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                <gco:CharacterString>NODC DATA TYPES THESAURUS</gco:CharacterString>
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            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/insttype/details/122" xlink:actuate="onRequest">clock</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/insttype/details/54" xlink:actuate="onRequest">GPS</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/insttype/details/80" xlink:actuate="onRequest">tide gauge</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/insttype/details/78" xlink:actuate="onRequest">visual analysis</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/insttype/details/45" xlink:actuate="onRequest">visual estimate</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/insttype/details/46" xlink:actuate="onRequest">visual observation</gmx:Anchor>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="instrument">instrument</gmd:MD_KeywordTypeCode>
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              <gmd:title>
                <gco:CharacterString>NODC INSTRUMENT TYPES THESAURUS</gco:CharacterString>
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      <gmd:descriptiveKeywords>
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            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/obstype/details/63" xlink:actuate="onRequest">in situ</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/obstype/details/48" xlink:actuate="onRequest">model output</gmx:Anchor>
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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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                <gco:CharacterString>NODC OBSERVATION TYPES THESAURUS</gco:CharacterString>
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      <gmd:descriptiveKeywords>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/institution/details/2284" xlink:actuate="onRequest">Bethune-Cookman University</gmx:Anchor>
          </gmd:keyword>
          <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:thesaurusName>
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              <gmd:title>
                <gco:CharacterString>NODC COLLECTING INSTITUTION NAMES THESAURUS</gco:CharacterString>
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        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
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            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/institution/details/2284" xlink:actuate="onRequest">Bethune-Cookman University</gmx:Anchor>
          </gmd:keyword>
          <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>
              <gmd:title>
                <gco:CharacterString>NODC SUBMITTING INSTITUTION NAMES THESAURUS</gco:CharacterString>
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              <gmd:date gco:nilReason="inapplicable" />
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        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
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          <gmd:keyword>
            <gco:CharacterString>oceanography</gco:CharacterString>
          </gmd:keyword>
          <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>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>WMO_CategoryCode</gco:CharacterString>
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              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2012-09-15</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <gmd:CI_DateTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="publication">publication</gmd:CI_DateTypeCode>
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            <gco:CharacterString>Center for Coastal and Marine Ecosystems</gco:CharacterString>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="project">project</gmd:MD_KeywordTypeCode>
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            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/46206e8c-8def-406f-9e62-da4e74633a58" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; OCEAN TEMPERATURE &gt; WATER TEMPERATURE</gmx:Anchor>
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            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/7e95b5fc-1d58-431a-af36-948b29fa870d" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; SALINITY/DENSITY &gt; SALINITY</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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                    <gco:Date>2026</gco:Date>
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                    <gmd:CI_DateTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_DateTypeCode" codeListValue="revision">revision</gmd:CI_DateTypeCode>
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                <gco:CharacterString>24</gco:CharacterString>
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                            <gco:CharacterString>Greenbelt</gco:CharacterString>
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                            <gco:CharacterString>MD</gco:CharacterString>
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                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
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                            <gco:CharacterString>HTTPS</gco:CharacterString>
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                    <gmd:CI_RoleCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="custodian">custodian</gmd:CI_RoleCode>
