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            <gco:CharacterString>Cite this dataset as: Wallschuss, S., Granger, J., Bourbonnais, A., Flynn, R., Burger, J., Pillay, K., Fawcett, S. E. (2025) Nutrient, CTD Profile, and Nitrous oxide data from the Southern Benguela Upwelling System (Integrated Environmental Programme, February 2017). Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2025-08-12 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.969121.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>N2O isotopes in the Southern Benguela Upwelling System, February 2017 Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;Seawater samples were collected during a South African Department of Forestry, Fisheries and Environment (DFFE) Integrated Ecosystem Programme cruise aboard the &amp;lt;em&amp;gt;FRV Mirabilis&amp;lt;/em&amp;gt; in February 2017 along 14 stations across the St Helena Bay Monitoring Line (~32.5°S) and the Columbine upwelling cell. Hydrographic profiles were obtained using a Sea-Bird SBE 911 CTD with oxygen sensors and 12 x 6-liter (L) Niskin bottles. Oxygen sensors were calibrated against discrete Winkler titrations. Seawater for nutrient analysis (NO₃⁻+NO₂⁻, NO₂⁻, PO₄³⁻, Si(OH)₄) was collected following GO-SHIP protocols, frozen at -20 degrees Celsius (°C), and analyzed using flow injection analysis (FIA) and manual colorimetric methods. NH₄⁺ was determined fluorometrically using OPA derivatization immediately after collection.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;N₂O samples were collected in 125-milliliter (mL) gas-tight glass bottles, preserved with saturated HgCl₂, and stored inverted at room temperature. Concentrations and isotopic compositions (δ¹⁵N-N₂O and δ¹⁸O-N₂O) were determined using a continuous-flow isotope ratio mass spectrometer (CF-MC-IRMS) following Bourbonnais et al. (2017) and McIlvin &amp;amp;amp; Casciotti (2011). Calibration included internal seawater standards and N₂O reference gases spanning a wide isotopic range. Derived variables include apparent oxygen utilization (AOU), N-deficit (based on AOU–NO₃⁻ stoichiometry), and N₂O saturation disequilibrium (ΔN₂O), with equilibrium concentrations estimated from Weiss &amp;amp;amp; Price (1980) using atmospheric N₂O histories from Liu &amp;amp;amp; Tanhua (2024).&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/960021.rdf" xlink:title="OCE-2241432" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-2241432 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=2241432</gmx:Anchor>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/960029.rdf" xlink:title="OCE-2241433" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-2241433 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=2241433</gmx:Anchor>
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Nitrous oxide is a long-lived and powerful greenhouse gas. It is also a driver of ozone depletion in the stratosphere. Natural sources of nitrous oxide include production by bacteria through processes called nitrification and denitrification. The ocean is a major source of nitrous oxide to the atmosphere, and areas of high biological productivity like eastern boundary upwelling systems have been shown to generate particularly high nitrous oxide emissions to the atmosphere. The Southern Benguela Upwelling System (SBUS) is arguably the most productive eastern boundary upwelling system, yet there are no published measurements of nitrous oxide from this region. In addition, the relative importance of the major biological pathways of nitrous oxide production in the SBUS is not well established. A team of scientists from the University of Connecticut and the University of South Carolina will investigate nitrous oxide cycling in the SBUS, estimate nitrous oxide fluxes to the atmosphere, and explore what drives changes in nitrous oxide cycling across seasons and in different locations. This study will improve understanding of an important greenhouse gas and how its cycling might change in response to changing ocean conditions. Funding from the proposed work will sponsor the training of a graduate student at the University of Connecticut and an undergraduate student at the University of South Carolina. It will also provide a postdoctoral fellow the opportunity to apply computational skills in regional modeling and machine learning, offering preparation for a career in academia or industry. The project will contribute to undergraduate education and communication of climate change science to the general public and policymakers through the incorporation of the study methodology into an undergraduate Service Learning course at the University of Connecticut.&lt;/p&gt;
&lt;p&gt;This work seeks to provide estimates of the regional flux of nitrous oxide to the atmosphere, to examine seasonal dynamics, to assess the biological pathways to nitrous oxide production and consumption, and to query regional and large scale forcings on nitrous oxide dynamics in the SBUS. To this end, the team will (a) measure nitrous oxide concentrations in samples collected in the SBUS during seasonal surveys, measure surface nitrous oxide continuously underway, and derive robust estimates of the sea-to-air flux of nitrous oxide from coincident windspeed; (b) query nitrous oxide production and consumption pathways from measurements of the nitrogen and oxygen isotope ratios of nitrous oxide and nitrate, and investigate environmental correlates of nitrous oxide cycling; (c) develop regional machine learning models for nitrous oxide from these measurements to investigate environmental drivers of seasonal and inter-annual nitrous oxide dynamics, predicting nitrous oxide in the SBUS with historical data and with hydrographic fields derived from a regional dynamical ocean model. The work will give insights into pathways of nitrous oxide production and consumption in an eastern boundary upwelling system bounded by a broad continental shelf – contrasting the greater body of knowledge obtained from active margins. The statistical nitrous oxide models borne of machine learning will ultimately serve to predict nitrous oxide from climate projections of the SBUS, and to anticipate the regional response of nitrous oxide to global ocean de-oxygenation.&lt;/p&gt;
