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            <gco:CharacterString>Cite this dataset as: La Valle, F. F., Nelson, C. E. (2021) Empirical orthogonal functions (EOFs) and benthic communities at Wailupe and Black Point on Oahu, Hawai'i. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2021-09-15 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.860764.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>EOF and benthic community Oahu Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;Full methods are found in La Valle et al. 2020.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Site descriptions and SGD characterizations: &amp;lt;/strong&amp;gt;The study sites are located along the southern shoreline of O'ahu, Hawai'i, in Maunalua Bay (21.2743°N, 157.7492°W). The two study sites, Black Point (21.2586°N, 157.7899°W) and Wailupe (21.2756°N, 157.7624°W), are on the western side of the bay and are macroalgae-dominated, with 50% and 15% fleshy macroalgal benthic cover at Wailupe and Black Point, respectively, from the shoreline to the reef crest. There is a close to conservative relationship between SGD-derived inorganic nutrients (nitrate, phosphate, and silicate) and salinity at Black Point and Wailupe (linear regressions statistics described in Table 1 of La Valle et al. 2019). SGD fluxes and nutrient delivery were described in detail in Holleman (2011), Nelson et al. (2015), Richardson et al. (2017a-b), Lubarsky et al. (2018) and summarized in La Valle et al. (2019).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Salinity time series (see instruments section) were used for EOF and community composition data analyses were related to the EOF loading scores.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sampling and analytical procedures:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Benthic algal surveys were done at the grid intersection points (&amp;lt;em&amp;gt;n&amp;lt;/em&amp;gt; = 97 for Wailupe and &amp;lt;em&amp;gt;n&amp;lt;/em&amp;gt; = 115 for Black Point). The survey consisted of 25 cm by 25 cm quadrats, where species-specific percent algal cover, species-specific invertebrate percent cover and counts, and substrate type were measured. All taxa were identified to lowest taxonomic level.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Empirical orthogonal functions (EOFs) were applied to the spatially indexed salinity time series at both sites. The continuous time series were inputted in the EOFs. EOFs were used to reduce dimensionality of the spatially explicit time series and to reveal the spatial structure of the time series data. EOFs are the spatiotemporal manifestation of principal components analysis (PCA) (Wikle et al. 2018). The output for EOFs includes a spatial map of loadings and an associated normalized principal-component time series for the salinity dataset obtained using a singular value decomposition of a space-wide matrix. The singular value decomposition was done using the function svd in the base library in RStudio (version 1.0.44, R Core Team 2016).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Instruments:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Salinity time series were not included in this dataset because they are redundant for analyses (as EOF1 and EOF2 are included in the datasets) but are available from Florybeth La Valle (flavalle@ucsd.edu).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Twenty-three autonomous salinity sensors (Odyssey Temperature and Conductivity loggers, 3 to 60 mS cm-1) were deployed in a sparse grid across each site. The sensors were attached a few centimeters off of the benthos at Black Point for 30 days (29 May - 29 June 2015) and for 27 days at Wailupe (4 April - 21 May 2015) and took readings every 10 minutes. Two water samples were taken every week, synchronously with salinity sensor measurements, for the duration of the deployments at both sites and were analyzed using a Portasal Salinometer 8410A (accuracy 0.001) for quality control purposes and to check for sensor measurement drift.&amp;lt;/p&amp;gt;</gco:CharacterString>
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        <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/award/822908.rdf" xlink:title="OCE-1923877" xlink:actuate="onRequest">Funding provided by NSF Division of Ocean Sciences (NSF OCE) Award Number: OCE-1923877 Award URL: https://www.nsf.gov/awardsearch/show-award?AWD_ID=1923877</gmx:Anchor>
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                            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/project/820158.rdf" xlink:title="Project Name" xlink:actuate="onRequest">RUI: Collaborative Research: Defining the biogeochemical context and ecological impacts of submarine groundwater discharge on coral reefs</gmx:Anchor>