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            <gco:CharacterString>Enddepth</gco:CharacterString>
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            <gco:CharacterString>Estuary</gco:CharacterString>
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            <gco:CharacterString>FWC Fisheries-Independent Monitoring Sampling Points</gco:CharacterString>
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            <gco:CharacterString>Gear</gco:CharacterString>
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            <gco:CharacterString>Getis-Ord Gi* Hotspot Analysis Results</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Grid</gco:CharacterString>
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            <gco:CharacterString>Indian River Lagoon Sub-Lagoon Extent Map (IRL_map Shapefile)</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Kernel Density Interpolation with Barriers Rasters</gco:CharacterString>
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            <gco:CharacterString>Sampling_Date</gco:CharacterString>
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            <gco:CharacterString>Sex</gco:CharacterString>
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            <gco:CharacterString>StartDepth</gco:CharacterString>
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            <gco:CharacterString>StartTime</gco:CharacterString>
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            <gco:CharacterString>Study Area Boundary Map (study_area Shapefile)</gco:CharacterString>
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            <gco:CharacterString>WindDirection</gco:CharacterString>
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            <gco:CharacterString>WindSpeed</gco:CharacterString>
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            <gco:CharacterString>Wng_dpth</gco:CharacterString>
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            <gco:CharacterString>Year</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Zone</gco:CharacterString>
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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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                <gco:CharacterString>Provider Keywords</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Derived spatial dataset</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Derived spatiotemporal statistical dataset</gco:CharacterString>
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            <gco:CharacterString>GIS vector shapefile</gco:CharacterString>
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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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              <gmd:title>
                <gco:CharacterString>Provider Observation Categories</gco:CharacterString>
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      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
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            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/8742da0d-37b0-4807-8f6b-fc9fd0a82c39" xlink:actuate="onRequest">CLOCKS</gmx:Anchor>
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            <gco:CharacterString>YSI</gco:CharacterString>
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            <gco:CharacterString>depth stick</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Reference (measured);
Units: NA;
Observation Category: other;
Sampling Instrument: NA;
Sampling and Analyzing Method: Unique identifier for each sampling event or record.	Used to track individual sampling entries;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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Units: Categorical (Abbreviated Name);
Observation Category: other;
Sampling Instrument: NA;
Sampling and Analyzing Method: Estuary Name/code of estuarine system In this study: Indian River Lagoon system;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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Units: Categorical (Type);
Observation Category: other;
Sampling Instrument: NA;
Sampling and Analyzing Method: Type of sampling gear used, typically seine or otter trawl;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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Units: NA;
Observation Category: other;
Sampling Instrument: Effort	Measure of sampling effort (e.g., tow duration, area swept)	none	Important for CPUE standardization;
Sampling and Analyzing Method: Measure of sampling effort (e.g., tow duration, area swept)	Important for CPUE standardization;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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Units: decimal degrees;
Observation Category: in situ;
Sampling Instrument: GPS;
Sampling and Analyzing Method: WGS84 coordinate system;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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Units: decimal degrees;
Observation Category: in situ;
Sampling Instrument: GPS;
Sampling and Analyzing Method: Latitude of sampling location;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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Units: meters (m);
Observation Category: in situ;
Sampling Instrument: depth stick;
Sampling and Analyzing Method: Water depth at beginning of sampling event;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Zone (measured);
