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            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/dataset/969915.rdf" xlink:actuate="onRequest">Concentration of labile dissolved zinc (dZn) from trace metal clean samples collected on the  GEOTRACES GP17 expedition across the South Pacific and Southern Oceans in December 2022 to January 2023 on the R/V Revelle (RR2214)</gmx:Anchor>
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            <gco:CharacterString>Cite this dataset as: Hawco, N. J. (2025) Concentration of labile dissolved zinc (dZn) from trace metal clean samples collected on the  GEOTRACES GP17 expedition across the South Pacific and Southern Oceans in December 2022 to January 2023 on the R/V Revelle (RR2214). Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2025-07-30 [if applicable, indicate subset used]. http://lod.bco-dmo.org/id/dataset/969915 [access date]</gco:CharacterString>
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        <gco:CharacterString>GP17 Labile Zn Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sampling on GP17-OCE:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Clean seawater samples were collected using a GEOTRACES CTD carousel outfitted with 24, 12-liter (L) GoFlo bottles (General Oceanics). Additional samples were collected at 3 meters (m) depth using a surface tow-fish that was operated while the ship was underway. For more information about sampling regimes, see the BCO-DMO project page for the GP17 expedition (&amp;lt;a href=&amp;quot;https://www.bco-dmo.org/project/905972&amp;quot; target=&amp;quot;_blank&amp;quot;&amp;gt;https://www.bco-dmo.org/project/905972&amp;lt;/a&amp;gt;) or the GP17-OCE cruise report (linked therein).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Prior to the cruise, 250 milliliters (mL) fluorinated polyethylene (FLPE) bottles were rinsed in citranox detergent for 24 hours and then allowed to soak for 1 week in ca. 10% hydrochloric acid. After each step, bottles were rinsed several times in ultrapure (18.2 mega-ohm cm-1) water and cleaned bottles were stored, double-bagged when not in use. Sample bottles were triple-rinsed and then filled with seawater filtered through a 0.8 / 0.2 micrometer (um) capsule filter (Acropak) in a trace-metal-clean sampling van. Samples were stored at 4 degrees Celsius prior to analysis at sea.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Analytical methods:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
A high-throughput electrochemical system was utilized at sea to measure labile dissolved zinc This system consisted of a Metrohm 858 sample processor, Metrohm 800 Dosino burettes, a mercury working electrode and 663 electrode stand, and an Autolab PG101 Potentiostat. The working electrode was set within a PFA analysis cup with a Ag/AgCl reference electrode and glassy carbon counter-electrode. Standard additions of Zn were added using a 2 mL Metohrm 800 Dosino. Sample was loaded into the analysis cup via a 5 mL Metrohm Dosino 800 buret. The cup was rinsed via a set of peristaltic pumps (Metrohm 843) with non-contaminated, filtered seawater collected from the underway tow-fish system. All operations were conducted in NOVA 12.X software.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To prepare for analysis, 12 mL of samples were transferred to conditioned perfluoroalkoxy alkane (PFA) vials and amended with a 7.5 mm borate buffer (pH = 8.1) and 108 uM ammonium pyrrolidine dithiocarbamate (APDC) and allowed to equilibrate for 8-16 hours. At a Zn binding strength of 10^8.4 for a the Zn(PDC)&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt; complex, the equivalent 'alpha' value for this competitive ligand exchange experiments is 2.95 relative to Zn' (in other words, 75% of unchelated or weakly chelated Zn would be bound to PDC; a strong ligand at 1 nanomolar (nM) concentration with a binding constant of 10^9.5 would compete equally with PDC). After this incubation period, the vials were moved to an autosampler and 10 mL was loaded into the analysis cup and the concentration of the electroactive Zn(PDC)&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt; complex was determined by cathodic stripping voltammetry using a hanging drop mercury electrode.