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            <gco:CharacterString>Cite this dataset as: Becker, C. C., Weber, L., Llopiz, J., Mooney, T. A., Apprill, A. (2023) Seawater microbial communities within coral reef seawater change over six years in response to disturbance. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2023-03-30 [if applicable, indicate subset used]. doi:10.26008/1912/bco-dmo.892971.1 [access date]</gco:CharacterString>
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        <gco:CharacterString>USVI Time-series Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sampling locations and dates:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Reefs on the southern shore of St. John, United States Virgin Islands (USVI) were targeted for 11 opportunistic sampling events over six years from June 2016 to June 2022. The reefs included (from west to east) Dittlif, Cocoloba, Joel’s Shoal, Europa, Yawzi, Tektite, Booby Rock, and Ram Head, all of which are within the bounds of Virgin Islands National Park, except for Dittlif. The research operations were coastal, predominantly land-based, lasting 1-3 weeks, with seawater sampling and diver-based reef surveys deployed from a power boat. Reef collections included surveys for benthic composition, small volumes of seawater for inorganic and organic nutrients and microbial abundances, larger volumes for microbial biomass and chlorophyll, and CTD casts for temperature and salinity. All collections occurred during daylight hours. Dates of seawater sampling events included June 10-12, 2016, October 28-29, 2016, March 25-28, 2017, July 26-30, 2017, November 27-30, 2017 (occurred aboard R/V Walton Smith), April 11-13, 2018, November 5-9, 2018 (occurred aboard R/V Walton Smith), August 6-10, 2020, January 17-24, 2021, October 20-25, 2021, and June 24-29, 2022.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;These sampling points surround two major stressors to St. John, USVI reefs: two category 5 hurricanes, Irma and Maria, which impacted the reefs in September, 2017, and stony coral tissue loss disease, a multi-species disease outbreak that began emerging around St. John, USVI between January-June, 2020. As of August 2020, the disease just began affecting all reefs in the study area, except Europa and Cocoloba. All reefs were impacted by the next sampling in January 2021.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Field collections:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Surveys were conducted via SCUBA. Point intercept benthic reef surveys were conducted to understand the percent cover of organisms and substrates on each reef. Surveys proceeded using four to six 10-meter (m) long transects, with the underlying biological reef organisms or substrate recorded every 10 centimeters (cm). Transects were collected yearly prior to the 2017 hurricane, then were collected at each field sampling event. Following the emergence of stony coral tissue loss disease in 2020, roving diver surveys to quantify that disease were conducted in January and October 2021. Disease surveys lasted thirty minutes within a 100 m² plot and the diver counted all apparently healthy and diseased coral colonies and recorded species level, when possible. At the conclusion of the survey, the area surveyed within the plot was estimated.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;At each reef, measurements of temperature (ºC) and salinity (psu) were conducted using a CastAway CTD (SonTek, Xylem, San Diego, CA, USA). Next, small volumes of water were collected from both surface and approximately within 1 m of reef depth (referred to as &amp;quot;benthic&amp;quot; depth) for organic nutrients, inorganic nutrients, and microbial cell abundances. Seawater for total organic carbon (TOC) and total nitrogen (TN) was collected into 40-milliliter (ml) combusted borosilicate glass vials. Seawater for inorganic nutrients (phosphate, ammonium, silicate, nitrite plus nitrate), was collected in acid-clean 30 ml HDPE bottles (Nalgene, ThermoFisher Scientific, Waltham, MA, USA). Bottles for all collections were triple-rinsed with seawater prior to collection. Following collection, organic nutrient samples were fixed with 75 microliters (μl) phosphoric acid and stored at room temperature until analysis. A 1.4 ml aliquot from the inorganic nutrient collection was placed into a cryovial for flow cytometry-based analysis for microbial cell abundances, then fixed with paraformaldehyde (1% final concentration, Electron Microscopy Sciences) in the dark for 20 minutes, then frozen in a liquid nitrogen dry shipper and stored at -80º Celsius (C) until analysis. Bottles for inorganic nutrient analysis were kept frozen at -20ºC until analysis. Inorganic and organic nutrients and microbial cell abundances were collected in biological duplicates for the June and October 2016 sampling events, but not for further events. Duplicates from those events were averaged for comparison to all other timepoints, which were sampled in singlicate.