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            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/dataset/1000468.rdf" xlink:actuate="onRequest">Owl limpet growth rates and density in Northern and Central California collected from eight intertidal sites from May 2023 to Nov 2024</gmx:Anchor>
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            <gco:CharacterString>Cite this dataset as: Walkes, S., Bay, R., Sanford, E. (2026) Owl limpet growth rates and density in Northern and Central California collected from eight intertidal sites from May 2023 to Nov 2024. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2026-06-09 [if applicable, indicate subset used]. http://lod.bco-dmo.org/id/dataset/1000468 [access date]</gco:CharacterString>
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        <gco:CharacterString>Owl limpet growth rates and density 2023-2024 Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;This dataset represents a subset of a longer-term monitoring effort of tagged Lottia gigantea individuals conducted across California intertidal sites. The dataset includes annual measurements collected between 2023 and 2024 and associated survey-derived habitat and grazer community metrics. The related dataset (found in the Related Dataset section) contains growth measurements from earlier survey years, but does not include community sampling data.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Variation in biotic communities&amp;lt;/em&amp;gt;:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;We surveyed &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;habitats to test whether the biotic environment differed among the four range core sites and four expanding edge sites, and whether variation in &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;performance was associated with the biotic environment. We considered Dillon Beach, Bodega Marine Reserve, Fort Ross, and Kruse Ranch to be in the expanded range (Sanford et al., 2019), and Vandenberg, Seal Beach, Soberanes Point, and Hopkins Marine Station to be in the range core. Given that &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;have a patchy distribution (Fenberg &amp;amp;amp; Rivadeneira, 2011), we haphazardly established 50-100 1m&amp;lt;sup&amp;gt;2 &amp;lt;/sup&amp;gt;plots with limpets present at each site, across approximately 300 m of intertidal habitat. Each plot was marked with marine epoxy (Zspar splash zone compound) in its center. Within each plot, we tagged a single focal &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;using a small (&amp;amp;lt; 6 mm) Floy Tag fixed to the anterior end of the shell using a small dab of marine epoxy (Zspar splash zone compound). For each tagged focal limpet, we recorded growth rate using calipers to relate performance to variation in environmental factors.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For each plot in summer 2023, we sampled the community of competing species within the territories of the focal limpet from 8 sites. Owl limpets are sympatric with several other intertidal grazing species across their range, including limpets (&amp;lt;em&amp;gt;L. scabra, L. digitalis, L. pelta&amp;lt;/em&amp;gt;), chitons (&amp;lt;em&amp;gt;Nutallina &amp;lt;/em&amp;gt;spp.), and snails (&amp;lt;em&amp;gt;Tegula funebralis&amp;lt;/em&amp;gt;) (Stimson, 1973). &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;territories are clearly recognizable as darker areas on the substrate (Fenberg, 2013), so we counted all individuals of the above mentioned grazing species within the territories of the tagged focal limpets and measured the territory area on imageJ to record density (Schneider et al., 2012). In cases which the territory boundary was uncertain, or territories overlapped, we counted all individuals within a 0.25 m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; quadrat, placed with the focal owl limpet at its center. We did not count grazers &amp;amp;lt; 5 mm as &amp;lt;em&amp;gt;Lottia &amp;lt;/em&amp;gt;congeners are often indistinguishable at that size, cryptic, and difficult to count accurately.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Quantifying performance:&amp;lt;/em&amp;gt;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To quantify performance across the range in response to biotic drivers, we recorded organismal growth rate as a function of the environmental data collected within each 1m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; plot. In &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;growth rate is a strong metric for performance and fitness, as shell length scales with gonad mass (Kido &amp;amp;amp; Murray, 2003). We measured shell length for all tagged limpets from the anterior to posterior end of the shell using calipers. Each focal limpet was measured annually between 2021 and 2023 (see Related Dataset for additional data), and because limpet starting size differed, we calculated relative growth rate (RGR) as ln(SL&amp;lt;sub&amp;gt;Final&amp;lt;/sub&amp;gt;/SL&amp;lt;sub&amp;gt;Initial&amp;lt;/sub&amp;gt;/Δt), where SL is shell length and t is time (Paine et al., 2012).&amp;amp;nbsp;&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/867542.rdf" xlink:title="OCE-2023297" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-2023297 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=2023297</gmx:Anchor>
