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      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
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            <gco:CharacterString>33RO20210613</gco:CharacterString>
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          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>EXPOCODE</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="inapplicable" />
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          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>Ocean Acidification Program (OAP)</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Ocean Carbon and Acidification Data System (OCADS) Project</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="project">project</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Ocean Acidification Search Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="inapplicable" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>Coastal</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="project">project</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Reference Section ID</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="inapplicable" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gco:CharacterString>NOAA Ocean Acidification Observing Network</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>PMEL Sustained Ocean Acidification Large-Scale Survey Observations</gco:CharacterString>
          </gmd:keyword>
          <gmd:type>
            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="project">project</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Research Projects</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="inapplicable" />
            </gmd:CI_Citation>
          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/6eb3919b-85ce-4988-8b78-9d0018fd8089" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; OCEAN CHEMISTRY</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/db5357c9-cc9d-4693-86fe-6bb88555d434" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; OCEAN CHEMISTRY &gt; NITROGEN</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/90aa8838-79bd-4b28-b518-8217e863c385" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; OCEAN CHEMISTRY &gt; OXYGEN</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/dd025312-0d27-44e0-ae05-7cfcc1aa17f0" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; OCEAN PRESSURE &gt; WATER PRESSURE</gmx:Anchor>
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          <gmd:keyword>
            <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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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/007ab607-2ee1-484d-85fb-0bfb89f18c9b" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; SALINITY/DENSITY &gt; DENSITY</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <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>
          </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>
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          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Science Keywords</gco:CharacterString>
              </gmd:title>
              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2026</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <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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                </gmd:CI_Date>
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                <gco:CharacterString>24</gco:CharacterString>
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                      <gmd:address>
                        <gmd:CI_Address>
                          <gmd:city>
                            <gco:CharacterString>Greenbelt</gco:CharacterString>
                          </gmd:city>
                          <gmd:administrativeArea>
                            <gco:CharacterString>MD</gco:CharacterString>
                          </gmd:administrativeArea>
                        </gmd:CI_Address>
                      </gmd:address>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
                          <gmd:linkage>
                            <gmd:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
                          </gmd:linkage>
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                            <gco:CharacterString>HTTPS</gco:CharacterString>
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                            <gco:CharacterString>GCMD Keyword Forum Page</gco:CharacterString>
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        <gmd:MD_Keywords>
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            <gco:CharacterString>Discrete Sample</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Profile</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:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>OCADS Study Type</gco:CharacterString>
