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            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/4433600b-f323-458a-b295-352f939aab6b" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; OCEAN CHEMISTRY &gt; PH</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/0b513d8c-bfd3-44ee-976e-42757b8375a2" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; OCEAN CHEMISTRY &gt; PHOSPHATE</gmx:Anchor>
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            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/c91c8879-1b29-48e3-b4cd-a238af66cdaf" xlink:actuate="onRequest">EARTH SCIENCE &gt; OCEANS &gt; OCEAN CHEMISTRY &gt; SILICATE</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:URL>https://forum.earthdata.nasa.gov/app.php/tag/GCMD%2BKeywords</gmd:URL>
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                <gco:CharacterString>OCADS Study Type</gco:CharacterString>
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            <gco:CharacterString>Revelle Factor</gco:CharacterString>
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            <gco:CharacterString>Salinity_PSS78</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>Silicate</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>TALK</gco:CharacterString>
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          <gmd:keyword>
            <gco:CharacterString>fCO2_insitu_calculated</gco:CharacterString>
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          <gmd:keyword>
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            <gco:CharacterString>pH_TS_insitu_calculated</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>Provider Variable Abbreviations</gco:CharacterString>
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          <gmd:keyword>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="instrument">instrument</gmd:MD_KeywordTypeCode>
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                <gco:CharacterString>Global Change Master Directory (GCMD) Instrument Keywords</gco:CharacterString>
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                    <gco:Date>2026</gco:Date>
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                      </gmd:address>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
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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:keyword>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://cmr.earthdata.nasa.gov/kms/concept/9972bea3-3817-44e8-9c14-bcda7750d820" xlink:actuate="onRequest">OCEAN &gt; PACIFIC OCEAN &gt; NORTH PACIFIC OCEAN &gt; GULF OF ALASKA</gmx:Anchor>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="place">place</gmd:MD_KeywordTypeCode>
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                <gco:CharacterString>Provider Geographic Names</gco:CharacterString>
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                <gmd:CI_ResponsibleParty>
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                        <gmd:CI_OnlineResource>
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                            <gco:CharacterString>HTTPS</gco:CharacterString>
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                    <gmd:CI_Contact>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
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                            <gmd:URL>https://www.pmel.noaa.gov/</gmd:URL>
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                            <gco:CharacterString>HTTPS</gco:CharacterString>
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                    <gmd:CI_Contact>
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                        <gmd:CI_OnlineResource>
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                            <gco:CharacterString>HTTPS</gco:CharacterString>
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                    <gmd:CI_Contact>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
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                            <gco:CharacterString>HTTPS</gco:CharacterString>
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                            <gco:CharacterString>Institution web page</gco:CharacterString>
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                    <gmd:CI_Contact>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
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                <gmd:CI_ResponsibleParty>
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                  <gmd:organisationName>
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                    <gmd:CI_Contact>
                      <gmd:onlineResource>
                        <gmd:CI_OnlineResource>
                          <gmd:linkage>
                            <gmd:URL>https://www.aoml.noaa.gov/</gmd:URL>
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                            <gco:CharacterString>HTTPS</gco:CharacterString>
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                            <gco:CharacterString>NOAA Atlantic Oceanographic and Meteorological Laboratory (AOML) website</gco:CharacterString>