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;The voltammetric protocol consisted of an initial, 150 second purge with high purity N2 gas, followed by 7 measurement cycles consisting of 1) an additional 30 seconds purge, 2) a 120 seconds adsorption period at -0.6 volts (V), 3), a brief, 10 second quiescent period, and 4) a linear sweep between -0.6 V to -1.3 V at a speed of 10 volts per second (V/s). The Zn reduction peak was identified at -1.1 V and quantified by measuring peak area over a linearly-interpolated baseline. For the first 3 cycles, the background Zn was measured. The final 4 cycles consisted of successive and automated standard additions (2 nM for nearly all samples) to determine sample-specific Zn sensitivity. The concentration of labile dissolved Zn was determined by the mean of the peak area of the background Zn, divided by the sensitivity.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Analytical Performance:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
For all samples measured, median R2 for linear regression of standard additions was 0.996 and the median relative standard deviation of the triplicate baseline scans was 4.5%. An analysis blank of 0.2 nM was subtracted, reflecting the input of Zn from reagents and electrochemical noise.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Performance of the electrochemical system was assessed by in-house standards. For high concentrations, a batch of seawater collected at 1000 m was analyzed throughout the cruise (5.32 +/- 0.51 nM; n = 52). For low concentrations, a sample from the upper water column of Station ALOHA was measured to be 1.12 +/- 0.36 (n = 61).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To assess accuracy, we measured the Zn concentration with the SAFe D2 standard after neutralizing the pH with ammonium hydroxide and a larger addition of borate buffer. We found a mean value of 6.98 +/- 0.62 nM, which overlaps with the reported &amp;quot;consensus&amp;quot; value for this sample (7.43 +/- 0.25 nM).&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/931809.rdf" xlink:title="OCE-2049151" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-2049151 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=2049151</gmx:Anchor>
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                            <gco:CharacterString>GEOTRACES is a SCOR sponsored program; and funding for program infrastructure development is provided by the U.S. National Science Foundation.
GEOTRACES gained momentum following a special symposium, S02: Biogeochemical cycling of trace elements and isotopes in the ocean and applications to constrain contemporary marine processes (GEOSECS II), at a 2003 Goldschmidt meeting convened in Japan. The GEOSECS II acronym referred to the Geochemical Ocean Section Studies To determine full water column distributions of selected trace elements and isotopes, including their concentration, chemical speciation, and physical form, along a sufficient number of sections in each ocean basin to establish the principal relationships between these distributions and with more traditional hydrographic parameters;
* To evaluate the sources, sinks, and internal cycling of these species and thereby characterize more completely the physical, chemical and biological processes regulating their distributions, and the sensitivity of these processes to global change; and
* To understand the processes that control the concentrations of geochemical species used for proxies of the past environment, both in the water column and in the substrates that reflect the water column.

GEOTRACES will be global in scope, consisting of ocean sections complemented by regional process studies. Sections and process studies will combine fieldwork, laboratory experiments and modelling. Beyond realizing the scientific objectives identified above, a natural outcome of this work will be to build a community of marine scientists who understand the processes regulating trace element cycles sufficiently well to exploit this knowledge reliably in future interdisciplinary studies.