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            <gco:CharacterString>CTDOXYGEN_UMOL_KG</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>CTDPRESSURE_DBAR</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>CTDSAL_PSS78</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>CTDTMP_ITS90_DEG_C</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>Pot_density</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d15n_alpha</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d15n_alpha_std</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d15n_beta</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d15n_beta_std</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d15n_bulk</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d15n_bulk_std</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d15n_no3</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d15n_no3_std</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d17o_N2O</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d17o_N2O_std</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d18o_N2O</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d18o_N2O_std</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d18o_no3</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>d18o_no3_std</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>n2o_conc</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>n2o_conc_error</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>sp</gco:CharacterString>
          </gmd:keyword>
          <gmd:keyword>
            <gco:CharacterString>sp_std</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>Provider Variable Abbreviations</gco:CharacterString>
              </gmd:title>
              <gmd:date gco:nilReason="inapplicable" />
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          </gmd:thesaurusName>
        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/01cc0beb-7c9a-40ed-ad86-0661b41aee53" xlink:actuate="onRequest">CTD &gt; Conductivity, Temperature, Depth</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/b79c7e06-cd07-442f-bf12-2019cd71c201" xlink:actuate="onRequest">NISKIN BOTTLES</gmx:Anchor>
          </gmd:keyword>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/fdcfecd6-9731-450e-94e8-5bc4c04e22a2" xlink:actuate="onRequest">OXYGEN METERS &gt; OXYGEN METERS</gmx:Anchor>
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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="instrument">instrument</gmd:MD_KeywordTypeCode>
          </gmd:type>
          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>Global Change Master Directory (GCMD) Instrument Keywords</gco:CharacterString>
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              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
                    <gco:Date>2026</gco:Date>
                  </gmd:date>
                  <gmd:dateType>
                    <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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                      <gmd:address>
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                      </gmd:address>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
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        </gmd:MD_Keywords>
      </gmd:descriptiveKeywords>
      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/1bb21d0f-bf48-42b5-8e09-cc0d58407e4a" xlink:actuate="onRequest">Ships</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="platform">platform</gmd:MD_KeywordTypeCode>
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            <gmd:CI_Citation>
              <gmd:title>
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              <gmd:date>
                <gmd:CI_Date>
                  <gmd:date>
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                  <gmd:dateType>
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                        <gmd:CI_OnlineResource>
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      <gmd:descriptiveKeywords>
        <gmd:MD_Keywords>
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            <gmx:Anchor xlink:href="https://vocab.ices.dk/services/pox/GetCodeDetail/SHIPC/33RO" xlink:actuate="onRequest">Ronald H. Brown (call sign: WTEC, ICES code: 33RO, 1997-)</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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          <gmd:thesaurusName>
            <gmd:CI_Citation>
              <gmd:title>
                <gco:CharacterString>ICES/SeaDataNet Ship Codes</gco:CharacterString>
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              <gmd:date gco:nilReason="inapplicable" />
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                <gco:CharacterString>Parameter or Variable: delta nitrogen-15 alpha;
Abbreviation: d15n_alpha;
Unit: permille;
Observation type: Profile (discrete samples);
Measured or calculated: MEASURED;
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This parameter is the d15N of the alpha (central position) of N2O. N2O sampling was performed at sea using silicone tubing from Niskin bottles into 160 mL borosilicate glass serum bottles (Wheaton). Water was first allowed to flow through the silicone tubing for a few seconds to remove any bubbles from the sampling stream. To begin sampling, sample flow was first paused by pinching the tubing, the tube was then inserted to the bottom of the glass serum bottle, and then flow from the tubing was gradually increased to prevent bubble injection. The glass bottles were filled until overflowing and then allowed to overflow at least two more times. A ~1 mL headspace of air was introduced to the bottle before it was capped with a grey butyl septum. Upon completion of sampling, bottles were immediately poisoned with 100 µL of saturated mercuric chloride solution before the septa were affixed with aluminum crimps. Bottles were mixed by inversion and stored in the dark and at room temperature until analysis. For analysis, a ~50 mL headspace of ultra-high purity nitrogen gas was introduced into each sample bottle. Analytical protocols using a custom on-line purge and trap system followed the methods outlined in McIlvin and Casciotti (2010) with technical updates described in Gluschankoff et al. (2025) that