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            <gco:CharacterString>Cite this dataset as: Wootton, T., Miranda, K. (2026) Species surveys at defined tides on the exposed rocky shores of Tatoosh Island, Makah Reservation, Washington 2014-2017. Biological and Chemical Oceanography Data Management Office (BCO-DMO). (Version 1) Version Date 2026-07-29 [if applicable, indicate subset used]. http://lod.bco-dmo.org/id/dataset/1003120 [access date]</gco:CharacterString>
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        <gco:CharacterString>Tide Height Variability Quadrats Dataset Description:  Methods and Sampling: &amp;lt;p&amp;gt;Samples were taken at four sites of relatively uniform rock bench of at least 30 meters (m) in length at Tatoosh Island, Makah Reservation, Washington, USA, known by investigators as: East Strawberry (48.39144N, -124.73839W), The Finger (48.39387N, -124.73841), The Glacier (48.39145N, -124.74098), and Simon's Landing (48.39121N, -124.73271W). Sampling occurred on days with low spring tides to sample the broadest stretch of shoreline exposed at low tide. At each site, once per year, we set a Dewalt rotating, self-leveling laser level on a tripod just above the upper limit of the barnacle zone, set the laser detector to a specified level on the transit and moved along the shore from south to north choosing 10 spots along the bench at the selected transit height spaced as evenly as possible along the entire rock bench while avoiding topographic irregularities such as tide pools or large cracks in the rock bench. This sampling pattern resulted in 10 general sampling bands extending down each rock bench. Within each band, sampling points were selected by moving the transit to a point in the band at a generally appropriate height as assessed by moving the transit upward or angling it sideways until the laser detector on the transit beeped, then slowly moving the base of the transit up or down the shore while holding the transit vertical until the laser beam was detected. At each point, a 50 x 50 centimeter (cm) quadrat, divided into 121 sub-squares defined with monofilament cross lines to aid in estimating percent cover was centered on the identified sample point and oriented to be perpendicular to the slope of the rock, and was photographed from below (seaward side at the bottom), with the quadrat frame spanning nearly the entire vertical (short) frame of the photograph to maximize detail. Upon completion of sampling at one tide height, the detector on the transit would be moved by the selected vertical tidal sampling increment, usually 0.2 m but occasionally 0.1 m at some sites/years, and the process was repeated until the lowest point that could be reached at low tide was surveyed. Sampling was initiated 3-3.5 hours before predicted low tide to follow the tide out to its lowest level.&amp;lt;/p&amp;gt;</gco:CharacterString>
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                            <gco:CharacterString>&lt;p&gt;&lt;em&gt;NSF Award Abstract:&lt;/em&gt;&lt;br /&gt;
Cyclical variations in environmental conditions, like tides or seasons, comprise a common theme in nature. Living organisms must cope with repetitive arrivals of unfavorable conditions for survival. Therefore species around the world are under evolutionary pressure to schedule their &quot;life cycles&quot; or &quot;life histories&quot; to fit the environmental cycle regimes within which they reside. Recent climate change has shifted historical cyclical patterns in many ecosystems, such as season length, resulting in mismatches between life histories and the ideal environmental conditions of plants and animals, to the detriment of population persistence and ecological stability. Adaptive evolution offers a mechanism that may buffer these mismatches. Accumulating evidence of shifts in life history schedules from around the world shows us that much remains to be done to understand how life histories are &quot;fit&quot; to environmental cycles, and to changes in cycles, despite their everyday familiarity. Testing theoretical ideas with data and experiments is essential. Marine coastal habitats are subject to conspicuous cycles occurring at multiple time scales, such as diel, tidal, lunar, seasonal, and multi-annual fluctuations. Populations of the intertidal crustacean Tigriopus californicus occupy rocky shore across the entire eastern Pacific coastline in upper tidepools that are periodically wave-swept at high tide at varying intervals. This project develops mathematical models to uncover fundamental rules of life history variation and adaptation in regularly varying environments, and tests hypotheses across Tigriopus californicus populations experiencing varying tidal disturbances using efficient and highly replicated field collections and manipulative experiments in the lab. Beyond producing broadly applicable theory and abundant open-access data, the investigators engage with local Makah Tribe students near field sites for sampling and natural history studies to enhance STEM education in an underserved rural community. Furthermore, the project expands the nation's scientific capacity by training undergraduate and graduate students in experimental design, theoretical modelling in population ecology and life history evolution, and data analysis.&lt;/p&gt;
