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            <gco:CharacterString>Cite this dataset as: Rafter, P., Bagnell, A., DeVries, T., Marconi, D. (2019) Compiled dataset consisting of published and unpublished global nitrate d15N measurements from from 1975-2018. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2019-05-28 [if applicable, indicate subset used]. doi:10.1575/1912/bco-dmo.768627.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>Published and unpublished nitrate d15N measurements Dataset Description: &amp;lt;p&amp;gt;Version Note:&amp;amp;nbsp;This version of the dataset (1.0) will be updated as new data are published.&amp;lt;/p&amp;gt; Methods and Sampling: &amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Data Compilation:&amp;lt;/strong&amp;gt; Nitrate d15N observations were compiled from studies dating from 1975 to 2018. Whenever possible, the data was acquired via the original author, but in other cases the data was estimated from the publication directly. All observations were treated equally, although the failure to remove nitrite when using the &amp;quot;denitrifier method&amp;quot; may bias the nitrate d15N to low values (Rafter et al., 2013).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For complete methodology, refer to Rafter et al. (2019).&amp;lt;/p&amp;gt;</gco:CharacterString>
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                <gco:CharacterString>&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Data Compilation:&amp;lt;/strong&amp;gt; Nitrate d15N observations were compiled from studies dating from 1975 to 2018. Whenever possible, the data was acquired via the original author, but in other cases the data was estimated from the publication directly. All observations were treated equally, although the failure to remove nitrite when using the &amp;quot;denitrifier method&amp;quot; may bias the nitrate d15N to low values (Rafter et al., 2013).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For complete methodology, refer to Rafter et al. (2019).&amp;lt;/p&amp;gt;</gco:CharacterString>
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                <gco:CharacterString>&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Building the neural network model:&amp;lt;/strong&amp;gt; We utilize an ensemble of artificial neural networks (EANNs) to interpolate this global ocean nitrate d15N database. For model results, see the related dataset: &amp;lt;a href=&amp;quot;https://www.bco-dmo.org/dataset/768655&amp;quot; target=&amp;quot;_blank&amp;quot;&amp;gt;https://www.bco-dmo.org/dataset/768655&amp;lt;/a&amp;gt;&amp;lt;/p&amp;gt;</gco:CharacterString>
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