allowed samples to be purged within the sample bottle instead of transferring the seawater sample to a sparging flask. To extract N2O, each sample was purged with high-purity helium gas for 20 minutes at a rate of 60 mL min-1. After passing through a series of chemical and cryogenic traps to isolate and purify the N2O gas, N2O was chromatographically separated from any remaining CO2 and transferred to the IRMS where it was ionized to form N2O+ (m/z 44+, 45+, and 46+) and NO+ fragments (m/z 30+ and 31+), which were analyzed simultaneously using a five-collector array (McIlvin &amp; Casciotti, 2010). Raw N2O data from the IRMS were corrected using pyisotopomer, a streamlined python package (Kelly et al., 2023). Data were normalized to a reference gas, corrected based on N2O quantity, and then underwent a log-log scale normalization to three N2O reference materials. Finally, ‘scrambling coefficients’ were calculated and applied to the data to account for rearrangement of nitrogen atoms that occurs during ionization and fragmentation to produce NO+ ions from the N2O sample (Frame &amp; Casciotti, 2010; Kelly et al., 2021, 2023; Yoshida &amp; Toyoda, 2000).;
Uncertainty: 0.66-1.02 permille. Samples with low N2O concentration typically have greater uncertainty.;
Quality flag convention: N2O_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Method reference: Frame, C. H., &amp; Casciotti, K. L. (2010). Biogeochemical controls and isotopic signatures of nitrous oxide production by a marine ammonia-oxidizing bacterium. Biogeosciences, 7(9), 2695–2709. https://doi.org/10.5194/bg-7-2695-2010 Gluschankoff, N., McGoran, H. J., &amp; Casciotti, K. L. (2025). The Effects of Biogeochemistry and Water Mass Mixing on the Distribution of Nitrous Oxide in the Tropical South Pacific. Global Biogeochemical Cycles, 39(6), e2024GB008267. https://doi.org/10.1029/2024GB008267 Kelly, C. L., Manning, C., Frey, C., Kaiser, J., Gluschankoff, N., &amp; Casciotti, K. L. (2023). Pyisotopomer: A Python package for obtaining intramolecular isotope ratio differences from mass spectrometric analysis of nitrous oxide isotopocules. Rapid Communications in Mass Spectrometry, 37(11), e9513. https://doi.org/10.1002/rcm.9513 Kelly, C. L., Travis, N. M., Baya, P. A., &amp; Casciotti, K. L. (2021). Quantifying Nitrous Oxide Cycling Regimes in the Eastern Tropical North Pacific Ocean With Isotopomer Analysis. Global Biogeochemical Cycles, 35(2), e2020GB006637. https://doi.org/https://doi.org/10.1029/2020GB006637 McIlvin, M. R., &amp; Casciotti, K. L. (2010). Fully automated system for stable isotopic analyses of dissolved nitrous oxide at natural abundance levels. Limnology and Oceanography: Methods, 8(2), 54–66. https://doi.org/https://doi.org/10.4319/lom.2010.8.54 Yoshida, N., &amp; Toyoda, S. (2000). Constraining the atmospheric N2O budget from intramolecular site preference in N2O isotopomers. Nature, 405(6784), 330–334. https://doi.org/10.1038/35012558;
Researcher name: Noah Gluschankoff;
Researcher institution: Stanford University</gco:CharacterString>
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              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta nitrogen-15 alpha standard deviation;
Abbreviation: d15n_alpha_std;
Unit: permille;
Observation type: Profile (discrete samples);
Measured or calculated: CALCULATED;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This variable is the standard deviation of duplicate discrete measurements. Methodology is same as for variable above.</gco:CharacterString>
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              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta nitrogen-15 beta;
Abbreviation: d15n_beta;
Unit: permille;
Observation type: Profile (discrete samples);
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This parameter is the d15N of the beta (outer position) of N2O. Sampling, analysis methodology, and references same as for d15n_alpha (delta nitrogen-15 alpha).;
Uncertainty: 0.80-1.47 permille. Samples with low N2O concentration typically have greater uncertainty.;
Quality flag convention: N2O_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Researcher name: Noah Gluschankoff;
Researcher institution: Stanford University</gco:CharacterString>
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          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta nitrogen-15 beta standard deviation;
Abbreviation: d15n_beta_std;
Unit: permille;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This variable is the standard deviation of duplicate discrete measurements. Methodology is same as for variable above.</gco:CharacterString>
              </gmd:description>
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          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: site preference;
Abbreviation: sp;
Unit: Permille;
Observation type: Profile (discrete samples);
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This parameter is the site preference (d15n_alpha minus d15n_beta) of N2O. Sampling, analysis methodology, and references same as for d15n_alpha (delta nitrogen-15 alpha).;
Uncertainty: 1.09-2.25 permille. Samples with low N2O concentration typically have greater uncertainty.;
Quality flag convention: N2O_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Researcher name: Noah Gluschankoff;
Researcher institution: Stanford University</gco:CharacterString>
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          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: site preference standard deviation;
Abbreviation: sp_std;
