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            <gco:CharacterString>Cite this dataset as: Black, B., Bograd, S., Garcia Reyes, M., Sydeman, W. (2017) Path analysis, run in Stata v. 11.1, for direct/indirect effects of upwelling on seabirds; data were collected at Dassen and Robben Islands, Malgas Island and in Lamberts Bay, South Africa. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2017-02-01 [if applicable, indicate subset used]. doi:10.1575/1912/bco-dmo.679946.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>Path analysis for direct/indirect effects of upwelling on seabirds Dataset Description: &amp;lt;p&amp;gt;These data include total anchovy and sardine biomass west and southeast of Cape Agulhas (sampled in November), and anchovy and sardine recruitment west of Cape Infanta (sampled in May).&amp;amp;nbsp;Seabird variables included % of the diet comprised of anchovy, % of the diet comprised of sardine, breeding success, and survival.&amp;amp;nbsp;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Benguela Current African Penguin -&amp;amp;nbsp;These data were collected at two seabird colonies: Dassen Island (-33.4205 lat, 18.0872 lon) and Robben Island (-33.8067, 18.371 long), South Africa.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Benguela Current Cape Gannett - These data were collected at two seabird colonies: Lamberts Bay (-32.0896 lat, 18.3026 lon) and Malgas Island (-33.0526, 17.9254 long), South Africa.&amp;lt;/p&amp;gt; Methods and Sampling: &amp;lt;p&amp;gt;These data include total anchovy and sardine biomass west and southeast of Cape Agulhas (sampled in November), and anchovy and sardine recruitment west of Cape Infanta (sampled in May). Seabird variables included % of the diet comprised of anchovy, % of the diet comprised of sardine, breeding success, and survival. African penguin data were collected at Dassen and Robben Islands, South Africa. Cape gannets data were collected at colonies on Malgas Island and in Lamberts Bay, South Africa.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;These variables were entered into path analyses, run in Stata v. 11.1 (StataCorp). Path models were designed &amp;lt;em&amp;gt;a priori&amp;lt;/em&amp;gt; with upwelling as the base predictor variable, fish biomass (both species) and anchovy recruitment as intermediate predictors, and a seabird metric as the response variable. Path analysis produces beta coefficients for each path segment of the model. To determine the dominant path of effect, the beta coefficients for each indirect path were multiplied together, then summed. This sum of the products of all of the indirect paths was compared to the beta coefficient of the direct path of effect. The greater value indicated if the dominant path was direct or indirect. If indirect, the path with the largest beta coefficient product was considered the dominant path of the model. Note that fish biomass, and anchovy recruitment data were ln-transformed prior to analysis. Anchovy and sardine biomass were lagged one year for analyses of penguin responses, to precede the penguin breeding season when those measurements were collected.&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/564664.rdf" xlink:title="OCE-1434732" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-1434732 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=1434732</gmx:Anchor>
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	Description: &lt;p&gt;Total anchovy biomass for the southwestern Benguela Current Ecosystem along the west coast of South Africa southeast through Cape Agulhas. Sampling season: November.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679983.rdf
	Name: sar_tot_biomass
	Units: millions of tons
	Description: &lt;p&gt;Total sardine biomass for the southwestern Benguela Current Ecosystem along the west coast of South Africa southeast through Cape Agulhas. Sampling season: November.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679984.rdf
	Name: anc_recruitment
	Units: billions of fish
	Description: &lt;p&gt;Total anchovy recruitment for the southwestern Benguela Current Ecosystem along the west coast of South Africa southeast through Cape Infanta. Sampling season: May.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679985.rdf
	Name: sardine_recruitment
	Units: billions of fish
	Description: &lt;p&gt;Total sardine recruitment for the southwestern Benguela Current Ecosystem along the west coast of South Africa southeast through Cape Infanta. Sampling season: May.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679986.rdf
