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        <gco:CharacterString>Declining health of coral reef ecosystems led scientists to search for factors that support reef resilience: the ability of reefs to resist and recover from environmental disturbance. Scientists recently identified 11 measurable factors that affect the resilience of coral reefs (McClanahan et al., 2012). Reef resilience factors include characteristics of the coral assemblage, populations of fish that live on the reef, land use practices, and water temperature variability. These factors were used by NOAA Pacific Islands Fisheries Science Center (PIFSC) Coral Reef Ecosystem Program (CREP) to conduct a quantitative assessment of the resilience potential of reefs across the main Hawaiian Islands (MHI). 

Locations of Rapid Ecological Assessment (REA) surveys conducted by NOAA Coral Reef Ecosystem Program (CREP) from 2010 to 2013 were used to designate study units called "georegions". Watersheds upstream of georegions were then grouped to delineate the area that could affect adjacent reefs through pollution, runoff, and sedimentation. REA surveys provided data to evaluate biological/ecological resilience factors, and external data sources were used to inform physical and environmental factors not directly measured by CREP. Five of the resilience factors can be directly influenced by local management. Data for each factor was compiled, normalized, and averaged to produce a composite resilience score for each georegion.

In all, twenty-nine study areas were analyzed across the MHI. Lowest composite resilience scores were earned by reefs near densely populated areas on O`ahu, while highest scores were earned near relatively sparsely populated areas of other islands. The reef resilience framework data package described herein comprises the original data sources used in this analysis, the intermediary and final data resulting from the analysis, the process documentation, and the 2-page PIFSC Special Publication published in 2014 (SP-15-001).

Data can be accessed via the NOAA National Centers for Environmental Information (NCEI) Ocean Archive, accession #0128219.</gco:CharacterString>
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        <gco:CharacterString>Structural, ecological, and physical processes including, diversity, recruitment, herbivory, disease, and thermal tolerance have been identified as key elements contributing to reef resilience. This analysis, funded by the NOAA Coral Reef Conservation Program, integrates interdisciplinary data sets collected by NOAA Coral Reef Ecosystem Program (CREP) and its partners to operationalize reef resilience in the U.S.-affiliated Pacific Islands. It is important to identify and understand these factors, so that management strategies can be tailored to maintaining or restoring coral communities to maximize their chances of survival in a changing climate. This analysis contributes to the local jurisdiction's capacity to meaningfully assess reef ecosystem condition in relation to a range of threats. A key aspect of the reef resilience framework is that it can empower local action to improve resilience of coral reefs because some drivers of resilience are heavily influenced by large-scale climatic forces, while others can be directly affected by local management.</gco:CharacterString>
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      <gmd:descriptiveKeywords>
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          <gmd:keyword>
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          <gmd:keyword>
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          <gmd:keyword>
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      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
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          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="dataCentre">dataCentre</gmd:MD_KeywordTypeCode>
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            <gmd:CI_Citation uuid="9f0de6e6-428b-11df-9879-0800200c9a66">
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                <gco:CharacterString>Global Change Master Directory (GCMD) Data Center Keywords</gco:CharacterString>
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                <gmd:CI_Date>
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5.	Coral diversity,
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7.	Disease prevalence,
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                    <gco:CharacterString>Allen SD, Bartlett N. 2008. Hawaii Marine Recreational Fisheries Survey. How analysis of raw catch data can benefit regional fisheries management and how catch estimates are developed: An example using 2003 data. Pacific Islands Fisheries Science Center Administrative Report H-08-04, 33 p. + Appendices.</gco:CharacterString>
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                    <gco:CharacterString>Ayotte P, McCoy K, Williams I, Zamzow J. 2011.    Coral Reef Ecosystem Division standard operating procedures: data collection for Rapid Ecological Assessment fish surveys.    Pacific Islands Fisheries Science Center Administrative Report H-11-08, 24 p.</gco:CharacterString>
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                    <gco:CharacterString>Giambelluca TW, Chen Q, Frazier AG, Price JP, Chen Y-L, Chu P-S, Eischeid JK, Delparte DM (2013) Online Rainfall Atlas of Hawai`i. Bulletin of the American Meteorological Society 94: 313-316, doi: 10.1175/BAMS-D-11-00228.1.</gco:CharacterString>
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                    <gco:CharacterString>Kido MH (2006) A GIS-based Watershed Health Index for the State of Hawaii. Technical Report to the Hawaii Department of Health, Environmental Health Administration - Environmental Planning Office, July 2006.</gco:CharacterString>
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                    <gco:CharacterString>Maynard J, McKagan S, Johnson S, Houk P, Ahmadia G, et al. (2012) Coral reef resilience to climate change in Saipan, CNMI; field-based assessments and implications for vulnerability and future management. Technical report submitted to the CNMI Division of Environmental Quality, Saipan, MP.</gco:CharacterString>
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                                <gmd:URL>https://www.fpir.noaa.gov/Library/HCD/CoRIS_204_Saipan_Resilience_Report_Maynard_McKagan_2012.pdf</gmd:URL>
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                    <gco:CharacterString>McClanahan TR, Donner SD, Maynard JA, MacNeil MA, Graham NAJ, et al. (2012) Prioritizing Key Resilience Indicators to Support Coral Reef Management in a Changing Climate. PLoS ONE 7(8): e42884. doi:10.1371/journal.pone.0042884</gco:CharacterString>
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                                <gmd:URL>http://journals.plos.org/plosone/article?id=10.1371/journal.pone.0042884</gmd:URL>
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                    <gco:CharacterString>NOAA Coral Reef Ecosystem Program (CREP) Benthic Image Analysis Standard Operating Procedures. Unpublished methods documented on the NOAA Wiki and unofficially available on the CoRIS website at http://data.nodc.noaa.gov/coris/data/NOAA/nmfs/810_Reef_Resilience/SOP_BenthicImageAnalysis_v2_2014_12_04.pdf</gco:CharacterString>
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        <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode" codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
      </gmd:accessConstraints>
      <gmd:useConstraints>
        <gmd:MD_RestrictionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#gmd:MD_RestrictionCode" codeListValue="otherRestrictions">otherRestrictions</gmd:MD_RestrictionCode>
      </gmd:useConstraints>
      <gmd:otherConstraints>
        <gco:CharacterString>Access Constraints: None | Use Constraints: None</gco:CharacterString>
      </gmd:otherConstraints>
    </gmd:MD_LegalConstraints>
  </gmd:metadataConstraints>
</gmi:MI_Metadata>