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Seawater for microbial biomass and chlorophyll analysis was collected from surface and benthic depths at each reef. For all benthic seawater collections prior to 2019, a groundwater pump (Mini-Monsoon 12V, Proactive Environmental Products, Bradenton, Florida, USA) was used. Beginning in August 2020, an 8L diver-operated Niskin bottle was used to enable more accurate collection of water directly over the reef habitat. Seawater (4L) for chlorophyll (benthic depth only) and for microbial biomass was collected into acid-clean or bleach-clean, then triple seawater-rinsed Platy® water tank bags (Platypus, Cascade Designs, Seattle, WA, USA) or LDPE Nalgene bottles. Samples were kept in a cooler on ice until filtration within 6 hours of collection. Seawater was filtered for both microbial biomass and chlorophyll via peristalsis using a Masterflex L/S peristaltic pump (Cole-Parmer, Vernon Hills, IL, USA) through acid-clean or 10% bleached silicone tubing (L/S, platinum-cured, #96410-24 size, Cole-Parmer) and a 25-millimeter (mm) filter holder (Swinnex-25, Millipore Corporation) with either a 0.2-micrometer (μm) Supor filter (Pall, Port Washington, New York, USA) or GF/F filter. Seawater was filtered 2 liters at a time for technical duplicates. In some cases, the 0.2 μm filter would clog, so less than the 2 liters were filtered. In those cases, the amount filtered was recorded. Prior to November 2018, the 4L chlorophyll sample was filtered through a single GF/F filter. For consistency with other environmental variables (nutrients and microbial abundances), any technical duplicates of chlorophyll (post-2018) were averaged to yield one variable for environmental analyses. All filters were placed in cryovials and frozen in a liquid nitrogen dry shipper and stored at -80ºC upon return to the Woods Hole Oceanographic Institution until analysis.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Laboratory processing:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Samples for organic nutrients were analyzed on a Shimadzu TOC-VCSH TOC analyzer (Hansell and Carlson, 2001), using a TNM-1 module to generate non-purgeable total organic carbon (TOC) and total nitrogen (TN). The inorganic nutrient samples were analyzed at Oregon State University as described previously (Becker et al., 2020), and used a Technicon AutoAnalyzer II (SEAL Analytical) and Alpkem RFA 300 Rapid Flow Analyzer to generate concentrations of ammonium, phosphate, silicate, nitrite, and nitrate plus nitrite. The microbial abundance samples were analyzed as described in Becker et al. (2020) at the University of Hawaii SOEST Flow Cytometry Facility. The facility used a Beckman-Coulter Altra flow cytometer (Beckman Coulter Life Sciences). The seawater samples were stained with Hoechst 33342 DNA stain and excited with 488 nm and UV wavelengths (Campbell and Vaulot, 1993; Monger and Landry, 1993). Signals were collected and then processed in FlowJo software (Tree Star) to generate populations and abundances (cells per milliliter) of Prochlorococcus, Synechococcus, eukaryotic phytoplankton (&amp;quot;picoeukaryotes&amp;quot;), and non-pigmented bacteria and archaea. Non-pigmented bacteria and archaea are mostly heterotrophic and referred to as &amp;quot;heterotrophic microbes&amp;quot; in this study (Monger and Landry, 1993; Marie et al., 1997).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Chlorophyll was extracted with 90% acetone using standard methods (JGOFS, 1996). Briefly, filters were thawed and placed individually in 5 ml of 90% acetone and capped. If the filter was dark, 10 ml of acetone was used. After a 24-hour extraction in the dark at 4°C, the tubes were vortexed and centrifuged and ~3 ml of solvent was measured on an AquaFluor fluorometer at 664 nanometer (nm) (Turner Designs handheld 800446) fitted with a red-sensitive photomultiplier. Before and after analysis, blanks including air, 90% acetone, and a black standard were run. After each measurement, samples were acidified with two drops of 10% hydrochloric acid, and re-measured to assess phaeopigment concentration. Readings volume-corrected and concentrations generated with a standard curve. Chlorophyll from June and October 2016 was assessed using high-performance liquid chromatography.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;DNA extraction of duplicate 0.22 μm filters proceeded as described previously (Becker et al., 2020) using a method that combines physical and chemical lysis with column purification (Santoro et al., 2010). In addition to the seawater filters, DNA from 14 blank filters was extracted as a DNA extraction control. Briefly, the filters were subjected to chemical lysis with a sucrose-EDTA and 10% SDS lysis buffer and physical lysis with a 15 bead-beating step. The DNeasy Blood and Tissue Kit (Qiagen) was then used to purify the lysate. Resulting DNA was diluted 1:100 in UV-sterile PCR-grade water in preparation for PCR. Single, barcoded PCR reactions per sample were run to amplify the small subunit (SSU) ribosomal RNA (rRNA) gene of bacteria and archaea using primers 515F and 806R (Apprill et al., 2015; Parada et al., 2016). In addition to samples, genomic DNA from Microbial Mock Community B (even, low concentration), v5.1L, for 16S rRNA Gene Sequencing, HM-782D, was used as a sequencing control and PCR-grade