Units: categorical (A–H);
Observation Category: other;
Sampling Instrument: NA;
Sampling and Analyzing Method: FIM sampling zone designation; Used to account for spatial sampling structure;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Grid (measured);
Units: Caterogical;
Observation Category: other;
Sampling Instrument: NA;
Sampling and Analyzing Method: Spatial grid cell identifier; Used by FIM for stratified sampling design;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Wng_dpth (measured);
Units: meters;
Observation Category: other;
Sampling Instrument: NA;
Sampling and Analyzing Method: Mean or wing depth of sampling gear. Reflects effective fishing depth;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Enddepth (measured);
Units: meters;
Observation Category: in situ;
Sampling Instrument: graduated measuring device;
Sampling and Analyzing Method: Water depth at end of sampling event;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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          <gmd:processStep>
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              <gmd:description>
                <gco:CharacterString>Parameter or Variable: StartTime (measured);
Units: HH:MM:SS;
Observation Category: in situ;
Sampling Instrument: clock;
Sampling and Analyzing Method: Time sampling began;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: TimeZone (measured);
Units: categorical;
Observation Category: other;
Sampling Instrument: Pre-determined;
Sampling and Analyzing Method: Time zone of sampling event;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Sampling_Date (measured);
Units: YYYY-MM-DD;
Observation Category: in situ;
Sampling Instrument: clock;
Sampling and Analyzing Method: Date of sampling event;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
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          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Year (measured);
Units: YYYY;
Observation Category: in situ;
Sampling Instrument: clock;
Sampling and Analyzing Method: Year of sampling;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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          <gmd:processStep>
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                <gco:CharacterString>Parameter or Variable: Month (measured);
Units: integer (1-12);
Observation Category: in situ;
Sampling Instrument: clock;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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              <gmd:description>
                <gco:CharacterString>Parameter or Variable: BottomVegCover (measured);
Units: percent (%);
Observation Category: in situ;
Sampling Instrument: visual estimate;
Sampling and Analyzing Method: Percent cover of submerged aquatic vegetation. Categorized into Low-Very High for analyses.;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Temperature (measured);
Units: °C;
Observation Category: in situ;
Sampling Instrument: YSI;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Salinity (measured);
Units: psu;
Observation Category: in situ;
Sampling Instrument: YSI;
Sampling and Analyzing Method: Salinity of water;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
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          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: WindDirection (measured);
Units: categorical;
Observation Category: in situ;
Sampling Instrument: Field instrument;
Sampling and Analyzing Method: Direction of wind at time of sampling;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: WindSpeed (measured);
Units: m/s;
Observation Category: in situ;
Sampling Instrument: Field instrument;
Sampling and Analyzing Method: Wind speed at time of sampling;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Tide (measured);
Units: categorical;
Observation Category: model output;
Sampling Instrument: Tide gauge;
Sampling and Analyzing Method: Tidal stage during sampling;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: FishHealth (measured);
Units: categorical;
Observation Category: other;
Sampling Instrument: visual observation;
Sampling and Analyzing Method: General health condition of sampled organisms. Not applicable for blue crab data;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Sex (measured);
Units: categorical;
Observation Category: in situ;
Sampling Instrument: visual observation;
Sampling and Analyzing Method: Sex classification of blue crab. Includes M, F, E (immature), G (mature), H (egg-bearing), U (unknown);
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: CW (measured);
Units: millimeters (mm);
Observation Category: in situ;
Sampling Instrument: ruler;
Sampling and Analyzing Method: Carapace width of blue crab;
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: NumAtSize (measured);
Units: count;
Observation Category: in situ;
Sampling Instrument: visual analysis;
Sampling and Analyzing Method: Number of crabs at a given size class per sample. Used as proxy for abundance (CPUE);
Data Quality Method: https://myfwc.com/research/saltwater/fim/stratified/</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Study Area Boundary Map (study_area Shapefile) (measured);
Units: Geographic coordinates in decimal degrees (WGS 84), distances displayed in kilometers;
Observation Category: Derived geospatial dataset (GIS vector shapefile);
Sampling Instrument: ArcGIS Pro (Version 3.2), base map layers sourced from Esri and NOAA coastal datasets;