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                            <gco:CharacterString>Institution web page</gco:CharacterString>
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                <gmd:CI_ResponsibleParty>
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                  <gmd:role>
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              <gmd:presentationForm>
                <gmd:CI_PresentationFormCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_PresentationFormCode" codeListValue="tableDigital">tableDigital</gmd:CI_PresentationFormCode>
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        <gmd:LanguageCode codeList="http://www.loc.gov/standards/iso639-2/php/code_list.php" codeListValue="eng">eng; USA</gmd:LanguageCode>
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      <gmd:topicCategory>
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      <gmd:supplementalInformation gco:nilReason="missing" />
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        <gmd:MD_Distributor>
          <gmd:distributorContact>
            <gmd:CI_ResponsibleParty>
              <gmd:organisationName>
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                <gco:CharacterString>In most cases, electronic downloads of the data are free. However, fees may apply for custom orders, data certifications, copies of analog materials, and data distribution on physical media.</gco:CharacterString>
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              <gmd:orderingInstructions>
                <gco:CharacterString>Contact NCEI for other distribution options and instructions.</gco:CharacterString>
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                    <gco:CharacterString>HTTPS</gco:CharacterString>
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                  <gmd:applicationProfile>
                    <gco:CharacterString>Web browser</gco:CharacterString>
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                  <gmd:name>
                    <gco:CharacterString>Project Metadata</gco:CharacterString>
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                    <gco:CharacterString>Navigate directly to the URL for a descriptive web page with download links.</gco:CharacterString>
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                  <gmd:applicationProfile>
                    <gco:CharacterString>Web browser</gco:CharacterString>
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                  <gmd:name>
                    <gco:CharacterString>NCEI Dataset Landing Page</gco:CharacterString>
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                  <gmd:description>
                    <gco:CharacterString>Navigate directly to the URL for a descriptive web page with download links.</gco:CharacterString>
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                    <gmd:CI_OnLineFunctionCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information">information</gmd:CI_OnLineFunctionCode>
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                  <gmd:protocol>
                    <gco:CharacterString>HTTPS</gco:CharacterString>
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                  <gmd:applicationProfile>
                    <gco:CharacterString>Web browser</gco:CharacterString>
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                  <gmd:name>
                    <gco:CharacterString>Descriptive Information</gco:CharacterString>
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                  <gmd:description>
                    <gco:CharacterString>Navigate directly to the URL for a descriptive web page with download links.</gco:CharacterString>
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                  <gmd:function>
                    <gmd:CI_OnLineFunctionCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information">information</gmd:CI_OnLineFunctionCode>
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                  <gmd:applicationProfile>
                    <gco:CharacterString>Web browser</gco:CharacterString>
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                    <gco:CharacterString>HTTPS</gco:CharacterString>
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                  <gmd:description>
                    <gco:CharacterString>Navigate directly to the URL for data access and direct download.</gco:CharacterString>
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                    <gmd:CI_OnLineFunctionCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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              <gmd:onLine>
                <gmd:CI_OnlineResource>
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                    <gmd:URL>ftp://ftp-oceans.ncei.noaa.gov/nodc/archive/arc0165/0219960/</gmd:URL>
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                  <gmd:protocol>
                    <gco:CharacterString>FTP</gco:CharacterString>
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                  <gmd:applicationProfile>
                    <gco:CharacterString>Any FTP client</gco:CharacterString>
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                  <gmd:name>
                    <gco:CharacterString>FTP</gco:CharacterString>
