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        <gco:CharacterString>This data package includes the benthic, urchin, and fish observation data collected for coral reef carbonate budget assessments by the Ecosystem Sciences Division (ESD) of NOAA's Pacific Island Fisheries Science Center (PIFSC) at fixed sites around the main and Northwestern Hawaiian Islands in 2024. Urchin survey data (genus/species, test size, and abundance) were collected from in-water belt transect surveys. Fish survey data (genus/species, count, and size) were collected using stationary point count surveys conducted at fixed sites. Benthic data (genus/species, morphology, and surface distance of corals, crustose coralline algae, macroalgae, and other benthic components) were extracted from fixed-site Structure-from-Motion imagery. The raw data in this data package can be integrated with referential databases to calculate site-level coral reef carbonate production and erosion rates. The referential database used for grazing metrics of herbivorous fishes of the Pacific is archived with NCEI with its metadata accessible under 'Related Items' of this InPort metadata record. The referential database for calcification rates developed for the Pacific is accessible along with scripts for this project at the github repository: https://github.com/hannahbarkley/reefbudgetR/tree/main</gco:CharacterString>
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        <gco:CharacterString>Benthic, urchin, and fish observation data may be used to calculate site-level carbonate production and carbonate erosion rates. Coral reef framework is produced by the growth of corals, crustose coralline algae, and other benthic calcifiers, and persists when rates of carbonate production outpace rates of physical erosion from storms, chemical dissolution, and biological erosion from corallivorous fish, urchins, macrobioeroders, and microbioeroders. The relative rates of gross carbonate production and carbonate erosion and resulting net rate of carbonate production -- the reef's carbonate budget -- thus offer a quantitative metric for assessing coral reef functional status, growth potential, and capacity for maintaining complex habitat. Tracking these metrics becomes increasingly critical under a rapidly changing climate, as ocean warming, ocean acidification, and sea-level rise threaten to reduce rates of coral and crustose coralline algae calcification, accelerate rates of carbonate erosion, and thereby jeopardize the persistence of coral reef habitat.

The NOAA 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 NOAA Coral Reef Conservation 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.

NCRMP is a framework for conducting sustained observations of biological, climate, and socioeconomic indicators at 10 priority coral reefs across the U.S. and its territories. This integrated approach consolidates monitoring of coral reefs under a uniform method in the Pacific, Atlantic, Caribbean, and the Gulf of America for the first time. NCRMP is funded by the Coral Reef Conservation Program (CRCP) and supported by NOAA Fisheries, NOAA National Centers for Coastal Ocean Science (NCCOS), NOAA's Atlantic Oceanographic &amp; Meteorological Laboratory (AOML), NOAA Coral Reef Watch, and many other partners. The Ecosystem Sciences Division (ESD) at NOAA Fisheries is leading in-situ climate monitoring in the U.S. Pacific Islands Region.