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Anthropogenic climate change is shifting the distributions of species across the globe. Such contemporary shifts in species’ ranges may have cascading effects on entire ecosystems. This project disentangles the mechanisms underlying climate-driven species range shifts in marine systems using the intertidal owl limpet as a case study. During the recent marine heatwaves off the Pacific coast of North America, populations at the northern range limit in northern California have expanded, with ongoing reproduction even after termination of the heatwave events. This is therefore an ideal system to explore the dynamics of natural selection that occur as species occupy new regions. Broadly, this project deepens understanding of how range shifts occur in marine systems and furthers the ability to predict future species distributions in response to climate change. The project provides research experiences for high school and undergraduate students from historically underrepresented groups by engaging with existing, demonstrably-effective programs. The investigators host leadership and skill-building workshops for senior female graduate students and engage the public in partnership with the California Academy of Sciences, Bodega Marine Lab, and San Francisco Exploratorium. Finally, the project provides training for a postdoctoral scholar and two graduate students.&lt;/p&gt;
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	Description: &lt;p&gt;Count of all &lt;em&gt;Lottia digitalis&lt;/em&gt; found within territory boundaries&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000647.rdf
	Name: L_digitalis_density
	Units: individual/cm^2
	Description: &lt;p&gt;Density of &lt;em&gt;L. digitalis&lt;/em&gt; within owl limpet territory boundaries. Calculated as L_digitalis/Territory_Area&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000648.rdf
	Name: L_pelta
	Units: unitless
	Description: &lt;p&gt;Count of all &lt;em&gt;Lottia pelta&lt;/em&gt; found within territory boundaries&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000649.rdf
	Name: L_pelta_density
	Units: individual/cm^2
	Description: &lt;p&gt;Density of &lt;em&gt;L. pelta&lt;/em&gt; within owl limpet territory boundaries. Calculated as L_pelta/Territory_Area&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000650.rdf
	Name: Nuttallina_density
	Units: individual/cm^2
	Description: &lt;p&gt;Density of &lt;em&gt;Nuttallina spp.&lt;/em&gt; within owl limpet territory boundaries. Calculated as Nuttallina_sp/Territory_Area&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000651.rdf
	Name: Nuttallina_sp
	Units: unitless
	Description: &lt;p&gt;Count of all &lt;em&gt;Nuttallina spp.&lt;/em&gt; found within territory boundaries&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000652.rdf
	Name: Tegula_funebralis
	Units: unitless
	Description: &lt;p&gt;Count of all &lt;em&gt;Tegula funebralis&lt;/em&gt; found within territory boundaries&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000653.rdf
	Name: Tegula_funebralis_density
	Units: individual/cm^2
	Description: &lt;p&gt;Density of &lt;em&gt;Tegula funebralis&lt;/em&gt; within owl limpet territory boundaries. Calculated as Tegula_funebralis/Territory_Area&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000654.rdf
	Name: Total_grazers
	Units: unitless
	Description: &lt;p&gt;Count of all grazers within owl limpet territory. Calculated by summing L_scabra, L_digitalis, L_pelta, Nuttallina_sp, Tegula_funebralis&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000655.rdf
	Name: Total_grazers_density
	Units: individual/cm^2
	Description: &lt;p&gt;Density of all grazers within owl limpet territory. Calculated as Total_grazers/Territory_Area&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000656.rdf
	Name: Length_initial
	Units: mm
	Description: &lt;p&gt;Initial length measurement for the focal owl limpet&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000657.rdf
	Name: Width_initial
	Units: mm
	Description: &lt;p&gt;Initial width measurement for the focal owl limpet&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000658.rdf
	Name: Site
	Units: unitless
	Description: &lt;p&gt;Location name&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000659.rdf
	Name: Date_initial
	Units: unitless
	Description: &lt;p&gt;Initial date of sampling&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000660.rdf
	Name: Length_final
	Units: mm
	Description: &lt;p&gt;Final length measurement for the focal owl limpet&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000661.rdf
	Name: Width_final
	Units: mm
	Description: &lt;p&gt;Final width measurement&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000662.rdf
	Name: Date_final
	Units: unitless
	Description: &lt;p&gt;Final date of sampling period&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000663.rdf
	Name: dt
	Units: days
	Description: &lt;p&gt;length of sampling period&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000664.rdf
	Name: RGR
	Units: mm/mm/day
	Description: &lt;p&gt;Relative growth rate across sampling period for the focal owl limpet&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000665.rdf
	Name: Latitude
	Units: Decimal degrees
	Description: &lt;p&gt;Latitude of study site, positive is North&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1000667.rdf
	Name: Longitude
	Units: Decimal degrees
	Description: &lt;p&gt;Longitude of study site, negative is West&lt;/p&gt; 