Unit: permille;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This variable is the standard deviation of duplicate discrete measurements. Methodology is same as for variable above.</gco:CharacterString>
              </gmd:description>
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              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta nitrogen-15 bulk;
Abbreviation: d15n_bulk;
Unit: permille;
Observation type: Profile (discrete samples);
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This parameter is the average d15N of the alpha (central position) and beta (outer position) of N2O. Sampling, analysis methodology, and references same as for d15n_alpha (delta nitrogen-15 alpha).;
Uncertainty: 0.49-0.58 permille. Samples with low N2O concentration typically have greater uncertainty.;
Quality flag convention: N2O_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Researcher name: Noah Gluschankoff;
Researcher institution: Stanford University</gco:CharacterString>
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          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta nitrogen-15 bulk standard deviation;
Abbreviation: d15n_bulk_std;
Unit: permille;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This variable is the standard deviation of duplicate discrete measurements. Methodology is same as for variable above.;
Quality flag convention: WOCE Flag</gco:CharacterString>
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          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta oxygen-17;
Abbreviation: d17o_N2O;
Unit: permille;
Observation type: Profile (discrete samples);
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This parameter is the d17O of N2O. Sampling, analysis methodology, and references same as for d15n_alpha (delta nitrogen-15 alpha).;
Uncertainty: 1.02;
Quality flag convention: N2O_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Researcher name: Noah Gluschankoff;
Researcher institution: Stanford University</gco:CharacterString>
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          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta oxygen-17 standard deviation;
Abbreviation: d17o_N2O_std;
Unit: permille;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This variable is the standard deviation of duplicate discrete measurements. Methodology is same as for variable above.</gco:CharacterString>
              </gmd:description>
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          </gmd:processStep>
          <gmd:processStep>
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              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta Oxygen-18 - nitrous oxide;
Abbreviation: d18o_N2O;
Unit: permille;
Observation type: Profile (discrete samples);
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This parameter is the d18O of N2O. Sampling, analysis methodology, and references same as for d15n_alpha (delta nitrogen-15 alpha).;
Uncertainty: 0.71-1.10 permille. Samples with low N2O concentration typically have greater uncertainty.;
Quality flag convention: N2O_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Researcher name: Noah Gluschankoff;
Researcher institution: Stanford University</gco:CharacterString>
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              <gmd:description>
                <gco:CharacterString>Parameter or Variable: delta Oxygen-18 - nitrous oxide standard deviation;
Abbreviation: d18o_N2O_std;
Unit: permille;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This variable is the standard deviation of duplicate discrete measurements. Methodology is same as for variable above.</gco:CharacterString>
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          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Nitrous oxide (N2O) concentration;
Abbreviation: n2o_conc;
Unit: nanomoles per liter;
Observation type: Profile (discrete samples);
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: A 50 mL headspace of N2 was introduced into each 160 mL Wheaton glass bottle. Afterward, each sample bottle was weighed to determine the total weight of sample, glass bottle, septum, and crimp. By comparison, an empty glass bottle, septum, and crimp consistently weighed 110 +/- 1 g. Therefore, to determine the seawater sample weight, 110 g was subtracted from the total weight, and the difference was converted to volume (L) using a constant density (1.026 kg L-1) for all seawater samples with salinity &gt;30. For samples with salinities &lt;30, sample-specific densities were calculated using the Gibbs-SeaWater (GSW) Toolbox (T. J. McDougall &amp; Barker, 2011) and used to calculate sample volume. The quantity of N2O in each sample (nanomoles) was calculated using the integrated m/z=44 peak area in Volt-seconds (Vs) from the IRMS, multiplied by an empirically derived conversion factor of 0.460 ± 0.042 nmol (Vs)-1. Determining N2O concentrations using IRMS relies on robust calibration, but is a routine procedure that has been applied across multiple laboratories (e.g., Bourbonnais et al., 2023; Frey et al., 2024). In this study, the conversion factor was determined nine separate times throughout the timeframe of analyses (November 2022 – April 2024) to ensure no significant shifts in instrument sensitivity occurred. Finally, the quantity of N2O was divided by the volume of sample analyzed to determine the N2O concentration in nmol L-1. The N2O concentration error was determined using the uncertainty in the nmol (Vs)-1 conversion factor described above.;