Expand &quot;Projects&quot; below for information about and data resulting from individual US GEOTRACES research projects.</gco:CharacterString>
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                  <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/project/905972.rdf" xlink:title="Project" xlink:actuate="onRequest">US GEOTRACES GP17 Section: South Pacific and Southern Ocean (GP17-OCE)</gmx:Anchor>
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                            <gco:CharacterString>&lt;p&gt;The U.S. GEOTRACES GP17-OCE expedition departed Papeete, Tahiti (French Polynesia) on December 1st, 2022 and arrived in Punta Arenas, Chile on January 25th, 2023. The cruise took place in the South Pacific and Southern Oceans aboard the R/V Roger Revelle (cruise ID RR2214) with a team of 34 scientists lead by Ben Twining (Chief Scientist), Jessica Fitzsimmons and Greg Cutter (Co-Chief Scientists). GP17 was planned as a two-leg expedition, with its first leg (GP17-OCE) as a southward extension of the 2018 GP15 Alaska-Tahiti expedition and a second leg (GP17-ANT; December 2023-January 2024) into coastal and shelf waters of Antarctica's Amundsen Sea.&lt;/p&gt;
&lt;p&gt;The South Pacific and Southern Oceans sampled by GP17-OCE play critical roles in global water mass circulation and associated global transfer of heat, carbon, and nutrients. Specific oceanographic regions of interest for GP17-OCE included: the most oligotrophic gyre in the global ocean, the Antarctic Circumpolar Current (ACC) frontal region, the previously unexplored Pacific- Antarctic Ridge, the Pacific Deep Water (PDW) flow along the continental slope of South America, and the continental margin inputs potentially emanating from South America.&lt;/p&gt;
&lt;p&gt;Further information is available on the &lt;a href=&quot;https://usgeotraces.ldeo.columbia.edu/content/gp17-oce&quot; target=&quot;_blank&quot;&gt;US GEOTRACES website&lt;/a&gt; and in the &lt;a href=&quot;https://www.bodc.ac.uk/resources/inventories/cruise_inventory/reports/rogerrevelle_rr2214.pdf&quot; target=&quot;_blank&quot;&gt;cruise report&lt;/a&gt; (PDF).&lt;/p&gt;
&lt;p&gt;&lt;em&gt;NSF Project Title:&lt;/em&gt; Collaborative Research: Management and Implementation of US GEOTRACES GP17 Section: South Pacific and Southern Ocean (GP17-OCE)&lt;/p&gt;
&lt;p&gt;&lt;em&gt;NSF Award Abstract:&lt;/em&gt;&lt;br /&gt;
This award will support the management and implementation of a research expedition from Tahiti to Chile that will enable sampling for a broad suite of trace elements and isotopes (TEI) across oceanographic regions of importance to global nutrient and carbon cycling as part of the U.S. GEOTRACES program. GEOTRACES is a global effort in the field of Chemical Oceanography, the goal of which is to understand the distributions of trace elements and their isotopes in the ocean. Determining the distributions of these elements and isotopes will increase understanding of processes that shape their distributions, such as ocean currents and material fluxes, and also the processes that depend on these elements, such as the growth of phytoplankton and the support of ocean ecosystems. The proposed cruise will cross the South Pacific Gyre, the Antarctic Circumpolar Current, iron-limited Antarctic waters, and the Chilean margin. In combination with a proposed companion GEOTRACES expedition on a research icebreaker (GP17-ANT) that will be joined by two overlapping stations, the team of investigators will create an ocean section from the ocean's most nutrient-poor waters to its highly-productive Antarctic polar region - a region that plays an outsized role in modulating the global carbon cycle. The expedition will support and provide management infrastructure for additional participating science projects focused on measuring specific external fluxes and internal cycling of TEIs along this section.&lt;/p&gt;
&lt;p&gt;The South Pacific Gyre and Pacific sector of the Southern Ocean play critical roles in global water mass circulation and associated global transfer of heat, carbon, and nutrients, but they are chronically understudied for TEIs due to their remote locale. These are regions of strong, dynamic fronts where sub-surface water masses upwell and subduct, and biological and chemical processes in these zones determine nutrient stoichiometries and tracer concentrations in waters exported to lower latitudes. The Pacific sector represents an end member of extremely low external TEI surface fluxes and thus an important region to constrain inputs from the rapidly-changing Antarctic continent. Compared to other ocean basins, TEI cycling in these regions is thought to be dominated by internal cycling processes such as biological uptake, regeneration, and scavenging, and these are poorly represented in global ocean models. The cruise will enable funded investigators to address research questions such as: 1) what are relative rates of external TEI fluxes to this region, including dust, sediment, hydrothermal, and cryospheric fluxes? 