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                <gco:CharacterString>&amp;lt;p&amp;gt;This dataset represents a subset of a longer-term monitoring effort of tagged Lottia gigantea individuals conducted across California intertidal sites. The dataset includes annual measurements collected between 2023 and 2024 and associated survey-derived habitat and grazer community metrics. The related dataset (found in the Related Dataset section) contains growth measurements from earlier survey years, but does not include community sampling data.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Variation in biotic communities&amp;lt;/em&amp;gt;:&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;We surveyed &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;habitats to test whether the biotic environment differed among the four range core sites and four expanding edge sites, and whether variation in &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;performance was associated with the biotic environment. We considered Dillon Beach, Bodega Marine Reserve, Fort Ross, and Kruse Ranch to be in the expanded range (Sanford et al., 2019), and Vandenberg, Seal Beach, Soberanes Point, and Hopkins Marine Station to be in the range core. Given that &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;have a patchy distribution (Fenberg &amp;amp;amp; Rivadeneira, 2011), we haphazardly established 50-100 1m&amp;lt;sup&amp;gt;2 &amp;lt;/sup&amp;gt;plots with limpets present at each site, across approximately 300 m of intertidal habitat. Each plot was marked with marine epoxy (Zspar splash zone compound) in its center. Within each plot, we tagged a single focal &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;using a small (&amp;amp;lt; 6 mm) Floy Tag fixed to the anterior end of the shell using a small dab of marine epoxy (Zspar splash zone compound). For each tagged focal limpet, we recorded growth rate using calipers to relate performance to variation in environmental factors.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;For each plot in summer 2023, we sampled the community of competing species within the territories of the focal limpet from 8 sites. Owl limpets are sympatric with several other intertidal grazing species across their range, including limpets (&amp;lt;em&amp;gt;L. scabra, L. digitalis, L. pelta&amp;lt;/em&amp;gt;), chitons (&amp;lt;em&amp;gt;Nutallina &amp;lt;/em&amp;gt;spp.), and snails (&amp;lt;em&amp;gt;Tegula funebralis&amp;lt;/em&amp;gt;) (Stimson, 1973). &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;territories are clearly recognizable as darker areas on the substrate (Fenberg, 2013), so we counted all individuals of the above mentioned grazing species within the territories of the tagged focal limpets and measured the territory area on imageJ to record density (Schneider et al., 2012). In cases which the territory boundary was uncertain, or territories overlapped, we counted all individuals within a 0.25 m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; quadrat, placed with the focal owl limpet at its center. We did not count grazers &amp;amp;lt; 5 mm as &amp;lt;em&amp;gt;Lottia &amp;lt;/em&amp;gt;congeners are often indistinguishable at that size, cryptic, and difficult to count accurately.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;em&amp;gt;Quantifying performance:&amp;lt;/em&amp;gt;&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;To quantify performance across the range in response to biotic drivers, we recorded organismal growth rate as a function of the environmental data collected within each 1m&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; plot. In &amp;lt;em&amp;gt;L. gigantea &amp;lt;/em&amp;gt;growth rate is a strong metric for performance and fitness, as shell length scales with gonad mass (Kido &amp;amp;amp; Murray, 2003). We measured shell length for all tagged limpets from the anterior to posterior end of the shell using calipers. Each focal limpet was measured annually between 2021 and 2023 (see Related Dataset for additional data), and because limpet starting size differed, we calculated relative growth rate (RGR) as ln(SL&amp;lt;sub&amp;gt;Final&amp;lt;/sub&amp;gt;/SL&amp;lt;sub&amp;gt;Initial&amp;lt;/sub&amp;gt;/Δt), where SL is shell length and t is time (Paine et al., 2012).&amp;amp;nbsp;&amp;lt;/p&amp;gt;</gco:CharacterString>
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                  <gco:CharacterString>- Loaded tagging.growth.24.csv as table &amp;quot;res1&amp;quot; with empty string and &amp;quot;nd&amp;quot; treated as missing values
- Renamed 19 columns to replace dots and abbreviations with underscores and full names: Territory.Area -&amp;gt; Territory_Area, L.scabra -&amp;gt; L_scabra, L.scabra.density -&amp;gt; L_scabra_density, L.digitalis -&amp;gt; L_digitalis, L.digitalis.density -&amp;gt; L_digitalis_density, L.pelta -&amp;gt; L_pelta, L.pelta.density -&amp;gt; L_pelta_density, Nutallina.density -&amp;gt; Nutallina_density, Nuttallina.sp -&amp;gt; Nuttallina_sp, Tegula.funebralis -&amp;gt; Tegula_funebralis, Tegula.funebralis.density -&amp;gt; Tegula_funebralis_density, Total.grazers -&amp;gt; Total_grazers, Total.grazers.density -&amp;gt; Total_grazers_density, Length_i -&amp;gt; Length_initial, Width_i -&amp;gt; Width_initial, Date_i -&amp;gt; Date_initial, Length_f -&amp;gt; Length_final, Width_f -&amp;gt; Width_final, Date_f -&amp;gt; Date_final
- Stripped leading and trailing whitespace from Date_initial and Date_final columns
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- Converted Date_final from %m/%d/%y format to ISO date format %Y-%m-%d
- Renamed Nutallina_density to Nuttallina_density (corrected spelling)
- Replaced site code &amp;quot;BMR&amp;quot; with full name &amp;quot;Bodega Marine Reserve&amp;quot; in the Site column
- Output final data to 1000468_v1_limpet_tagging_growth_2023_2024.csv</gco:CharacterString>
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