The climate component of NCRMP in the Pacific provides a comprehensive view of climate change impacts on coral reef ecosystems and helps identify areas of resilience and vulnerability. The key indicators used to identify and monitor climate-driven trends include 1) thermal stress caused by changes in sea temperature, 2) ocean acidification resulting from changes in carbonate chemistry, and 3) ecological impacts by collecting data on coral growth rates, erosion, and community structure to understand the impacts of thermal stress and ocean acidification on the ecosystem. Each year, ESD scientists work closely with CRCP and partners during Reef Assessment and Monitoring Program (RAMP) missions to collect data using moored oceanographic and ecological instruments stationed at fixed sites in the Pacific Ocean, and water samples collected by divers. The in-situ data and satellite-based observations are also used in modeling efforts. Innovative analysis techniques are used to develop products that give fellow scientists, managers, decision makers and the public a better understanding of a region's resources and how they are changing over time.</gco:CharacterString>
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        <gco:CharacterString>Funding Agency: Ocean Acidification Program Office (OAP)</gco:CharacterString>
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          <gmd:keyword>
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                <gco:CharacterString>CoRIS Discovery Thesaurus</gco:CharacterString>
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          <gmd:keyword>
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          <gmd:keyword>
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            <gco:CharacterString>EARTH SCIENCE &gt; Biosphere &gt; Zoology &gt; Corals &gt; Reef Monitoring and Assessment &gt; Reef Fish Census &gt; Stationary</gco:CharacterString>
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          <gmd:keyword>
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          <gmd:keyword>
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          <gmd:keyword>
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          <gmd:keyword>
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          <gmd:keyword>
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          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Marine Biology &gt; Macroinvertebrates</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Marine Biology &gt; Marine Invertebrates</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Marine Biology &gt; Marine Invertebrates &gt; Biodiversity</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>EARTH SCIENCE &gt; Oceans &gt; Marine Biology &gt; Marine Invertebrates &gt; Census</gco:CharacterString>
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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>
          </gmd:type>
          <gmd:thesaurusName>
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              <gmd:title>
                <gco:CharacterString>CoRIS Theme Thesaurus</gco:CharacterString>
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        <gmd:MD_Keywords>
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            <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:date>
                    <gco:Date>2026</gco:Date>
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Observation Category: in situ;
Sampling Instrument: swimmer/diver;
Sampling and Analyzing Method: Urchins: Urchin surveys were conducted along six 10 m x 1 m belt transects. Along each transect, divers recorded the number of individuals observed for the following genera: Echinostrephus spp., Echinothrix spp., Diadema spp., and Echinometra spp. Fish: Fish data were collected using Stationary Point Count surveys at fixed sites. Pairs of divers record the number, size, and species of all fishes observed within visually estimated cylinders 15 meters (m) in diameter. At the start of a survey dive, a pair of divers first lay down a 30-m transect line along a predetermined depth contour, and then the two divers move to the 7.5- and 22.5-m marks on that line; these marks serve as the centers of two adjacent SPC cylinders. During the first 5 minutes of a survey, the divers create a list of the fish species observed in or passing through their cylinder. After the first 5 minutes, divers systematically proceed down their species lists, counting and estimating the size (total length) of each fish present to the nearest centimeter. Species seen after the 5 minutes or outside of the survey area are recorded as present.;
Data Quality Method: The same methods of data collection are used at each surveyed site. Observations at each site were made by divers who have been trained, and met minimum standards in identifying species present at the survey locations and in estimating size of urchins and fish. All species identifications are made visually. Observations, including species identification and sizing, are periodically checked during expeditions for consistency between divers (diver bias) or other discrepancies. Data entry is usually conducted on the same day as the surveys using a data entry interface with several data controls employed, and are quality controlled by the divers using a two-person system. Following a mission, the data is then run through rigorous quality control checks by the data management team before the data are migrated to the Oracle database. Given the size of the data set, there remains some possibility of typographical or other errors.</gco:CharacterString>
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Units: cm;
Observation Category: in situ;
Sampling Instrument: swimmer/diver;
Sampling and Analyzing Method: Urchins: Urchin surveys were conducted along six 10 m x 1 m belt transects. Along each transect, divers recorded the number and test size (size of the urchin shell excluding spines) for the following genera: Echinostrephus spp., Echinothrix spp., Diadema spp., and Echinometra spp. Test sizes were measured with a scale bar on the side of the dive slates and binned into 20 mm size classes: 0-20 mm, 21-40 mm, 41-60 mm, 61-80 mm, 81-100 mm, 101-120 mm, 121-140 mm, 141-160 mm, 161-180mm, and 181-200 mm. Fish: Fish data were collected using Stationary Point Count surveys at fixed sites. Pairs of divers record the number, size, and species of all fishes observed within visually estimated cylinders 15 meters (m) in diameter. At the start of a survey dive, a pair of divers first lay down a 30-m transect line along a predetermined depth contour, and then the two divers move to the 7.5- and 22.5-m marks on that line; these marks serve as the centers of two adjacent SPC cylinders. During the first 5 minutes of a survey, the divers create a list of the fish species observed in or passing through their cylinder. After the first 5 minutes, divers systematically proceed down their species lists, counting and estimating the size (total length, or TL) of each fish present to the nearest centimeter. Species seen after the 5 minutes or outside of the survey area are recorded as prese;