Sampling and Analyzing Method: A polygon shapefile representing the study area boundary within the northern Indian River Lagoon system was created in ArcGIS Pro (Version 3.2). The study area extent was defined to encompass the primary regions of interest, including the Indian River and Banana River sub-lagoons, based on the spatial coverage of fisheries-independent monitoring (FIM) sampling and seagrass survey data used in this study. Boundaries were delineated using existing hydrographic datasets and manually refined to follow lagoon shorelines and barrier island features. The shapefile was projected to WGS 84 to ensure consistency with all spatial datasets used in subsequent analyses. An inset map of Florida was included to provide regional context for the study area location.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Indian River Lagoon Sub-Lagoon Extent Map (IRL_map Shapefile) (measured);
Units: Geographic coordinates in decimal degrees (WGS 84), distances displayed in kilometers;
Observation Category: Derived geospatial dataset (GIS vector shapefile);
Sampling Instrument: ArcGIS Pro (Version 3.2), base map layers sourced from Esri and NOAA coastal datasets;
Sampling and Analyzing Method: Polygon shapefiles representing the spatial extent of the Banana River, Indian River, and Mosquito Lagoon sub-lagoons were compiled and delineated in ArcGIS Pro (Version 3.2). Boundaries were derived from existing hydrographic and lagoon system datasets and visually refined to match known geomorphological features of the Indian River Lagoon system. The shapefile was projected to WGS 84 for consistency with other spatial datasets used in this study. Additional map elements, including major hydrologic inputs (St. Johns River, C-44 Canal), were manually annotated for contextual reference. The final map was produced to illustrate the study area and spatial segmentation used in subsequent analyses of blue crab distribution and benthic habitat variability.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Emerging Getis-Ord Gi* Hotspot Analysis Results (measured);
Units: decimal degrees, z-scores, confidence interval (%);
Observation Category: Derived spatiotemporal statistical dataset;
Sampling Instrument: Emerging Hot Spot Analysis tool;
Sampling and Analyzing Method: A polygon shapefile representing the results of an Emerging Hot Spot Analysis was generated in ArcGIS Pro (Version 3.2) using spatially and temporally structured blue crab abundance data derived from the FWC Fisheries-Independent Monitoring (FIM) program. Input features consisted of georeferenced sampling locations aggregated into a space-time cube, where observations were binned spatially (hexagonal grid) and temporally (multi-year intervals) to evaluate trends in clustering over time. The Emerging Getis-Ord Gi* statistic was applied to identify statistically significant spatiotemporal patterns in blue crab abundance across the Indian River Lagoon system.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: FWC Fisheries-Independent Monitoring Sampling Points (measured);
Units: Geographic coordinates in decimal degrees (WGS 84), distances displayed in kilometers;
Observation Category: Derived geospatial dataset (GIS vector shapefile);
Sampling Instrument: Florida Fish and Wildlife Conservation Commission (FWC) Fisheries-Independent Monitoring (FIM) Program, GPS-based field sampling;
Sampling and Analyzing Method: Point shapefiles representing Fisheries-Independent Monitoring (FIM) sampling locations were compiled from the FWC FIM dataset and imported into ArcGIS Pro (Version 3.2). Each point corresponds to an individual sampling event location within the Indian River Lagoon system and includes associated zone classifications (A-H) based on the FIM stratified sampling design. Coordinates were originally recorded in geographic format and projected to WGS 84 for consistency with other spatial datasets used in this study. Points were symbolized by zone to visualize spatial distribution and sampling coverage across the lagoon.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Getis-Ord Gi* Hotspot Analysis Results (measured);
Units: Geographic coordinates in decimal degrees, z-scores and confidence intervals;
Observation Category: GIS vector shapefile;
Sampling Instrument: ArcGIS Pro (Version 3.2);
Sampling and Analyzing Method: A point shapefile representing the results of a Getis-Ord Gi* hotspot analysis was generated in ArcGIS Pro (Version 3.2) using spatially referenced blue crab abundance data derived from the FWC Fisheries-Independent Monitoring (FIM) program. Input features consisted of georeferenced sampling locations with associated abundance metrics (NumAtSize). The Getis-Ord Gi* statistic was applied to identify statistically significant clusters of high (hot spots) and low (cold spots) values across the Indian River Lagoon system. A fixed distance band was used to define spatial relationships among neighboring features, and statistical significance was evaluated using z-scores and corresponding p-values. Results were classified into confidence intervals (90%, 95%, and 99%) to distinguish levels of clustering significance. The output shapefile was projected to WGS 84 and symbolized to display spatial patterns of blue crab density, with red indicating significant hot spots, blue indicating significant cold spots, and gray indicating non-significant areas.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: FWC Fisheries-Independent Monitoring Sampling Points (measured);