2) What are the (micro) nutrient regimes that support productivity, and what impacts do biomass accumulation, export, and regeneration have on TEI cycling and stoichiometries of exported material? 3) What are TEI and nutrient stoichiometries of subducting water masses, and how do scavenging and regeneration impact these during transport northward? This management project has several objectives: 1) plan and coordinate a 55-day research cruise in 2021-2022; 2) use both conventional and trace-metal 'clean' sampling systems to obtain TEI samples, as well as facilitate sampling for atmospheric aerosols and large volume particles and radionuclides; 3) acquire hydrographic data and samples for salinity, dissolved oxygen, algal pigments, and macro-nutrients; and deliver these data to relevant repositories; 4) ensure that proper QA/QC protocols, as well as GEOTRACES intercalibration protocols, are followed and reported; 5) prepare the final cruise report to be posted with data; 6) coordinate between all funded cruise investigators, as well as with leaders of proposed GP17-ANT cruise; and 7) conduct broader impact efforts that will engage the public in oceanographic research using immersive technology. The motivations for and at-sea challenges of this work will be communicated to the general public through creation of immersive 360/Virtual Reality experiences, via a collaboration with the Texas A&amp;amp;M University Visualization LIVE Lab. Through Virtual Reality, users will experience firsthand what life and TEI data collection at sea entail. Virtual reality/digital games and 360° experiences will be distributed through GEOTRACES outreach websites, through PI engagement with local schools, libraries, STEM summer camps, and adult service organizations, and through a collaboration with the National Academy of Sciences.&lt;/p&gt;</gco:CharacterString>
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                            <gco:CharacterString>&lt;p&gt;&lt;em&gt;NSF Award Abstract:&lt;/em&gt;&lt;br /&gt;
The Southern Ocean plays a significant role in the global carbon cycle because deep ocean waters rich in CO2 are brought into the surface layer and can exchange with the atmosphere. The growth of phytoplankton counteracts this carbon source by fixing CO2 into biomass, which can sink back to the deep sea. While the Southern Ocean is rich in macronutrients that support phytoplankton growth, key micronutrients such as iron, manganese and zinc are at very low abundance. Of these metals, only iron has been found to limit phytoplankton productivity on a large scale, but few observations of Zn and Mn have been made. This proposal seeks to map bioavailable Zn concentrations across an oceanographic transect from the South Pacific Ocean to the Amundsen Sea. At low abundance, Zn scarcity can limit phytoplankton, but Zn can also affect the uptake of other scarce metals, especially Mn. Measurements made as part of this project will determine the extent of limiting and toxic levels of Zn in this critical but undersampled region of the oceans. Such constraints are necessary for modelling changes to the oceanic Zn cycle – and its effect on phytoplankton activity – under past and future climate scenarios.&lt;/p&gt;
&lt;p&gt;As part of the GEOTRACES GP17 OCE and ANT expeditions, parameters governing the reactivity of Zn will be measured in high vertical and latitudinal resolution across a transect extending several thousand kilometers and crossing formation regions of globally important water masses. Voltammetry techniques will be used to determine the concentrations of free zinc (Zn’) and Zn-binding organic ligands dissolved in seawater for hundreds of samples. Together with other investigators in the GEOTRACES program, these measurements will constrain the reactivity of Zn’ in the deep ocean and define empirical relationships between Zn’ and phytoplankton metal uptake. This is essential for understanding the global distribution of Zn and other micronutrients in the oceans and their potential to affect primary production.&lt;/p&gt;
&lt;p&gt;This award reflects NSF's statutory mission and has been deemed worthy of support through evaluation using the Foundation's intellectual merit and broader impacts review criteria.&lt;/p&gt;</gco:CharacterString>