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                            <gco:CharacterString>&lt;p&gt;&lt;em&gt;NSF Award Abstract:&lt;/em&gt;&lt;br /&gt;
Submarine groundwater discharge (SGD) is the flow of water from land through the coastal seafloor into the nearby ocean. Approximately 13,000 cubic kilometers of groundwater is discharged into coastal environments every year, yet the effects of this fresh and often nutrient rich SGD are still poorly understood for coral reefs. This SGD input is driven by changes in precipitation, human land use, sea-level rise, tidal amplitude, and groundwater usage, many of which are rapidly changing with climate and human impacts. This project improves our understanding of SGD effects on coral reefs to better predict how both natural and human-induced changes will affect coastal ecosystem functioning in the future. Working in one of the most comprehensively studied coral reef ecosystems in the Pacific (Mo'orea, French Polynesia, home of the Mo'orea Coral Reef Ecosystem LTER); this project tests the influence of SGD on individual, community, and ecosystem-scale coral reef processes. Using mensurative studies, caging experiments, and a synthetic model, the investigators: 1) characterize SGD gradients and relate it to high resolution coral reef cover data, 2) determine how individual to ecosystem processes are influenced by SGD, and 3) develop a synthetic model to show how changes in SGD fluxes will alter reef ecosystem functioning. As SGD is a common feature on nearshore coral reefs worldwide, the results of this study have global implications for understanding the performance of coral reefs, which are essential economic, cultural, and scientific resources. This project is structured to provide training across multiple career levels, linking 13 undergraduate students, 2 graduate students, 2 senior personnel, 1 postdoctoral researcher, 1 female beginning lead investigator, and 2 senior co-investigators, with a focus on encouraging participation from underrepresented groups (e.g., through the Alaska Native and Native Hawaiian, Asian American and Native American Pacific Islander, and Hispanic-Serving Institutions of California State University Northridge, the University of Hawaiʻi at Mānoa, and California State University Long Beach). The investigators work with local K-12 students and teachers in Mo'orea and collaborate with an artist-in-residence to communicate science to the broader public through interactive and immersive art experiences in Mo'orea, Miami, and Los Angeles.&lt;/p&gt;
&lt;p&gt;SGD is a natural and understudied feature of many nearshore coral reef ecosystems, which can contribute substantial changes to marine biogeochemistry, with impacts for coastal organisms such as reef-building corals, macroalgae, and bioeroders. SGD may play a key role in coral reef ecosystem functioning because it alters key physicochemical parameters (e.g., temperature, salinity, and nutrient and carbonate chemistry) that substantially affect both biotic and abiotic processes on coral reefs. This project (i) characterizes the spatial extent and biogeochemical signal of SGD in Mo'orea, French Polynesia, (ii) identifies how SGD influences microbial processes, benthic organism growth rates and physiology, species interactions between corals, macroalgae, and herbivores, and net ecosystem calcification and production rates, and (iii) quantitatively assesses how changes in SGD fluxes will alter reef biogeochemistry and ecosystem functioning through an integrative modelling effort. Specifically, the hydrogeological, biogeochemical, and ecological data collected in this study are synthesized in a Bayesian structural equation model. This project characterizes and quantifies how SGD directly and indirectly affects ecosystem functioning via changes in biogeochemistry and altered individual to ecosystem responses, thereby providing a better capacity to track and predict alterations in reef ecosystem function.&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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            http://lod.bco-dmo.org/id/dataset-parameter/860789.rdf
	Name: site
	Units: unitless
	Description: &lt;p&gt;name of the site found in Maunalua Bay, Honolulu, Hawai&amp;#039;i&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860790.rdf
	Name: index
	Units: unitless
	Description: &lt;p&gt;integers representing individual codes per quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860791.rdf
	Name: date
	Units: unitless
	Description: &lt;p&gt;date the data were collected; format: YYYY-MM-DD&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860792.rdf
	Name: lat
	Units: decimal degrees North
	Description: &lt;p&gt;latitiude&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860793.rdf
	Name: lon