water was used as a negative PCR control. PCR reactions (50 μl) contained the following: 2 μl DNA template, 0.5 μl of GoTaq DNA Polymerase (Promega), 1 μl each of forward and reverse primers at 10 μM, 1 μl of 10 mM deoxynucleoside triphosphate (dNTP) mix (Promega), 5 μl MgCl2, 10 μl GoTaq 5X colorless flexi buffer (Promega), and 29.5 μl nuclease-free water. Reactions proceeded with: 95°C for 2 minutes; 28 cycles of 95°C for 20 seconds, 55°C for 15 seconds, and 72°C for 5 minutes; and finally 72°C for 10 minutes before holding at 4ºC. PCR products were all purified with the QIAquick 96 PCR purification kit (Qiagen) or MinElute PCR Purification Kit (Qiagen). Concentrations of purified barcoded PCR products were measured with the Qubit 2.0 fluorometer. Each barcoded sample was diluted to 1 nanogram per microliter (ng/μl) and pooled. Samples were sequenced across four runs to maximize read output per sample on an Illumina MiSeq 2 x 250 bp sequencing at the Roy J. Carver Biotechnology Center at the University of Illinois at Urbana-Champaign or the BioMicro center at Massachusetts Institute of Technology. All resulting fastq files were downloaded and used for further analysis. Fastq files were also uploaded to the NCBI sequence read archive under BioProject accession number PRJNA936592.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Known Issues/Problems:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
In some cases, data are missing. This is noted as either &amp;quot;not collected&amp;quot;, which indicates that the sample does not exist, or &amp;quot;not applicable&amp;quot; meaning the data were not relevant to the sampling design.&amp;lt;/p&amp;gt;</gco:CharacterString>
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	Description: &lt;p&gt;Station longitude, west is negative&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893013.rdf
	Name: site
	Units: unitless
	Description: &lt;p&gt;Name of the reef or location sampled. For laboratory controls sampled in an artificial environment, we specified either control or mock.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893014.rdf
	Name: depthtype
	Units: unitless
	Description: &lt;p&gt;qualitative description of whether the water sample was collected at the surface waters or within 1 meter of the reef benthos, or benthic depth.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893015.rdf
	Name: Replicate
	Units: unitless
	Description: &lt;p&gt;Replicate for technical duplicates of seawater samples&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893016.rdf
	Name: Library
	Units: unitless
	Description: &lt;p&gt;ID of sequencing library in which the sample was run.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893017.rdf
	Name: Sequences
	Units: number of reads
	Description: &lt;p&gt;number of DNA sequences in each sample.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893018.rdf
	Name: yearmonth
	Units: unitless
	Description: &lt;p&gt;year and month in which a sample was collected&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893019.rdf
	Name: prehurricane
	Units: unitless
	Description: &lt;p&gt;yes or no referring to whether a sample was collected prior to the hurricane or not&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893020.rdf
	Name: disease
	Units: unitless
	Description: &lt;p&gt;yes or no referring to whether there was or was not active stony coral tissue loss disease on the reef when it was sampled.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893021.rdf
	Name: disturbance
	Units: unitless
	Description: &lt;p&gt;most recent major reef disturbance, either hurricane or disease. Historic refers to general collective disturbances to the reefs prior to 2017 hurricanes.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893022.rdf
	Name: temp_C
	Units: degrees Celsius
	Description: &lt;p&gt;Temperature of seawater taken from CastAway CTD (SonTek)&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893023.rdf
	Name: salinity
	Units: practical salinity units
	Description: &lt;p&gt;Salinity taken from the CastAway CTD&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893024.rdf
	Name: npoc_um
	Units: micromolar (uM)
	Description: &lt;p&gt;Non-purgeable organic carbon, referred to as total organic carbon, in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893025.rdf
	Name: tn_um
	Units: micromolar (uM)
	Description: &lt;p&gt;Total nitrogen, which includes organic and inorganic nitrogen&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893026.rdf
	Name: po4_um
	Units: micromolar (uM)
	Description: &lt;p&gt;Phosphate in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893027.rdf
	Name: no2no3_um
	Units: micromolar (uM)
	Description: &lt;p&gt;Nitrite plus nitrate concentrations in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893028.rdf
	Name: silicate_um
	Units: micromolar (uM)
	Description: &lt;p&gt;Silicate concentrations in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893029.rdf
	Name: no2_um
	Units: micromolar (uM)
	Description: &lt;p&gt;Nitrite concentrations in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893030.rdf
	Name: nh4_um
	Units: micromolar (uM)