Units: distances displayed in kilometers, Geographic coordinates in decimal degrees;
Observation Category: Derived geospatial dataset;
Sampling Instrument: GPS-based field sampling locations;
Sampling and Analyzing Method: Point shapefiles representing Fisheries-Independent Monitoring (FIM) sampling locations were compiled from the FWC FIM dataset and imported into ArcGIS Pro (Version 3.2). Each point corresponds to an individual sampling event location within the Indian River Lagoon system and includes associated zone classifications (A-H) based on the FIM stratified sampling design. Coordinates were originally recorded in geographic format and projected to WGS 84 for consistency with other spatial datasets used in this study. Points were symbolized by zone to visualize spatial distribution and sampling coverage across the lagoon.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Kernel Density Interpolation with Barriers Rasters (measured);
Units: Raster cell values represent relative blue crab density;
Observation Category: Derived spatial dataset;
Sampling Instrument: ArcGIS Pro (Version 3.2);
Sampling and Analyzing Method: Three raster surfaces were generated using the Kernel Interpolation with Barriers (KIB) tool in ArcGIS Pro (Version 3.2) to estimate continuous spatial patterns of blue crab density across the Indian River Lagoon system for three time periods: 1997-1999, 2007-2009, and 2015-2017. Input data consisted of georeferenced FWC Fisheries-Independent Monitoring (FIM) sampling locations with associated abundance metrics (NumAtSize).
The KIB method applies a kernel density function to interpolate values between sampled locations while incorporating physical barriers (shoreline boundaries and barrier islands) to constrain interpolation within the lagoon system and prevent unrealistic smoothing across land. A consistent search radius and cell size were applied across all time periods to ensure comparability.
Resulting raster outputs represent relative density surfaces, where higher values indicate areas of greater blue crab concentration and lower values indicate reduced density. Each raster was exported as a TIFF file and projected to match the coordinate system used in the broader spatial analysis framework.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
        </gmd:LI_Lineage>
      </gmd:lineage>
    </gmd:DQ_DataQuality>
  </gmd:dataQualityInfo>
  <gmd:metadataMaintenance>
    <gmd:MD_MaintenanceInformation>
      <gmd:maintenanceAndUpdateFrequency>
        <gmd:MD_MaintenanceFrequencyCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_MaintenanceFrequencyCode" codeListValue="asNeeded">asNeeded</gmd:MD_MaintenanceFrequencyCode>
      </gmd:maintenanceAndUpdateFrequency>
      <gmd:maintenanceNote>
        <gco:CharacterString>Metadata are developed, maintained and distributed by NCEI. Updates are performed as needed to maintain currentness.</gco:CharacterString>
      </gmd:maintenanceNote>
      <gmd:contact>
        <gmd:CI_ResponsibleParty>
          <gmd:organisationName>
            <gco:CharacterString>NOAA National Centers for Environmental Information</gco:CharacterString>
          </gmd:organisationName>
          <gmd:role>
            <gmd:CI_RoleCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="custodian">custodian</gmd:CI_RoleCode>
          </gmd:role>
        </gmd:CI_ResponsibleParty>
      </gmd:contact>
    </gmd:MD_MaintenanceInformation>
  </gmd:metadataMaintenance>
  <gmi:acquisitionInformation>
    <gmi:MI_AcquisitionInformation id="AMS">
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_be95">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>clock</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>clock</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>An instrument for measuring time.</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_bed9">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>GPS</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>GPS</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>Global Positioning System receiver

satellite-based instrument used for geo-location, positioning and navigation</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_bebf">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>tide gauge</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>tide gauge</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>a device to measure the tidal height</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_bea1">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>visual analysis</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>visual analysis</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>visual analysis and measurement of sample materials

use visual analysis with observation types of visual estimate and/or visual observation</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_bec2">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>visual estimate</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>visual estimate</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>not an instrument - maybe an observation type</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_bec1">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>visual observation</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>visual observation</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>not an instrument - maybe an observation type</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
    </gmi:MI_AcquisitionInformation>
  </gmi:acquisitionInformation>
</gmi:MI_Metadata>