	Name: ap_di_anc_pcnt_diet
	Units: percent (%)
	Description: &lt;p&gt;Percent of the Dassen Island African penguin diet mass that was anchovy&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679987.rdf
	Name: ap_di_sar_pcnt_diet
	Units: percent (%)
	Description: &lt;p&gt;Percent of the Dassen Island African penguin diet mass that was sardine&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679988.rdf
	Name: ap_di_bs
	Units: number of chicks fledged/pair
	Description: &lt;p&gt;Dassen Island African penguin breeding success&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679989.rdf
	Name: ap_di_surv
	Units: unitless (fraction)
	Description: &lt;p&gt;Dassen Island African penguin adult survival (fraction surviving)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679990.rdf
	Name: ap_ri_anc_pcnt_diet
	Units: percent (%)
	Description: &lt;p&gt;Percent of the Robben Island African penguin diet mass that was anchovy&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679991.rdf
	Name: ap_ri_sar_pcnt_diet
	Units: percent (%)
	Description: &lt;p&gt;Percent of the Robben Island African penguin diet mass that was sardine&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679992.rdf
	Name: ap_ri_bs
	Units: number of chicks fledged/pair
	Description: &lt;p&gt;Robben Island African penguin breeding success&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679993.rdf
	Name: ap_ri_surv
	Units: unitless (fraction)
	Description: &lt;p&gt;Robben Island African penguin adult survival (fraction surviving)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679994.rdf
	Name: cg_lb_anc_pcnt_diet
	Units: percent (%)
	Description: &lt;p&gt;Percent of the Lamberts Bay Cape gannett diet mass that was anchovy&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679995.rdf
	Name: cg_lb_sar_pcnt_diet
	Units: percent (%)
	Description: &lt;p&gt;Percent of the Lamberts Bay Cape gannett diet mass that was sardine&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679996.rdf
	Name: cg_lb_bs
	Units: number of chicks fledged/pair
	Description: &lt;p&gt;Lamberts Bay Cape gannett breeding success&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679997.rdf
	Name: cg_lb_surv
	Units: unitless (fraction)
	Description: &lt;p&gt;Lamberts Bay Cape gannett adult survival (fraction surviving)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679998.rdf
	Name: cg_mi_anc_pcnt_diet
	Units: percent (%)
	Description: &lt;p&gt;Percent of the Malgas Island Cape gannett diet mass that was anchovy&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/679999.rdf
	Name: cg_mi_sar_pcnt_diet
	Units: percent (%)
	Description: &lt;p&gt;Percent of the Malgas Island Cape gannett diet mass that was sardine&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/680000.rdf
	Name: cg_mi_bs
	Units: number of chicks fledged/pair
	Description: &lt;p&gt;Malgas Island Cape gannett breeding success&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/680001.rdf
	Name: cg_mi_surv
	Units: unitless (fraction)
	Description: &lt;p&gt;Malgas Island Cape gannett adult survival (fraction surviving)&lt;/p&gt; 
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&amp;lt;p&amp;gt;These variables were entered into path analyses, run in Stata v. 11.1 (StataCorp). Path models were designed &amp;lt;em&amp;gt;a priori&amp;lt;/em&amp;gt; with upwelling as the base predictor variable, fish biomass (both species) and anchovy recruitment as intermediate predictors, and a seabird metric as the response variable. Path analysis produces beta coefficients for each path segment of the model. To determine the dominant path of effect, the beta coefficients for each indirect path were multiplied together, then summed. This sum of the products of all of the indirect paths was compared to the beta coefficient of the direct path of effect. The greater value indicated if the dominant path was direct or indirect. If indirect, the path with the largest beta coefficient product was considered the dominant path of the model. Note that fish biomass, and anchovy recruitment data were ln-transformed prior to analysis. Anchovy and sardine biomass were lagged one year for analyses of penguin responses, to precede the penguin breeding season when those measurements were collected.&amp;lt;/p&amp;gt;</gco:CharacterString>
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