	Description: &lt;p&gt;Ammonium concentrations in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893031.rdf
	Name: Chl_ug_per_l
	Units: micrograms per liter (ug/L)
	Description: &lt;p&gt;Amount of chlorophyll-a in the reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893032.rdf
	Name: Phaeo_ug_per_l
	Units: micrograms per liter (ug/L)
	Description: &lt;p&gt;Amount of phaeophytin in the reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893033.rdf
	Name: pro_per_ml
	Units: cells per milliliter
	Description: &lt;p&gt;Number of prochlorococcus cyanobacteria cells per milliliter in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893034.rdf
	Name: syn_per_ml
	Units: cells per milliliter
	Description: &lt;p&gt;Number of Synechococcus cyanobacteria cells per milliliter in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893035.rdf
	Name: peuk_per_ml
	Units: cells per milliliter
	Description: &lt;p&gt;Number of photosynthetic picoeukaryote cells per milliliter in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893036.rdf
	Name: hbact_per_ml
	Units: cells per milliliter
	Description: &lt;p&gt;Number of unpigmented bacteria and archaea, also referred to as heterotrophic microbes, cells per milliliter in reef seawater&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893037.rdf
	Name: BleachCoral
	Units: relative abundance
	Description: &lt;p&gt;bleached coral cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893038.rdf
	Name: CCA
	Units: relative abundance
	Description: &lt;p&gt;crustose coralline algae cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893039.rdf
	Name: CYAN
	Units: relative abundance
	Description: &lt;p&gt;filamentous cyanobacterial mat cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893040.rdf
	Name: DiseasedCoral
	Units: relative abundance
	Description: &lt;p&gt;diseased coral cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893041.rdf
	Name: HardCoral
	Units: relative abundance
	Description: &lt;p&gt;hard, or stony, coral cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893042.rdf
	Name: Macroalgae
	Units: relative abundance
	Description: &lt;p&gt;macroalgal cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893043.rdf
	Name: Other
	Units: relative abundance
	Description: &lt;p&gt;other cover including millepora and hydroids, zoanthids, and other invertebrates, dead coral, and eelgrass in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893044.rdf
	Name: Ramicrusta
	Units: relative abundance
	Description: &lt;p&gt;Invasive Ramicrusta textilis encrusting alga cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893045.rdf
	Name: SoftCoral
	Units: relative abundance
	Description: &lt;p&gt;Soft coral cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893046.rdf
	Name: Sponge
	Units: relative abundance
	Description: &lt;p&gt;sponge cover in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893047.rdf
	Name: Substrate
	Units: relative abundance
	Description: &lt;p&gt;Substrate includes sand, pavement, and rubble in the reef habitat&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/893048.rdf
	Name: TurfAlgae
	Units: relative abundance
	Description: &lt;p&gt;turf algal cover in the reef habitat&lt;/p&gt; 
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                <gco:CharacterString>&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Sampling locations and dates:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Reefs on the southern shore of St. John, United States Virgin Islands (USVI) were targeted for 11 opportunistic sampling events over six years from June 2016 to June 2022. The reefs included (from west to east) Dittlif, Cocoloba, Joel’s Shoal, Europa, Yawzi, Tektite, Booby Rock, and Ram Head, all of which are within the bounds of Virgin Islands National Park, except for Dittlif. The research operations were coastal, predominantly land-based, lasting 1-3 weeks, with seawater sampling and diver-based reef surveys deployed from a power boat. Reef collections included surveys for benthic composition, small volumes of seawater for inorganic and organic nutrients and microbial abundances, larger volumes for microbial biomass and chlorophyll, and CTD casts for temperature and salinity. All collections occurred during daylight hours. Dates of seawater sampling events included June 10-12, 2016, October 28-29, 2016, March 25-28, 2017, July 26-30, 2017, November 27-30, 2017 (occurred aboard R/V Walton Smith), April 11-13, 2018, November 5-9, 2018 (occurred aboard R/V Walton Smith), August 6-10, 2020, January 17-24, 2021, October 20-25, 2021, and June 24-29, 2022.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;These sampling points surround two major stressors to St. John, USVI reefs: two category 5 hurricanes, Irma and Maria, which impacted the reefs in September, 2017, and stony coral tissue loss disease, a multi-species disease outbreak that began emerging around St. John, USVI between January-June, 2020. As of August 2020, the disease just began affecting all reefs in the study area, except Europa and Cocoloba. All reefs were impacted by the next sampling in January 2021.