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                <gco:CharacterString>&amp;lt;p&amp;gt;Seawater samples were collected during a South African Department of Forestry, Fisheries and Environment (DFFE) Integrated Ecosystem Programme cruise aboard the &amp;lt;em&amp;gt;FRV Mirabilis&amp;lt;/em&amp;gt; in February 2017 along 14 stations across the St Helena Bay Monitoring Line (~32.5°S) and the Columbine upwelling cell. Hydrographic profiles were obtained using a Sea-Bird SBE 911 CTD with oxygen sensors and 12 x 6-liter (L) Niskin bottles. Oxygen sensors were calibrated against discrete Winkler titrations. Seawater for nutrient analysis (NO₃⁻+NO₂⁻, NO₂⁻, PO₄³⁻, Si(OH)₄) was collected following GO-SHIP protocols, frozen at -20 degrees Celsius (°C), and analyzed using flow injection analysis (FIA) and manual colorimetric methods. NH₄⁺ was determined fluorometrically using OPA derivatization immediately after collection.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;N₂O samples were collected in 125-milliliter (mL) gas-tight glass bottles, preserved with saturated HgCl₂, and stored inverted at room temperature. Concentrations and isotopic compositions (δ¹⁵N-N₂O and δ¹⁸O-N₂O) were determined using a continuous-flow isotope ratio mass spectrometer (CF-MC-IRMS) following Bourbonnais et al. (2017) and McIlvin &amp;amp;amp; Casciotti (2011). Calibration included internal seawater standards and N₂O reference gases spanning a wide isotopic range. Derived variables include apparent oxygen utilization (AOU), N-deficit (based on AOU–NO₃⁻ stoichiometry), and N₂O saturation disequilibrium (ΔN₂O), with equilibrium concentrations estimated from Weiss &amp;amp;amp; Price (1980) using atmospheric N₂O histories from Liu &amp;amp;amp; Tanhua (2024).&amp;lt;/p&amp;gt;</gco:CharacterString>
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                  <gco:CharacterString>- Imported original file &amp;quot;Wallschuss_data.xlsx&amp;quot; into the BCO-DMO system.
- Marked &amp;quot;#N/A&amp;quot; as a missing data value (note that missing data are empty/blank in the final CSV file).
- Renamed fields to comply with BCO-DMO naming conventions.
- Converted Date column to YYYY-MM-DD format.
- Created date-time column in ISO 8601 format.
- Saved the final file as &amp;quot;969121_v1_n2o_isotopes.csv&amp;quot;.</gco:CharacterString>
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                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/591.rdf" xlink:title="CTD Sea-Bird SBE 911plus" xlink:actuate="onRequest">Sea-Bird Electronics SBE 911plus CTD system</gmx:Anchor>
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                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/956070.rdf" xlink:title="GV Instruments IsoPrime Isotope Ratio Mass Spectrometer" xlink:actuate="onRequest">GV Instruments IsoPrime Continuous Flow Multi-Collector Isotope Ratio Mass Spectrometer (CF-MC-IRMS)</gmx:Anchor>
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                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/893310.rdf" xlink:title="Lachat QuikChem 8500 flow injection analysis system" xlink:actuate="onRequest">Lachat QuickChem® 8500 Series 2</gmx:Anchor>
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            <gco:CharacterString>PI Supplied Instrument Name: Lachat QuickChem® 8500 Series 2 PI Supplied Instrument Description:Flow Injection Autoanalyzer: Lachat QuickChem® 8500 Series 2, used for nitrate + nitrite (NO₃⁻+NO₂⁻) and silicic acid (Si(OH)₄) analysis. Standards and a certified reference material (JAMSTEC) were used for drift correction and validation. Instrument Name: Lachat QuikChem 8500 flow injection analysis system Instrument Short Name:QuikChem 8500   Instrument Description: The Lachat QuikChem 8500 Series 2 Flow Injection Analysis System features high sample throughput and simple, but rapid, method changeover. The QuikChem 8500 Series 2 system maximises productivity in determining ionic species in a variety of sample types, from sub-ppb to percent concentrations. Analysis takes 20 to 60 seconds, with a sample throughput of 60 to 120 samples per hour.</gco:CharacterString>
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            <gco:CharacterString>PI Supplied Instrument Name: 6-L Niskin bottles PI Supplied Instrument Description:CTD Rosette: Sea-Bird Electronics SBE 911plus CTD system equipped with a Sea-Bird SBE 43 dissolved oxygen sensor and a 12-bottle rosette sampler (12 × 6-L Niskin bottles). Temperature and conductivity sensors were calibrated annually by the manufacturer. The oxygen sensor was calibrated against discrete Winkler titration measurements. Instrument Name: Niskin bottle Instrument Short Name:Niskin bottle   Instrument Description: A Niskin bottle (a next generation water sampler based on the Nansen bottle) is a cylindrical, non-metallic water collection device with stoppers at both ends. The bottles can be attached individually on a hydrowire or deployed in 12, 24, or 36 bottle Rosette systems mounted on a frame and combined with a CTD. Niskin bottles are used to collect discrete water samples for a range of measurements including pigments, nutrients, plankton, etc. Community Standard Description: http://vocab.nerc.ac.uk/collection/L22/current/TOOL0412/</gco:CharacterString>
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