	Units: decimal degrees West
	Description: &lt;p&gt;longitude&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860794.rdf
	Name: EOF1
	Units: unitless
	Description: &lt;p&gt;EOF1 calculated using methods in La Valle et al. 2020 (Journal: Limnology &amp;amp; Oceanography)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860795.rdf
	Name: EOF2
	Units: unitless
	Description: &lt;p&gt;EOF2 calculated using methods in La Valle et al. 2020 (Journal: Limnology &amp;amp; Oceanography)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860796.rdf
	Name: rock
	Units: percent cover
	Description: &lt;p&gt;exposed rock % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860797.rdf
	Name: rocks_on_sand
	Units: percent cover
	Description: &lt;p&gt;exposed rocks and sand % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860798.rdf
	Name: sand
	Units: percent cover
	Description: &lt;p&gt;exposed sand % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860799.rdf
	Name: sand_and_rubble
	Units: percent cover
	Description: &lt;p&gt;exposed sand and rubble % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860800.rdf
	Name: rubble
	Units: percent cover
	Description: &lt;p&gt;exposed rubble % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860801.rdf
	Name: reef_flat
	Units: percent cover
	Description: &lt;p&gt;exposed reef flat (mostly composed of dead corals) % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860802.rdf
	Name: Acanthophora_spicifera
	Units: percent cover
	Description: &lt;p&gt;Acanthophora spicifera % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860803.rdf
	Name: Amansia_glomerata
	Units: percent cover
	Description: &lt;p&gt;Amansia glomerata % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860804.rdf
	Name: Asparagopsis_taxiformis
	Units: percent cover
	Description: &lt;p&gt;Asparagopsis taxiformis % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860805.rdf
	Name: Avrainvillea_amadelpha
	Units: percent cover
	Description: &lt;p&gt;Avrainvillea amadelpha % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860806.rdf
	Name: Boodlea_sp
	Units: percent cover
	Description: &lt;p&gt;Boodlea sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860807.rdf
	Name: Bryopsis_sp
	Units: percent cover
	Description: &lt;p&gt;Bryopsis sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860808.rdf
	Name: Caulerpa_spp
	Units: percent cover
	Description: &lt;p&gt;Caulerpa spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860809.rdf
	Name: Centroceras_sp
	Units: percent cover
	Description: &lt;p&gt;Centroceras sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860810.rdf
	Name: Ceramium_sp
	Units: percent cover
	Description: &lt;p&gt;Ceramium sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860811.rdf
	Name: Cladophora_sp
	Units: percent cover
	Description: &lt;p&gt;Cladophora sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860812.rdf
	Name: Codium_spp
	Units: percent cover
	Description: &lt;p&gt;Codium spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860813.rdf
	Name: Dictyota_spp
	Units: percent cover
	Description: &lt;p&gt;Dictyota spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860814.rdf
	Name: Halimeda_discoidea
	Units: percent cover
	Description: &lt;p&gt;Halimeda discoidea % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860815.rdf
	Name: Hypnea_musciformis
	Units: percent cover
	Description: &lt;p&gt;Hypnea musciformis % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860816.rdf
	Name: Jania_spp
	Units: percent cover
	Description: &lt;p&gt;Jania spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860817.rdf
	Name: Liagora_spp
	Units: percent cover
	Description: &lt;p&gt;Liagora spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860818.rdf
	Name: Lyngbya_majuscula
	Units: percent cover
	Description: &lt;p&gt;Lyngbya majuscula % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860819.rdf
	Name: Pterocladiella_spp
	Units: percent cover
	Description: &lt;p&gt;Pterocladiella spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860820.rdf
	Name: Turf_algae
	Units: percent cover
	Description: &lt;p&gt;Turf algae % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860821.rdf
	Name: Ulva_lactuca
	Units: percent cover
	Description: &lt;p&gt;Ulva lactuca % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860822.rdf
	Name: Unknown_1
	Units: percent cover
	Description: &lt;p&gt;unknown macroalgae % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860823.rdf
	Name: Zoanthids
	Units: percent cover
	Description: &lt;p&gt;species from Order Zoantharia % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860824.rdf
	Name: Anthozoa
	Units: percent cover
	Description: &lt;p&gt;species from Class Anthozoa % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860825.rdf