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                  <gmd:description>
                    <gco:CharacterString>These data are available through the File Transfer Protocol (FTP). FTP is no longer supported by most internet browsers. You may copy and paste the FTP link to the data into an FTP client (e.g., FileZilla or WinSCP).</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Dissolved Inorganic Carbon;
Abbreviation: DIC;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Measured or calculated: measured;
Sampling instrument: Niskin bottle or flow-through system;
Uncertainty: 0.1%;
Researcher name: (multiple);
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Abbreviation: TALK;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Measured or calculated: measured;
Sampling instrument: Niskin bottle or flow-through system;
Uncertainty: 0.2%;
Researcher name: (multiple);
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Abbreviation: pH_TS_measured, TEMP_pH, pH_TS_insitu_measured;
pH scale: Total scale;
Observation type: Profile and discrete sampling;
Measured or calculated: measured;
Sampling instrument: Niskin bottle or flow-through system;
Analyzing instrument: Spectrophotometer;
Temperature of pH measurement: various;
Detailed sampling and analyzing information: pH_TS_insitu_measured was recalculated from its measurement conditions (i.e., pH_TS_measured at TEMP_pH and ambient pressure) using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). TALK was preferentially used as the second carbon parameter. When it was not available, DIC was used. If neither of them was available, TALK derived from salinity with the locally interpolated alkalinity regression (LIARv2) method was used for the adjustment from measurement to in-situ conditions (Carter et al., 2018). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
At what temperature was pH reported: in-situ;
Uncertainty: plus/minus 0.003;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
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Abbreviation: fCO2_insitu_calculated;
Unit: uatm;
Measured or calculated: calculated;
Calculation method and parameters: The carbonate system calculations were conducted using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
Uncertainty: 3%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: pCO2 (fCO2) discrete;
Abbreviation: fCO2_measured, TEMP_fCO2, and fCO2_insitu_measured;
Unit: uatm;
Observation type: Profile and discrete sampling;
Measured or calculated: measured;
Sampling instrument: Niskin bottle;
Detailed sampling and analyzing information: fCO2_insitu_measured was recalculated from its measurement conditions (i.e., fCO2_measured at TEMP_fCO2 and ambient pressure) using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). TALK was preferentially used as the second carbon parameter. When it was not available, DIC was used. If neither of them was available, TALK derived from salinity with the locally interpolated alkalinity regression (LIARv2) method was used for the adjustment from measurement to in-situ conditions (Carter et al., 2018). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
Uncertainty: n/a;
Researcher name: Rik Wanninkhof;
Researcher institution: NOAA Atlantic Oceanographic and Meteorological Laboratory and University of Maimi</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: pH that is calculated from CO2SYS with DIC and TALK;
Abbreviation: pH_TS_insitu_calculated;
Unit: umol/kg;
Observation type: calculated;
Detailed sampling and analyzing information: The carbonate system calculations were conducted using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
Uncertainty: plus/minus 0.01;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: The concentration of carbonate measured from spectrophotometers;
Abbreviation: Carbonatre_measured, TEMP_Carbonate, and Carbonate_insitu_measured;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Detailed sampling and analyzing information: Carbonate_insitu_measured was recalculated from its measurement conditions (Carbonate_measured at TEMP_Carbonate and ambient pressure) using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). TALK was preferentially used as the second carbon parameter. When it was not available, DIC was used. If neither of them was available, TALK derived from salinity with the locally interpolated alkalinity regression (LIARv2) method was used for the adjustment from measurement to in-situ conditions (Carter et al., 2018). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
Uncertainty: 2%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: The concentration of carbonate calculated from the CO2SYS with DIC and TALK;
Abbreviation: Carbonate_insitu_calculated;
Unit: umol/kg;
Observation type: calculated;
Detailed sampling and analyzing information: The carbonate system calculations were conducted using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
Uncertainty: 3%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Aragonite saturation state;
Abbreviation: Aragonite;
Unit: (none);
Observation type: calculated;
Detailed sampling and analyzing information: The carbonate system calculations were conducted using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
Uncertainty: 5%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