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Field collections:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Surveys were conducted via SCUBA. Point intercept benthic reef surveys were conducted to understand the percent cover of organisms and substrates on each reef. Surveys proceeded using four to six 10-meter (m) long transects, with the underlying biological reef organisms or substrate recorded every 10 centimeters (cm). Transects were collected yearly prior to the 2017 hurricane, then were collected at each field sampling event. Following the emergence of stony coral tissue loss disease in 2020, roving diver surveys to quantify that disease were conducted in January and October 2021. Disease surveys lasted thirty minutes within a 100 m² plot and the diver counted all apparently healthy and diseased coral colonies and recorded species level, when possible. At the conclusion of the survey, the area surveyed within the plot was estimated.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;At each reef, measurements of temperature (ºC) and salinity (psu) were conducted using a CastAway CTD (SonTek, Xylem, San Diego, CA, USA). Next, small volumes of water were collected from both surface and approximately within 1 m of reef depth (referred to as &amp;quot;benthic&amp;quot; depth) for organic nutrients, inorganic nutrients, and microbial cell abundances. Seawater for total organic carbon (TOC) and total nitrogen (TN) was collected into 40-milliliter (ml) combusted borosilicate glass vials. Seawater for inorganic nutrients (phosphate, ammonium, silicate, nitrite plus nitrate), was collected in acid-clean 30 ml HDPE bottles (Nalgene, ThermoFisher Scientific, Waltham, MA, USA). Bottles for all collections were triple-rinsed with seawater prior to collection. Following collection, organic nutrient samples were fixed with 75 microliters (μl) phosphoric acid and stored at room temperature until analysis. A 1.4 ml aliquot from the inorganic nutrient collection was placed into a cryovial for flow cytometry-based analysis for microbial cell abundances, then fixed with paraformaldehyde (1% final concentration, Electron Microscopy Sciences) in the dark for 20 minutes, then frozen in a liquid nitrogen dry shipper and stored at -80º Celsius (C) until analysis. Bottles for inorganic nutrient analysis were kept frozen at -20ºC until analysis. Inorganic and organic nutrients and microbial cell abundances were collected in biological duplicates for the June and October 2016 sampling events, but not for further events. Duplicates from those events were averaged for comparison to all other timepoints, which were sampled in singlicate.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Seawater for microbial biomass and chlorophyll analysis was collected from surface and benthic depths at each reef. For all benthic seawater collections prior to 2019, a groundwater pump (Mini-Monsoon 12V, Proactive Environmental Products, Bradenton, Florida, USA) was used. Beginning in August 2020, an 8L diver-operated Niskin bottle was used to enable more accurate collection of water directly over the reef habitat. Seawater (4L) for chlorophyll (benthic depth only) and for microbial biomass was collected into acid-clean or bleach-clean, then triple seawater-rinsed Platy® water tank bags (Platypus, Cascade Designs, Seattle, WA, USA) or LDPE Nalgene bottles. Samples were kept in a cooler on ice until filtration within 6 hours of collection. Seawater was filtered for both microbial biomass and chlorophyll via peristalsis using a Masterflex L/S peristaltic pump (Cole-Parmer, Vernon Hills, IL, USA) through acid-clean or 10% bleached silicone tubing (L/S, platinum-cured, #96410-24 size, Cole-Parmer) and a 25-millimeter (mm) filter holder (Swinnex-25, Millipore Corporation) with either a 0.2-micrometer (μm) Supor filter (Pall, Port Washington, New York, USA) or GF/F filter. Seawater was filtered 2 liters at a time for technical duplicates. In some cases, the 0.2 μm filter would clog, so less than the 2 liters were filtered. In those cases, the amount filtered was recorded. Prior to November 2018, the 4L chlorophyll sample was filtered through a single GF/F filter. For consistency with other environmental variables (nutrients and microbial abundances), any technical duplicates of chlorophyll (post-2018) were averaged to yield one variable for environmental analyses. All filters were placed in cryovials and frozen in a liquid nitrogen dry shipper and stored at -80ºC upon return to the Woods Hole Oceanographic Institution until analysis.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Laboratory processing:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Samples for organic nutrients were analyzed on a Shimadzu TOC-VCSH TOC analyzer (Hansell and Carlson, 2001), using a TNM-1 module to generate non-purgeable total organic carbon (TOC) and total nitrogen (TN). The inorganic nutrient samples were analyzed at Oregon State University as described previously (Becker et al., 2020), and used a Technicon AutoAnalyzer II (SEAL Analytical) and Alpkem RFA 300 Rapid Flow Analyzer to generate concentrations of ammonium, phosphate, silicate, nitrite, and nitrate plus nitrite. The microbial abundance samples were analyzed as described in Becker et al. (2020) at the University of Hawaii SOEST Flow Cytometry Facility. The facility used a Beckman-Coulter Altra flow cytometer (Beckman Coulter Life Sciences). The seawater samples were stained with Hoechst 33342 DNA stain and excited with 488 nm and UV wavelengths (Campbell and Vaulot, 1993; Monger and Landry, 1993). Signals were collected and then processed in FlowJo software (Tree Star) to generate populations and abundances (cells per milliliter) of Prochlorococcus, Synechococcus, eukaryotic phytoplankton (&amp;quot;picoeukaryotes&amp;quot;), and non-pigmented bacteria and archaea. Non-pigmented bacteria and archaea are mostly heterotrophic and referred to as &amp;quot;heterotrophic microbes&amp;quot; in this study (Monger and Landry, 1993; Marie et al., 1997).