	Name: Echinometra_mathaei
	Units: percent cover
	Description: &lt;p&gt;Echinometra mathaei % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860826.rdf
	Name: Isognomon_californicum
	Units: percent cover
	Description: &lt;p&gt;Isognomon californicum % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860827.rdf
	Name: Sponge
	Units: percent cover
	Description: &lt;p&gt;species from the Phylum Porifera % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860828.rdf
	Name: Pocillopora_spp
	Units: percent cover
	Description: &lt;p&gt;Pocillopora spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860829.rdf
	Name: Nerita_picea
	Units: percent cover
	Description: &lt;p&gt;Nerita picea % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860830.rdf
	Name: coral_rubble
	Units: percent cover
	Description: &lt;p&gt;exposed coral rubble % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860831.rdf
	Name: silt_mud
	Units: percent cover
	Description: &lt;p&gt;exposed silt and mud % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860832.rdf
	Name: pebbles
	Units: percent cover
	Description: &lt;p&gt;exposed pebbles % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860833.rdf
	Name: Gracilaria_salicornia
	Units: percent cover
	Description: &lt;p&gt;Gracilaria salicornia % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860834.rdf
	Name: Hypnea_sp
	Units: percent cover
	Description: &lt;p&gt;Hypnea musciformis % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860835.rdf
	Name: Gratalupia_sp
	Units: percent cover
	Description: &lt;p&gt;Gratalupia sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860836.rdf
	Name: Dictyota_sp
	Units: percent cover
	Description: &lt;p&gt;Dictyota spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860837.rdf
	Name: Galaxaura_spp
	Units: percent cover
	Description: &lt;p&gt;Galaxaura spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860838.rdf
	Name: Chaetomorpha_sp
	Units: percent cover
	Description: &lt;p&gt;Chaetomorpha sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860839.rdf
	Name: Lyngbya_sp
	Units: percent cover
	Description: &lt;p&gt;Lyngbya sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860840.rdf
	Name: Coelothrix_irregularis
	Units: percent cover
	Description: &lt;p&gt;Coelothrix irregularis % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860841.rdf
	Name: Spyridia_sp
	Units: percent cover
	Description: &lt;p&gt;Spyridia sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860842.rdf
	Name: Dictyosphaeria_versluvsyii
	Units: percent cover
	Description: &lt;p&gt;Dictyosphaeria versluvsyii % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860843.rdf
	Name: CCA
	Units: percent cover
	Description: &lt;p&gt;crustose coralline algae % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860844.rdf
	Name: Gelidium_spp
	Units: percent cover
	Description: &lt;p&gt;Gelidium spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860845.rdf
	Name: Simploca_sp
	Units: percent cover
	Description: &lt;p&gt;Simploca sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860846.rdf
	Name: Laurencia_spp
	Units: percent cover
	Description: &lt;p&gt;Laurencia spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860847.rdf
	Name: Unknown_2
	Units: percent cover
	Description: &lt;p&gt;unknown macroalgae % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860848.rdf
	Name: Uknown_green_3
	Units: percent cover
	Description: &lt;p&gt;unknown green macroalgae % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/860849.rdf
	Name: Pocillopora_spo
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	Description: &lt;p&gt;Pocillopora spp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
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	Name: Montipora_sp
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	Description: &lt;p&gt;Monitpora sp. % cover within a 25 cm by 25 cm quadrat&lt;/p&gt; 
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	Name: Zooanthids
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&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Site descriptions and SGD characterizations: &amp;lt;/strong&amp;gt;The study sites are located along the southern shoreline of O'ahu, Hawai'i, in Maunalua Bay (21.2743°N, 157.7492°W). The two study sites, Black Point (21.2586°N, 157.7899°W) and Wailupe (21.2756°N, 157.7624°W), are on the western side of the bay and are macroalgae-dominated, with 50% and 15% fleshy macroalgal benthic cover at Wailupe and Black Point, respectively, from the shoreline to the reef crest. There is a close to conservative relationship between SGD-derived inorganic nutrients (nitrate, phosphate, and silicate) and salinity at Black Point and Wailupe (linear regressions statistics described in Table 1 of La Valle et al. 2019). SGD fluxes and nutrient delivery were described in detail in Holleman (2011), Nelson et al. (2015), Richardson et al. (2017a-b), Lubarsky et al. (2018) and summarized in La Valle et al. (2019).