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	Name: Zn_D_CONC_BOTTLE_zxqan3
	Units: nanomoles per kilogram (nmol/kg)
	Description: &lt;p&gt;The quantity of zinc measured by electrochemistry at pH 8.1 in units of nanomoles per kilogram; sampled from the trace metal rosette.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/970377.rdf
	Name: SD1_Zn_D_CONC_BOTTLE_zxqan3
	Units: nanomoles per kilogram (nmol/kg)
	Description: &lt;p&gt;Uncertainty of the labile Dissolved Zinc concentration, expressed as the standard deviation of measured values (Quality Flag 1) or an general estimate of the uncertainty based on the correlation with sample standard deviation and Labile Dissolved Zinc concentration (Quality Flag 2)&lt;/p&gt; 
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	Name: Zn_D_CONC_FISH_sevpwp
	Units: nanomoles per kilogram (nmol/kg)
	Description: &lt;p&gt;The quantity of zinc measured by electrochemistry at pH 8.1 in units of nanomoles per kilogram; sampled from the surface towed fish.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/970380.rdf
	Name: SD1_Zn_D_CONC_FISH_sevpwp
	Units: nanomoles per kilogram (nmol/kg)
	Description: &lt;p&gt;Uncertainty of the Labile Dissolved Zinc concentration, expressed as the standard deviation of measured values (Quality Flag 1) or an general estimate of the uncertainty based on the correlation with sample standard deviation and Labile Dissolved Zinc concentration (Quality Flag 2)&lt;/p&gt; 
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                <gco:CharacterString>&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sampling on GP17-OCE:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Clean seawater samples were collected using a GEOTRACES CTD carousel outfitted with 24, 12-liter (L) GoFlo bottles (General Oceanics). Additional samples were collected at 3 meters (m) depth using a surface tow-fish that was operated while the ship was underway. For more information about sampling regimes, see the BCO-DMO project page for the GP17 expedition (&amp;lt;a href=&amp;quot;https://www.bco-dmo.org/project/905972&amp;quot; target=&amp;quot;_blank&amp;quot;&amp;gt;https://www.bco-dmo.org/project/905972&amp;lt;/a&amp;gt;) or the GP17-OCE cruise report (linked therein).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Prior to the cruise, 250 milliliters (mL) fluorinated polyethylene (FLPE) bottles were rinsed in citranox detergent for 24 hours and then allowed to soak for 1 week in ca. 10% hydrochloric acid. After each step, bottles were rinsed several times in ultrapure (18.2 mega-ohm cm-1) water and cleaned bottles were stored, double-bagged when not in use. Sample bottles were triple-rinsed and then filled with seawater filtered through a 0.8 / 0.2 micrometer (um) capsule filter (Acropak) in a trace-metal-clean sampling van. Samples were stored at 4 degrees Celsius prior to analysis at sea.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Analytical methods:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
A high-throughput electrochemical system was utilized at sea to measure labile dissolved zinc This system consisted of a Metrohm 858 sample processor, Metrohm 800 Dosino burettes, a mercury working electrode and 663 electrode stand, and an Autolab PG101 Potentiostat. The working electrode was set within a PFA analysis cup with a Ag/AgCl reference electrode and glassy carbon counter-electrode. Standard additions of Zn were added using a 2 mL Metohrm 800 Dosino. Sample was loaded into the analysis cup via a 5 mL Metrohm Dosino 800 buret. The cup was rinsed via a set of peristaltic pumps (Metrohm 843) with non-contaminated, filtered seawater collected from the underway tow-fish system. All operations were conducted in NOVA 12.X software.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To prepare for analysis, 12 mL of samples were transferred to conditioned perfluoroalkoxy alkane (PFA) vials and amended with a 7.5 mm borate buffer (pH = 8.1) and 108 uM ammonium pyrrolidine dithiocarbamate (APDC) and allowed to equilibrate for 8-16 hours. At a Zn binding strength of 10^8.4 for a the Zn(PDC)&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt; complex, the equivalent 'alpha' value for this competitive ligand exchange experiments is 2.95 relative to Zn' (in other words, 75% of unchelated or weakly chelated Zn would be bound to PDC; a strong ligand at 1 nanomolar (nM) concentration with a binding constant of 10^9.5 would compete equally with PDC). After this incubation period, the vials were moved to an autosampler and 10 mL was loaded into the analysis cup and the concentration of the electroactive Zn(PDC)&amp;lt;sub&amp;gt;2&amp;lt;/sub&amp;gt; complex was determined by cathodic stripping voltammetry using a hanging drop mercury electrode.