&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;Chlorophyll was extracted with 90% acetone using standard methods (JGOFS, 1996). Briefly, filters were thawed and placed individually in 5 ml of 90% acetone and capped. If the filter was dark, 10 ml of acetone was used. After a 24-hour extraction in the dark at 4°C, the tubes were vortexed and centrifuged and ~3 ml of solvent was measured on an AquaFluor fluorometer at 664 nanometer (nm) (Turner Designs handheld 800446) fitted with a red-sensitive photomultiplier. Before and after analysis, blanks including air, 90% acetone, and a black standard were run. After each measurement, samples were acidified with two drops of 10% hydrochloric acid, and re-measured to assess phaeopigment concentration. Readings volume-corrected and concentrations generated with a standard curve. Chlorophyll from June and October 2016 was assessed using high-performance liquid chromatography.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;DNA extraction of duplicate 0.22 μm filters proceeded as described previously (Becker et al., 2020) using a method that combines physical and chemical lysis with column purification (Santoro et al., 2010). In addition to the seawater filters, DNA from 14 blank filters was extracted as a DNA extraction control. Briefly, the filters were subjected to chemical lysis with a sucrose-EDTA and 10% SDS lysis buffer and physical lysis with a 15 bead-beating step. The DNeasy Blood and Tissue Kit (Qiagen) was then used to purify the lysate. Resulting DNA was diluted 1:100 in UV-sterile PCR-grade water in preparation for PCR. Single, barcoded PCR reactions per sample were run to amplify the small subunit (SSU) ribosomal RNA (rRNA) gene of bacteria and archaea using primers 515F and 806R (Apprill et al., 2015; Parada et al., 2016). In addition to samples, genomic DNA from Microbial Mock Community B (even, low concentration), v5.1L, for 16S rRNA Gene Sequencing, HM-782D, was used as a sequencing control and PCR-grade water was used as a negative PCR control. PCR reactions (50 μl) contained the following: 2 μl DNA template, 0.5 μl of GoTaq DNA Polymerase (Promega), 1 μl each of forward and reverse primers at 10 μM, 1 μl of 10 mM deoxynucleoside triphosphate (dNTP) mix (Promega), 5 μl MgCl2, 10 μl GoTaq 5X colorless flexi buffer (Promega), and 29.5 μl nuclease-free water. Reactions proceeded with: 95°C for 2 minutes; 28 cycles of 95°C for 20 seconds, 55°C for 15 seconds, and 72°C for 5 minutes; and finally 72°C for 10 minutes before holding at 4ºC. PCR products were all purified with the QIAquick 96 PCR purification kit (Qiagen) or MinElute PCR Purification Kit (Qiagen). Concentrations of purified barcoded PCR products were measured with the Qubit 2.0 fluorometer. Each barcoded sample was diluted to 1 nanogram per microliter (ng/μl) and pooled. Samples were sequenced across four runs to maximize read output per sample on an Illumina MiSeq 2 x 250 bp sequencing at the Roy J. Carver Biotechnology Center at the University of Illinois at Urbana-Champaign or the BioMicro center at Massachusetts Institute of Technology. All resulting fastq files were downloaded and used for further analysis. Fastq files were also uploaded to the NCBI sequence read archive under BioProject accession number PRJNA936592.&amp;lt;/p&amp;gt;

&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Known Issues/Problems:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
In some cases, data are missing. This is noted as either &amp;quot;not collected&amp;quot;, which indicates that the sample does not exist, or &amp;quot;not applicable&amp;quot; meaning the data were not relevant to the sampling design.&amp;lt;/p&amp;gt;</gco:CharacterString>
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                <gco:CharacterString>&amp;lt;p&amp;gt;&amp;lt;strong&amp;gt;Environmental data processing:&amp;lt;/strong&amp;gt;&amp;lt;br /&amp;gt;
Data from point-intercept benthic survey transects were grouped into different benthic categories, including bleached coral, crustose coralline algae (CCA), cyanobacterial mats (CYAN), diseased coral, hard coral, macroalgae, ramicrusta, soft coral, sponge, substrate (a combination of rubble, pavement, sand, and rock), turf algae, and other (a combination of millepora and hydroids, zoanthids, and other invertebrates, dead coral, and eelgrass). Counts of each category were transformed to a percent and averaged over the 4-6 transects per reef at each timepoint. Those values were used for data analyses. Data from the disease surveys were used to generate disease prevalence on reefs in January 2021 and October 2021 by dividing the number of coral colonies afflicted by stony coral tissue loss disease by the total number of colonies identified.&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;