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                <gco:CharacterString>Parameter or Variable: Calcite saturation state;
Abbreviation: Calcite;
Unit: (none);
Observation type: calculated;
Detailed sampling and analyzing information: The carbonate system calculations were conducted using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
Uncertainty: 5%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Revelle Factor;
Abbreviation: Revelle Factor;
Unit: (none);
Observation type: calculated;
Detailed sampling and analyzing information: The carbonate system calculations were conducted using the MATLAB version 3.01 (Sharp et al., 2020) of the CO2SYS program (Lewis and Wallace, 1998), with the dissociation constants for carbonic acid of Lueker et al. (2000), bisulfate (HSO4-) of Dickson (1990), hydrofluoric acid (HF) of Perez and Fraga (1987), and with the total borate equations of Lee et al., (2010). When either silicate or phosphate data were unavailable, their mean values during the cruise were used for the calculation. Samples with a salinity of less than 15 were excluded from this calculation, due to the potentially large uncertainties.;
Uncertainty: 1%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Oxygen values measured from sensors mounted on the CTD;
Abbreviation: CTDOXY;
Unit: umol/kg;
Observation type: Profile and continuous sampling;
Uncertainty: 4%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Discrete oxygen measured from Winkler Titration;
Abbreviation: Oxygen;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Uncertainty: 3%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Discrete Oxygen with missing values filled up using CTDOXY values.;
Abbreviation: recommended_Oxygen;
Unit: umol/kg;
Observation type: Profile (discrete and continuous);
Detailed sampling and analyzing information: The “recommended_Oxygen” column was created by preferentially using Oxygen values. In cases when Oxygen values were not available but CTDOXY values with a QC flag of 2 were available, the recommended_Oxygen values were filled up using CTDOXY values.;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Apparent oxygen utilization;
Abbreviation: AOU;
Unit: umol/kg;
Observation type: calculated from recommended_Oxygen and other parameters;
Detailed sampling and analyzing information: Apparent oxygen utilization (AOU) was calculated based on absolute salinity, conservative temperature, latitude, longitude, CTDPRES, and recommended_Oxygen variable using the function “gsw_O2sol” as described in the TEOS-10 (IOC et al., 2010). Oxygen solubility is estimated with the combined equation from Garcia and Gordon (1992).;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Silicate concentration;
Abbreviation: Silicate;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Uncertainty: 5%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Phosphate concentration;
Abbreviation: Phosphate;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Uncertainty: 5%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Nitrate concentration;
Abbreviation: Nitrate;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Detailed sampling and analyzing information: When Nitrate values were not available, but both Nitrate_and_Nitrite and Nitrite values with QC flags of 2 or 6 were available, Nitrate values were calculated by subtracting Nitrite from Nitrate_and_Nitrite.;
Uncertainty: 2%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Nitrite concentration;
Abbreviation: Nitrite;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Uncertainty: 69%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: The concentration of Nitrate plus Nitrite;
Abbreviation: Nitrate_and_Nitrite;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Detailed sampling and analyzing information: When Nitrate_and_Nitrite values were not available, but both Nitrate and Nitrite values with QC flags of 2 or 6 were available, Nitrate_and_Nitrite values were calculated by adding Nitrate and Nitrite concentrations together.;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: The concentration of Nitrate plus Nitrite with missing values filled out from Nitrate;
Abbreviation: recommended_Nitrate_and_Nitrite;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Detailed sampling and analyzing information: The “recommended_Nitrate_and_Nitrite” column was created by preferentially using Nitrate_and_Nitrite values. In cases when Nitrate_and_Nitrite values were not available but Nitrate values with a QC flag of 2 or 6 were available (Nitrite values not available), the Nitrate_and_Nitrite values were assumed to be approximate to the Nitrate values. It can be used as Nitrate (better coverage), because Nitrite concentration is often much lower than Nitrate.;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Ammonium concentration;
Abbreviation: Ammonium;
Unit: umol/kg;
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Uncertainty: 72%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: CTD temperature;
Abbreviation: CTDTEMP_ITS90;
Unit: oC;
Observation type: Profile and continuous sampling;
Sampling instrument: CTD;
Detailed sampling and analyzing information: Some surface samples from a few coastal cruises were collected from flow-through systems onboard research vessels, instead of Niskin bottles. In such cases, the temperature and salinity values were stored in CTDTEMP and CTDSAL, respectively, although they were not measured from sensors mounted on a CTD rosette.;