Data Quality Method: The same methods of data collection are used at each surveyed site. Observations at each site were made by divers who have been trained, and met minimum standards in identifying species present at the survey locations and in estimating size of urchin and fish. All species identifications are made visually. Observations, including species identification and sizing, are periodically checked during expeditions for consistency between divers (diver bias) or other discrepancies. Data entry is usually conducted on the same day as the surveys using a data entry interface with several data controls employed, and are quality controlled by the divers using a two-person system. Following a mission, the data is then run through rigorous quality control checks by the data management team before the data are migrated to the Oracle database. Given the size of the data set, there remains some possibility of typographical or other errors.</gco:CharacterString>
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Units: unitless;
Observation Category: laboratory analysis;
Sampling Instrument: photo-identification techniques;
Sampling and Analyzing Method: Benthic data is collected from fixed-site SfM imagery. Imagery was collected at each site following NCRMP standard operating procedures (Rodriguez et al. 2021). The images were processed with Agisoft Metashape photogrammetry software to produce a scaled digital elevation model and corresponding orthomosaic for each site. Benthic data were extracted from these two high resolution reef models in ArcGIS Pro 3.0.3 using a customized tool that replicates in-water benthic data collection in the SfM environment (Barkley et al. 2025). Within each 12-m diameter SfM circular footprint, six 8-m to 10-m perpendicular transects (2 x 8 m, 2 x 9 m, and 2 x 10 m) were virtually drawn with 1.5-m spacing between transects (shorter transects closer to the edges, longer transects towards the center of the circle). Along each transect, the surface cover (cm) of every benthic component located directly beneath the transect was identified and measured. Data were collected on the following benthic components: hard coral (identified to genus/species and morphology), crustose coralline algae (CCA), macroalgae, turf, sand, carbonate hard substrate, non-carbonate hard substrate, or other (including cyanobacteria, soft coral, seagrass, sponges, zoanthids, corallimorphs, or other invertebrates).;
Data Quality Method: Prior to generating the 3D dense point clouds and 2D orthomosaics , the JPEG imagery was evaluated for image quality and images deemed unsatisfactory (e.g. overexposed, images of blue water or images of divers, or images not taken perpendicular to the reef) were removed from the image set. During annotation in ArcGIS, the original JPEG imagery was viewed alongside the orthomosaic using the Viscore Image View feature to see fine scale colony details, observe colonies from multiple angles and locate colonies not visible in the orthomosaic. Annotations created in ArcGIS were quality controlled using a multi-stage process. Data were quality controlled in R with specific queries to identify and correct data entry errors (e.g. misspelled species names, missing morphologies, data in incorrect columns).</gco:CharacterString>
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Units: cm;
Observation Category: laboratory analysis;
Sampling Instrument: photo-identification techniques;
Sampling and Analyzing Method: Benthic data is collected from fixed-site SfM imagery. Imagery was collected at each site following NCRMP standard operating procedures (Rodriguez et al. 2021). The images were processed with Agisoft Metashape photogrammetry software to produce a scaled digital elevation model and corresponding orthomosaic for each site. Benthic data were extracted from these two high resolution reef models in ArcGIS Pro 3.0.3 using a customized tool that replicates in-water benthic data collection in the SfM environment (Barkley et al. 2025). Within each 12-m diameter SfM circular footprint, six 8-m to 10-m perpendicular transects (2 x 8 m, 2 x 9 m, and 2 x 10 m) were virtually drawn with 1.5-m spacing between transects (shorter transects closer to the edges, longer transects towards the center of the circle). Along each transect, the surface cover (cm) of every benthic component located directly beneath the transect was measured. Data were collected on the following benthic components: hard coral (identified to genus/species and morphology), crustose coralline algae (CCA), macroalgae, turf, sand, carbonate hard substrate, non-carbonate hard substrate, or other (including cyanobacteria, soft coral, seagrass, sponges, zoanthids, corallimorphs, or other invertebrates).;
Data Quality Method: Prior to generating the 3D dense point clouds and 2D orthomosaics , the JPEG imagery was evaluated for image quality and images deemed unsatisfactory (e.g. overexposed, images of blue water or images of divers, or images not taken perpendicular to the reef) were removed from the image set. During annotation in ArcGIS, the original JPEG imagery was viewed alongside the orthomosaic using the Viscore Image View feature to see fine scale colony details, observe colonies from multiple angles and locate colonies not visible in the orthomosaic. Annotations created in ArcGIS were quality controlled using a multi-stage process. Data were quality controlled in R with specific queries to identify and correct data entry errors (e.g. misspelled species names, missing morphologies, data in incorrect columns).</gco:CharacterString>
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https://gcmd.earthdata.nasa.gov/KeywordViewer/scheme/all/a9b6ed7f-2e26-4749-98f0-b3617451192b?gtm_keyword=Photo-Identification%20Techniques</gco:CharacterString>
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Flag: United States of America
Vessel Type: Research Vessel; Ice Strengthened
DOB: Aug 1988
IMO: 8835097
Former Name: ADVENTUROUS (2003)

http://www.moc.noaa.gov/os/index.html

Submitted to ICES on 2013-12-18.</gco:CharacterString>
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