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;The voltammetric protocol consisted of an initial, 150 second purge with high purity N2 gas, followed by 7 measurement cycles consisting of 1) an additional 30 seconds purge, 2) a 120 seconds adsorption period at -0.6 volts (V), 3), a brief, 10 second quiescent period, and 4) a linear sweep between -0.6 V to -1.3 V at a speed of 10 volts per second (V/s). The Zn reduction peak was identified at -1.1 V and quantified by measuring peak area over a linearly-interpolated baseline. For the first 3 cycles, the background Zn was measured. The final 4 cycles consisted of successive and automated standard additions (2 nM for nearly all samples) to determine sample-specific Zn sensitivity. The concentration of labile dissolved Zn was determined by the mean of the peak area of the background Zn, divided by the sensitivity.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Analytical Performance:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
For all samples measured, median R2 for linear regression of standard additions was 0.996 and the median relative standard deviation of the triplicate baseline scans was 4.5%. An analysis blank of 0.2 nM was subtracted, reflecting the input of Zn from reagents and electrochemical noise.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Performance of the electrochemical system was assessed by in-house standards. For high concentrations, a batch of seawater collected at 1000 m was analyzed throughout the cruise (5.32 +/- 0.51 nM; n = 52). For low concentrations, a sample from the upper water column of Station ALOHA was measured to be 1.12 +/- 0.36 (n = 61).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To assess accuracy, we measured the Zn concentration with the SAFe D2 standard after neutralizing the pH with ammonium hydroxide and a larger addition of borate buffer. We found a mean value of 6.98 +/- 0.62 nM, which overlaps with the reported &amp;quot;consensus&amp;quot; value for this sample (7.43 +/- 0.25 nM).&amp;lt;/p&amp;gt;</gco:CharacterString>
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Data quality flags followed the SeaDataNet Labeling Scheme:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;1. Good value, mean of multiple measurements&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;2. Probably good value, one replicate rejected or single measurement&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;3. Probably bad value&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;4. Bad value&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;9. Missing value&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Of the 647 samples measured for the GP17-OCE transect, 612 were analyzed at least twice. For the majority of repeat analyses (70%), good agreement was observed between replicates and samples were averaged. For these analyses, the average standard deviation was 0.32 nM and the average concentration was 3.67 nM, i.e. a mean RSD of +/- 9.1 %. &amp;amp;nbsp;These samples were assigned a data quality flag of 1. For 28% of replicate samples, one replicate was rejected due to differences in instrument performance or lack of oceanographic consistency with neighboring samples that was not observed in the other replicate. These samples were assigned a data quality flag of 2. Samples with only a single measured value were also given a data quality flag of 2.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For samples with quality flags of 2, uncertainty at a given concentration was estimated by linear regression of the sample standard deviation against the mean value. This regression was conducted for all measurements assigned a quality flag of 1. The best-fit regression yielded an intercept of 0.059 nM (i.e. fixed uncertainty) and a slope of 0.064 nM/nM (proportional uncertainty) (R-squared = 0.244).&amp;lt;/p&amp;gt;</gco:CharacterString>
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- Renamed fields to comply with BCO-DMO naming conventions.
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- For the GeoFish samples, joined the data to the GP17-OCE Event log (&amp;quot;927550_v2_gp17-oce_event_log.csv&amp;quot;) based on GEOTRACES sample number; populated the following columns using information from the event log: Event_ID, Start_ISO_DateTime_UTC.
- Added event numbers and date-times for station 14, cast 2 samples using information on the sample log sheet.
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