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Salinity time series (see instruments section) were used for EOF and community composition data analyses were related to the EOF loading scores.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sampling and analytical procedures:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Benthic algal surveys were done at the grid intersection points (&amp;lt;em&amp;gt;n&amp;lt;/em&amp;gt; = 97 for Wailupe and &amp;lt;em&amp;gt;n&amp;lt;/em&amp;gt; = 115 for Black Point). The survey consisted of 25 cm by 25 cm quadrats, where species-specific percent algal cover, species-specific invertebrate percent cover and counts, and substrate type were measured. All taxa were identified to lowest taxonomic level.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Empirical orthogonal functions (EOFs) were applied to the spatially indexed salinity time series at both sites. The continuous time series were inputted in the EOFs. EOFs were used to reduce dimensionality of the spatially explicit time series and to reveal the spatial structure of the time series data. EOFs are the spatiotemporal manifestation of principal components analysis (PCA) (Wikle et al. 2018). The output for EOFs includes a spatial map of loadings and an associated normalized principal-component time series for the salinity dataset obtained using a singular value decomposition of a space-wide matrix. The singular value decomposition was done using the function svd in the base library in RStudio (version 1.0.44, R Core Team 2016).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Instruments:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Salinity time series were not included in this dataset because they are redundant for analyses (as EOF1 and EOF2 are included in the datasets) but are available from Florybeth La Valle (flavalle@ucsd.edu).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Twenty-three autonomous salinity sensors (Odyssey Temperature and Conductivity loggers, 3 to 60 mS cm-1) were deployed in a sparse grid across each site. The sensors were attached a few centimeters off of the benthos at Black Point for 30 days (29 May - 29 June 2015) and for 27 days at Wailupe (4 April - 21 May 2015) and took readings every 10 minutes. Two water samples were taken every week, synchronously with salinity sensor measurements, for the duration of the deployments at both sites and were analyzed using a Portasal Salinometer 8410A (accuracy 0.001) for quality control purposes and to check for sensor measurement drift.&amp;lt;/p&amp;gt;</gco:CharacterString>
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                <gco:CharacterString>&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Data Processing:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
We ran distance-based linear models (DistLM) on the distance matrix of community data by site using EOF1 and EOF2 as fixed effects (predictors) and substrate type as a random effect was used to explore species composition to quantify variance in benthic community structure explained by EOFs. The DistLM enables us to quantify whether either or both EOF1s contribute significantly to patterns observed in the multivariate community structure while taking in account the variability in the substrate type. The function adonis in the R package vegan was used to create these models (Oksanen et al. 2017).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Species-specific relationships with variability in SGD:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
In order to characterize how presence or absence of each benthic taxon was related to SGD, logistic regression models were run at each site using the glm function in the stats package (R Core Team) with EOF1 as the predictors. Only species that appeared in at least three benthic samples were analyzed for univariate relationships to SGD. All logistic regression p-values were controlled for false discovery rate (α = 0.05) using the function p.adjust with the Benjamini Hochberg method in the R package stats (Benjamini and Hochberg 1995).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;BCO-DMO Processing:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
- concatenated the two separate data files into one;&amp;lt;br /&amp;gt;
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- renamed fields to conform with BCO-DMO naming conventions;&amp;lt;br /&amp;gt;
- replaced spaces with underscores in site column;&amp;lt;br /&amp;gt;
- changed date format to YYYY-MM-DD.&amp;lt;/p&amp;gt;</gco:CharacterString>
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