Uncertainty: plus/minus 0.06 oC;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: CTD salinity on the PSS78 scale;
Abbreviation: CTDSAL_PSS78;
Unit: (none);
Observation type: Profile and continuous sampling;
Sampling instrument: CTD;
Detailed sampling and analyzing information: Some surface samples from a few coastal cruises were collected from flow-through systems onboard research vessels, instead of Niskin bottles. In such cases, the temperature and salinity values were stored in CTDTEMP and CTDSAL, respectively, although they were not measured from sensors mounted on a CTD rosette.;
Uncertainty: 0.02%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Discrete salinity on PSS78 scale;
Abbreviation: Salinity_PSS78;
Unit: (none);
Observation type: Profile and discrete sampling;
Sampling instrument: Niskin bottle;
Uncertainty: 0.01%;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Discrete salinity on PSS78 scale with missing values filled up using CTDSAL_PSS78 values.;
Abbreviation: recommended_Salinity_PSS78;
Unit: (none);
Observation type: Profile (discrete and continuous);
Detailed sampling and analyzing information: The “recommended_Salinity_PSS78” column was created by preferentially using Salinity_PSS78 values. In cases when Salinity_PSS78 values were not available but CTDSAL_PSS78 values with a QC flag of 2 were available, the recommended_Salinity_PSS78 values were filled up using CTDSAL_PSS78 values.;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: CTD pressure;
Abbreviation: CTDPRES;
Unit: dbar;
Observation type: Profile and continuous sampling;
Sampling instrument: CTD;
Detailed sampling and analyzing information: For data collected from the ship’s flow-through system, their pressure or depth values is extracted from the metadata as the depth of the water inlet. When such information is not available, its sampling depth is set to be 5 m.;
Researcher name: (multiple);
Researcher institution: (multiple)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Depth of each sampling level;
Abbreviation: Depth;
Unit: meters;
Observation type: Calculated from CTDPRES;
Detailed sampling and analyzing information: Sampling depth (Depth) and pressure (CTDPRES) were calculated from one another where applicable using the equations of “gsw_z_from_p”, and “gsw_p_from_z”, respectively, from the International Thermodynamic Equation of Seawater 2010 (TEOS-10; IOC et al., 2010). When both values were available, CTDPRES values were preferentially used, and the calculated Depth values were used to replace the original Depth values. For data collected from the ship’s flow-through system, their pressure or depth values is extracted from the metadata as the depth of the water inlet. When such information is not available, its sampling depth is set to be 5 m.;
Researcher name: (multiple);
Researcher institution: (multiple)</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_be58">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>carbon dioxide (CO2) gas analyzer</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>carbon dioxide (CO2) gas analyzer</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>measures gaseous carbon dioxide

Carbon dioxide gas analyzer has often been referred to as LI-COR, because a lot of researchers choose to use products manufactured by LI-COR incorporation for their carbon dioxide measurement. The main component of a carbon dioxide analyzer is a nondispersive infrared (NDIR) spectroscopic sensors to detect CO2 in a gaseous environment by its characteristic absorption.

Carbon dioxide (CO2) gas analyzer works together with carbon dioxide (CO2) equilibrator (insttypes_id 184) to measure carbon dioxide in the water.

To measure water carbon dioxide, water needs to be continuously supplied to a showerhead inside an equilibrator. As the water flows through the equilibrator chamber, dissolved carbon dioxide exchanges quickly with air in the headspace. This air is then sampled by the carbon dioxide analyzer to determine the mole fraction of CO2 in water.</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <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_be48">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>nutrient autoanalyzer</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>nutrient autoanalyzer</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>Laboratory Instrument

Nutrient Autoanalyzer is a generic term describing an automated flow-thru system used to conduct analyses of several different nutrients (nitrate, ammonium, orthophosphate, and silicate) simultaneously from a seawater sample.

For example:
SEAL AutoAnalyzer 3 HR Continuous Segmented Flow Analyzer</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:platform>
        <gmi:MI_Platform id="plat_baae">
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gco:CharacterString>VARIOUS CHARTERED VESSELS</gco:CharacterString>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:description>
            <gco:CharacterString>VARIOUS CHARTERED VESSELS</gco:CharacterString>
          </gmi:description>
          <gmi:instrument gco:nilReason="missing" />
        </gmi:MI_Platform>
      </gmi:platform>
    </gmi:MI_AcquisitionInformation>
  </gmi:acquisitionInformation>
</gmi:MI_Metadata>