Quality flag convention: N2O_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Method reference: McIlvin, M. R., &amp; Casciotti, K. L. (2010). Fully automated system for stable isotopic analyses of dissolved nitrous oxide at natural abundance levels. Limnology and Oceanography: Methods, 8(2), 54–66. https://doi.org/https://doi.org/10.4319/lom.2010.8.54; Gluschankoff, N., McGoran, H. J., &amp; Casciotti, K. L. (2025). The Effects of Biogeochemistry and Water Mass Mixing on the Distribution of Nitrous Oxide in the Tropical South Pacific. Global Biogeochemical Cycles, 39(6), e2024GB008267. https://doi.org/10.1029/2024GB008267; Bourbonnais, A., Chang, B. X., Sonnerup, R. E., Doney, S. C., &amp; Altabet, M. A. (2023). Marine N2O cycling from high spatial resolution concentration, stable isotopic and isotopomer measurements along a meridional transect in the eastern Pacific Ocean. Frontiers in Marine Science, 10. https://www.frontiersin.org/articles/10.3389/fmars.2023.1137064; Frey, C., Tang, W., Ward, B. B., &amp; Lehmann, M. F. (2024). Sample preservation methods for nitrous oxide concentration and isotope ratio measurements in aquatic environments. Limnology and Oceanography: Methods, 22(10), 771–788. https://doi.org/10.1002/lom3.10638; McDougall, T. J., &amp; Barker, P. M. (2011). Getting started with TEOS-10 and the Gibbs Seawater (GSW) Oceanographic Toolbox. Trevor J McDougall.;
Researcher name: Noah Gluschankoff;
Researcher institution: Stanford University</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Calculated uncertainty nitrous oxide (N2O) concentration;
Abbreviation: n2o_conc_error;
Unit: nanomoles per liter;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: Methodology and references same as n2o concentration measurement above. The N2O concentration error was determined using the uncertainty in the nmol (Vs)-1 conversion factor described above.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: nitrate delta oxygen-18;
Abbreviation: d18o_no3;
Unit: permille;
Observation type: Profile (discrete samples);
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This parameter is the d18O of NO3. Sampling for NO3- isotopes first involved triple rinsing and then filling 500 mL polycarbonate Nalgene bottles using silicone tubing from the same Niskin bottles sampled for N2O. After the bottles were filled, they were returned to the lab where a 60 mL plastic syringe was triple rinsed with seawater sample and passed through a 0.2 µm Sterivex filter before finally filtering seawater into a 60 mL HDPE bottles. This last step was repeated for each Niskin bottle sampled, resulting in two 60 mL subsamples per depth. Sample bottles were filled to the shoulder and then immediately frozen and stored upright at -20ºC. Samples remained frozen until preparation for analysis. The δ15N and δ18O of NO3- were determined using the ‘denitrifier method’, where sufficient [NO3-] was observed, typically above 0.3 µmol kg-1. Briefly, NO3- samples were converted to N2O followed by isotopic analysis on a Thermo Fisher Delta V Plus IRMS (Casciotti et al., 2002; McIlvin &amp; Casciotti, 2011; Sigman et al., 2001; Weigand et al., 2016). Six aliquots of the NO3- isotope calibration standards USGS 32, 34, and 35 were analyzed alongside each batch of samples to correct for drift and blanks. Samples with NO2- concentrations greater than 1% of the sum of [NO3- ] and [NO2-] were treated with sulfamic acid to remove NO2- before the denitrifier method was performed (Granger &amp; Sigman, 2009). Samples were analyzed in duplicate, and the mean sample replicate standard deviation for δ18O-NO3- and δ15N-NO3- were 0.27‰ and 0.21‰, respectively.;
Uncertainty: 0.27;
Quality flag convention: no3_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Method reference: Casciotti, K. L., Sigman, D. M., Hastings, M. G., Böhlke, J. K., &amp; Hilkert, A. (2002). Measurement of the Oxygen Isotopic Composition of Nitrate in Seawater and Freshwater Using the Denitrifier Method. Analytical Chemistry, 74(19), 4905–4912. https://doi.org/10.1021/ac020113w; Granger, J., &amp; Sigman, D. M. (2009). Removal of nitrite with sulfamic acid for nitrate N and O isotope analysis with the denitrifier method. Rapid Communications in Mass Spectrometry, 23(23), 3753–3762. https://doi.org/10.1002/rcm.4307; McIlvin, M. R., &amp; Casciotti, K. L. (2011). Technical Updates to the Bacterial Method for Nitrate Isotopic Analyses. Analytical Chemistry, 83(5), 1850–1856. https://doi.org/10.1021/ac1028984; Sigman, D. M., Casciotti, K. L., Andreani, M., Barford, C., Galanter, M., &amp; Böhlke, J. K. (2001). A Bacterial Method for the Nitrogen Isotopic Analysis of Nitrate in Seawater and Freshwater. Analytical Chemistry, 73(17), 4145–4153. https://doi.org/10.1021/ac010088e; Weigand, M. A., Foriel, J., Barnett, B., Oleynik, S., &amp; Sigman, D. M. (2016). Updates to instrumentation and protocols for isotopic analysis of nitrate by the denitrifier method. Rapid Communications in Mass Spectrometry, 30(12), 1365–1383. https://doi.org/10.1002/rcm.7570;
Researcher name: Noah Gluschankoff; Jen Karolewski;
Researcher institution: Stanford University</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: nitrate delta oxygen-18 standard deviation;
Abbreviation: d18o_no3_std;
Unit: permille;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This value represents a calculated standard deviation value for duplicate measurements of the variable above.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: nitrate delta oxygen-18;
Abbreviation: d15n_no3;
Unit: permille;
Observation type: Profile (discrete samples);
Sampling instrument: Niskin bottle;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This parameter is the d15N of NO3. Sampling, analysis, and methodology same as for no3_d18o.;
Uncertainty: 0.21;
Quality flag convention: no3_FLAG; WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.;
