRY/TERRITORY &gt; United States of America &gt; American Samoa &gt; American Samoa &gt; Swains Atoll (11S171W0001)</gco:CharacterString>
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