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        <gco:CharacterString>This metadata record describes the benthic imagery, raw benthic cover, mean benthic cover, and mean macroalgae cover data of Nu'uuli Pala Lagoon and Backreef in American Samoa, produced from the benthic imagery analysis performed by the Ecosystem Sciences Division (ESD) of the Pacific Island Fisheries Science Center (PIFSC) and funded by the Coral Reef Conservation Program (CRCP). Benthic imagery was collected at 20 randomly-selected sites during coral demographic surveys by the NOAA ESD during the 2024 fly-in mission to American Samoa (MP2502). After processing and sorting site photos, imagery was qualitatively analyzed using the web-based CoralNet image annotation tool. CoralNet projects random points on each image, and the benthic elements falling directly underneath each point are identified by trained scientists. 

Data from benthic surveys of Nu'uuli Pala Lagoon and Backreef establishes a comprehensive biological baseline for land-based sources of pollution impacts on benthic composition and coral demography. These efforts feed into the higher-level CRCP objectives by establishing an in-situ tracking system to assess the effects of management and mitigation strategies and activities in the target watersheds to reduce land-based sources of pollution impacts on coral reefs.</gco:CharacterString>
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            <gco:CharacterString>The data set derived from the image analysis is as good as the images themselves; poor images with low contrast, inappropriate white balance, or out of focus may have to be discarded. Therefore, percent cover estimates for some sites may derive from differing number of points between sites. Although the analysis process is statistically robust to allow for differing n (points) between sites, users should be aware of this limitation.

Classification is completed to the functional group/genus level (Tier 1-Tier 3).</gco:CharacterString>
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            <gco:CharacterString>The methodology to analyze benthic imagery using CoralNet to derive benthic cover values.

The data described here were derived from the analysis of benthic images collected along photoquadrat surveys  by the NOAA Ecosystem Sciences Division (ESD):</gco:CharacterString>
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The benthic photoquadrat images were analyzed by using the web-based annotation tool CoralNet (Beijbom et al. 2016). CoralNet assigns 10 random points per photo and the benthic element falling directly underneath each point is identified to three functional group levels: Tier 1 (e.g. hard coral, macroalgae, etc.), Tier 2 (e.g. Hard coral by morphology = massive, branching, etc.), and Tier 3 (e.g. Hard coral by genus and morphology). The detailed list of each functional group level or tier is included in the benthic image analysis classification scheme. See the published standard operating procedures for further details.</gco:CharacterString>
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                    <gco:CharacterString>Smith, Joy</gco:CharacterString>
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                    <gco:CharacterString>Lamirand M. Lozada-Misa P, Vargas-Angel B, Couch C, Schumacher B, Winston M. 2022. Analysis of Benthic Survey Images via CoralNet: A Summary of Standard Operating Procedures and Guidelines (2022 update)</gco:CharacterString>
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                        <gco:CharacterString>Pacific Islands Fisheries Science Center, PIFSC</gco:CharacterString>
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                                <gmd:URL>https://repository.library.noaa.gov/view/noaa/42469/noaa_42469_DS1.pdf</gmd:URL>
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