Researcher name: Noah Gluschankoff; Jen Karolewski;
Researcher institution: Stanford University</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: nitrate delta nitrogen-15 standard deviation;
Abbreviation: d15n_no3_std;
Unit: permille;
Analyzing instrument: Thermo Fisher Delta V plus IRMS;
Detailed sampling and analyzing information: This value represents a calculated standard deviation value for duplicate measurements of the variable above.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Sigma-theta (Potential density anomaly);
Abbreviation: Pot_density;
Unit: kg per m3;
Detailed sampling and analyzing information: Potential density anomaly (σθ = potential density minus 1000 kg m-3) was calculated using the python GSW toolbox.;
Method reference: McDougall, T. J., &amp; Barker, P. M. (2011). Getting started with TEOS-10 and the Gibbs Seawater (GSW) Oceanographic Toolbox. Trevor J McDougall.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: CTD temperature, ITS-90 scale;
Abbreviation: CTDTMP_ITS90_DEG_C;
Unit: °C;
Detailed sampling and analyzing information: We refer data users to the primary dataset for this cruise for CTD metadata information. CTD salinity, temperature, oxygen, and density are included for data users to conduct their own calculations with this dataset. https://www.ncei.noaa.gov/data/oceans/ncei/ocads/metadata/0260718.html</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: CTD salinity;
Abbreviation: CTDSAL_PSS78;
Unit: 1978 Practical Salinity Scale;
Detailed sampling and analyzing information: We refer data users to the primary dataset for this cruise for CTD metadata information. CTD salinity, temperature, oxygen, and density are included for data users to conduct their own calculations with this dataset. https://www.ncei.noaa.gov/data/oceans/ncei/ocads/metadata/0260718.html;
Quality flag convention: CTDSAL_flag, WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: CTD Oxygen;
Abbreviation: CTDOXYGEN_UMOL_KG;
Unit: micromoles/kg;
Detailed sampling and analyzing information: We refer data users to the primary dataset for this cruise for CTD metadata information. CTD salinity, temperature, oxygen, and density are included for data users to conduct their own calculations with this dataset. https://www.ncei.noaa.gov/data/oceans/ncei/ocads/metadata/0260718.html;
Quality flag convention: CTDOXY_flag, WOCE quality control flags are used: 2 = good value, 3 = questionable value, 4 = bad value, 5 = value not reported, 6 = mean of replicate measurements, 9 = sample not drawn.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: CTD pressure;
Abbreviation: CTDPRESSURE_DBAR;
Unit: decibars;
Detailed sampling and analyzing information: We refer data users to the primary dataset for this cruise for CTD metadata information. CTD salinity, temperature, oxygen, and density are included for data users to conduct their own calculations with this dataset. https://www.ncei.noaa.gov/data/oceans/ncei/ocads/metadata/0260718.html</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_bee7">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>CTD</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>CTD</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>Conductivity-Temperature-Depth probe</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_be3d">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>Niskin bottle</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>Niskin bottle</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>Device for obtaining samples of seawater at a specific depth

Why special entry for Niskin bottle but no entry for Nansen bottle?</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_bef4">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>oxygen sensor</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>oxygen sensor</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>Any instrument that measures oxygen content in a compound.</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_bea4">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>salinometer</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>salinometer</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>generic salinometer

use salinometer when the instrument type used is unclear but the data include salinity measurements</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_be41">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>temperature sensor</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>temperature sensor</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>A sensor used to measure temperature.</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:platform>
        <gmi:MI_Platform id="plat_9c5b">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>NOAA Ship Ronald H. Brown</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:description>
            <gco:CharacterString>Updated information from ICES for UNITED STATES platform

Ronald H. Brown
Flag : UNITED STATES - US (ISO Country Code)
Call Sign : WTEC
Title : NOAA Ship
Platform Class : Research vessel
IMO : 9105786
Pennant : R 104
Commissioned Date : 1997-07-19
Current Length : 83.5
Built : 1997
Information Source : http://www.moc.noaa.gov/rb/index.html (URL)
Lloyds URL : http://www.seasearcher.com/lmiu/vessels/overview.htm?vesselID=277516

*General Comments:*
Name RESEARCHER II planned during build was never used.</gco:CharacterString>
          </gmi:description>
          <gmi:instrument gco:nilReason="missing" />
        </gmi:MI_Platform>
      </gmi:platform>
    </gmi:MI_AcquisitionInformation>
  </gmi:acquisitionInformation>
</gmi:MI_Metadata>