- converted data from Excel format to csv.&amp;lt;/p&amp;gt;</gco:CharacterString>
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              <gmd:source>
                <gmd:LI_Source>
                  <gmd:sourceCitation>
                    <gmd:CI_Citation>
                      <gmd:title>
                        <gco:CharacterString>Specified by the Principal Investigator(s)</gco:CharacterString>
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                      <gmd:date gco:nilReason="unknown"/>
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        <gco:CharacterString>7.x-1.1</gco:CharacterString>
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      <gmd:contact>
        <gmd:CI_ResponsibleParty>
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    <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/affiliation/191.rdf" xlink:actuate="onRequest">Biological and Chemical Oceanography Data Management Office (BCO-DMO)</gmx:Anchor>
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				    <gco:CharacterString>Unavailable</gco:CharacterString>
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				    <gco:CharacterString>508-289-2009</gco:CharacterString>
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				    <gco:CharacterString>WHOI MS#36</gco:CharacterString>
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				  <gmd:city>
				    <gco:CharacterString>Woods Hole</gco:CharacterString>
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				    <gco:CharacterString>MA</gco:CharacterString>
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				    <gco:CharacterString>USA</gco:CharacterString>
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      <gmd:onlineResource>
          <gmd:CI_OnlineResource>
            <gmd:linkage>
              <gmd:URL>http://www.bco-dmo.org</gmd:URL>
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		    <gco:CharacterString>For questions regarding this resource, please contact BCO-DMO via the email address provided.</gco:CharacterString>
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    <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/473308.rdf" xlink:title="Alpkem RFA300" xlink:actuate="onRequest">Alpkem RFA 300 Rapid Flow Analyzer</gmx:Anchor>
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            <gco:CharacterString>Alpkem RFA 300 Rapid Flow Analyzer</gco:CharacterString>
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            <gco:CharacterString>PI Supplied Instrument Name: Alpkem RFA 300 Rapid Flow Analyzer Instrument Name: Alpkem RFA300 Instrument Short Name:Alpkem RFA300   Instrument Description: A rapid flow analyser (RFA) that may be used to measure nutrient concentrations in seawater. It is an air-segmented, continuous flow instrument comprising a sampler, a peristaltic pump which simultaneously pumps samples, reagents and air bubbles through the system, analytical cartridge, heating bath, colorimeter, data station, and printer. The RFA-300 was a precursor to the smaller Alpkem RFA/2 (also RFA II or RFA-2). Community Standard Description: http://vocab.nerc.ac.uk/collection/L22/current/TOOL0414/</gco:CharacterString>
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      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/649.rdf" xlink:title="Automated DNA Sequencer" xlink:actuate="onRequest">Illumina MiSeq</gmx:Anchor>
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            <gco:CharacterString>Illumina MiSeq</gco:CharacterString>
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            <gco:CharacterString>PI Supplied Instrument Name: Illumina MiSeq Instrument Name: Automated DNA Sequencer Instrument Short Name:Automated Sequencer   Instrument Description: A DNA sequencer is an instrument that determines the order of deoxynucleotides in deoxyribonucleic acid sequences.</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/660.rdf" xlink:title="Flow Cytometer" xlink:actuate="onRequest">Beckman-Coulter Altra flow cytometer</gmx:Anchor>
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          <gmi:type>
            <gco:CharacterString>Beckman-Coulter Altra flow cytometer</gco:CharacterString>
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          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Beckman-Coulter Altra flow cytometer Instrument Name: Flow Cytometer Instrument Short Name:Flow Cytometer   Instrument Description: Flow cytometers (FC or FCM) are automated instruments that quantitate properties of single cells, one cell at a time. They can measure cell size, cell granularity, the amounts of cell components such as total DNA, newly synthesized DNA, gene expression as the amount messenger RNA for a particular gene, amounts of specific surface receptors, amounts of intracellular proteins, or transient signalling events in living cells.
(from: http://www.bio.umass.edu/micro/immunology/facs542/facswhat.htm) Community Standard Description: http://vocab.nerc.ac.uk/collection/L05/current/LAB37/</gco:CharacterString>
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      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/484.rdf" xlink:title="Fluorometer" xlink:actuate="onRequest">AquaFluor fluorometer at 664 nm (Turner Designs handheld 800446) fitted with a red sensitive photomultiplier</gmx:Anchor>
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            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>AquaFluor fluorometer at 664 nm (Turner Designs handheld 800446) fitted with a red sensitive photomultiplier</gco:CharacterString>
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          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: AquaFluor fluorometer at 664 nm (Turner Designs handheld 800446) fitted with a red sensitive photomultiplier Instrument Name: Fluorometer Instrument Short Name:Fluorometer   Instrument Description: A fluorometer or fluorimeter is a device used to measure parameters of fluorescence: its intensity and wavelength distribution of emission spectrum after excitation by a certain spectrum of light. The instrument is designed to measure the amount of stimulated electromagnetic radiation produced by pulses of electromagnetic radiation emitted into a water sample or in situ. Community Standard Description: http://vocab.nerc.ac.uk/collection/L05/current/113/</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/726.rdf" xlink:title="Pump" xlink:actuate="onRequest">Masterflex L/S peristaltic pump (Cole-Parmer, Vernon Hills, IL, USA)</gmx:Anchor>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>Masterflex L/S peristaltic pump (Cole-Parmer, Vernon Hills, IL, USA)</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Masterflex L/S peristaltic pump (Cole-Parmer, Vernon Hills, IL, USA) Instrument Name: Pump Instrument Short Name:   Instrument Description: A pump is a device that moves fluids (liquids or gases), or sometimes slurries, by mechanical action. Pumps can be classified into three major groups according to the method they use to move the fluid: direct lift, displacement, and gravity pumps</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/726.rdf" xlink:title="Pump" xlink:actuate="onRequest">groundwater pump (Mini-Monsoon 12V, Proactive Environmental Products, Bradenton, Florida, USA)</gmx:Anchor>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>groundwater pump (Mini-Monsoon 12V, Proactive Environmental Products, Bradenton, Florida, USA)</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: groundwater pump (Mini-Monsoon 12V, Proactive Environmental Products, Bradenton, Florida, USA) Instrument Name: Pump Instrument Short Name:   Instrument Description: A pump is a device that moves fluids (liquids or gases), or sometimes slurries, by mechanical action. Pumps can be classified into three major groups according to the method they use to move the fluid: direct lift, displacement, and gravity pumps</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/603.rdf" xlink:title="Shimadzu TOC-V Analyzer" xlink:actuate="onRequest">Shimadzu TOC-VCSH total organic carbon analyzer using a TNM-1 module</gmx:Anchor>
              </gmd:code>
            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>Shimadzu TOC-VCSH total organic carbon analyzer using a TNM-1 module</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Shimadzu TOC-VCSH total organic carbon analyzer using a TNM-1 module Instrument Name: Shimadzu TOC-V Analyzer Instrument Short Name:Shimadzu TOC-V   Instrument Description: A Shimadzu TOC-V Analyzer measures DOC by high temperature combustion method. Community Standard Description: http://onto.nerc.ac.uk/CAST/124</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/893178.rdf" xlink:title="SonTek CastAway-CTD" xlink:actuate="onRequest">CastAway CTD (SonTek, Xylem, San Diego, CA, USA)</gmx:Anchor>
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          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>CastAway CTD (SonTek, Xylem, San Diego, CA, USA)</gco:CharacterString>
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          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: CastAway CTD (SonTek, Xylem, San Diego, CA, USA) Instrument Name: SonTek CastAway-CTD Instrument Short Name:CastAway-CTD   Instrument Description: The Sontek CastAway-CTD (manufactured by Xylem) is a handheld castable instrument that provides instantaneous profiles of temperature, salinity, and sound speed. Each cast is referenced with both time and location using its built-in GPS receiver. The CastAway software displays profiles of the casts in addition to mapping the locations of the data collection points. The CastAway-CTD has a 5 Hz response and sampling rate, accurate to 0.1 (PSS-78), 0.05° Celsius.

Conductivity range is 0 to 100,000 µS/cm.
Temperature range is -5° to 45° Celsius.
Pressure range is 0 to 100 decibars.

Further specs and information can be found on the manufacturer's website: https://www.xylem.com/en-us/brands/wtw/wtw-products/castaway-ctd/</gco:CharacterString>
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        </gmi:MI_Instrument>
      </gmi:instrument>
      <gmi:instrument>
        <gmi:MI_Instrument>
          <gmi:identifier>
            <gmd:MD_Identifier>
              <gmd:code>
                <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/instrument/473306.rdf" xlink:title="Technicon AutoAnalyzer II" xlink:actuate="onRequest">Technicon AutoAnalyzer II (SEAL Analytical)</gmx:Anchor>
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            </gmd:MD_Identifier>
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          <gmi:type>
            <gco:CharacterString>Technicon AutoAnalyzer II (SEAL Analytical)</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>PI Supplied Instrument Name: Technicon AutoAnalyzer II (SEAL Analytical) Instrument Name: Technicon AutoAnalyzer II Instrument Short Name:   Instrument Description: A rapid flow analyzer that may be used to measure nutrient concentrations in seawater. It is a continuous segmented flow instrument consisting of a sampler, peristaltic pump, analytical cartridge, heating bath, and colorimeter. See more information about this instrument from the manufacturer. Community Standard Description: http://vocab.nerc.ac.uk/collection/L22/current/TOOL0291/</gco:CharacterString>
          </gmi:description>
        </gmi:MI_Instrument>
      </gmi:instrument>
      </gmi:MI_AcquisitionInformation>
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