&lt;p&gt;How natural populations persist in variable environments has been a long-standing question in ecology and evolution. In particular, cyclical variability is common in nature, and many species show predictable life history strategies that follow cycles in nature (e.g. phenology). However, a general conceptual framework is lacking for how adaptation to cycles occurs and how the scaling of life histories to fluctuations buffers changes in the environment. Marine environments fluctuate predictably across a range of temporal scales, such as tidal and seasonal, and provide unique opportunities to study population persistence and evolution in cyclical environments. A general mathematical framework is developed that explores life history optimization in the context of cyclically varying environments. The marine intertidal copepod Tigriopus californcus is ideal for testing model predictions and motivating extensions. Many isolated populations can be sampled entirely in the field, and the short timescale of tide cycles, short generation times, and ease of frequent sampling will provide a dense dataset of eco-evolutionary patterns in response to natural disturbance regimes. Pilot studies have established experimental populations in the laboratory, and have proven that Tigriopus californcus is amenable to careful manipulations of simulated disturbance frequency (both cyclical and stochastic) that seamlessly translate to the model framework. The combination of modelling, field parameterization, and experimental investigation of life histories in cyclical and stochastic environments is a novel and holistic approach to the question of life history diversity within an environment. Finally, a general understanding of evolutionary mechanisms in cyclical environments can improve predictions of the fate of populations when natural cycles are perturbed, which is expected across many ecosystems due to climate change.&lt;/p&gt;
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                            <gmx:Anchor xlink:href="http://lod.bco-dmo.org/id/project/873564.rdf" xlink:title="Project Name" xlink:actuate="onRequest">LTREB: Ecological Dynamics in an Experimentally-Tractable Natural Ecosystems</gmx:Anchor>
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                            <gco:CharacterString>&lt;p&gt;&lt;em&gt;NSF Award Abstract for DEB-&lt;/em&gt;0919420:&lt;/p&gt;
&lt;p&gt;This award is funded under the American Recovery and Reinvestment Act of 2009 (Public Law 111-5).&lt;/p&gt;
&lt;p&gt;A core challenge for ecologists is to develop frameworks to predict how complex natural communities and ecosystems will respond to environmental impacts such as species extinction and global change. Because ecological interactions are comprised of complex networks, meeting this challenge requires an integration of mathematical frameworks with empirical data. In this project, the investigator will extend several long-term multi-species data sets for marine rocky intertidal organisms and environmental conditions, and use these data to estimate species interaction strengths in dynamic, multi-species models. These results will then be used to test for general patterns of interaction strength and to generate predictions for different potential environmental impacts. Long-term species manipulation experiments in this intertidal habitat will be used to validate predictions generated by multi-species models.&lt;/p&gt;
&lt;p&gt;Results of this study will significantly enhance the ability to address an urgent societal need - the prediction of natural ecosystem responses to global change, including climate change. In the process, the study will increase collaboration and data sharing among university researchers and governmental management agencies (Tribal and NOAA National Marine Sanctuary staff), provide advanced training for Ph. D. students, and facilitate research experience for undergraduate in ecological science. Data associated with the project will be publicly available through the University of Chicago, the Knowledge Network for Biocomplexity, and through the Ecological Society of America's Ecological Archives.&lt;/p&gt;
&lt;p&gt;&lt;em&gt;NSF Award Abstract for Continuing Award DEB-&lt;/em&gt;1556874:&lt;/p&gt;
&lt;p&gt;A central goal for ecology is to document if and how the environment is changing, to determine the causes of these changes, and to predict what the consequences of these changes will be to ecological systems. This is a challenge because of the complex network of connections among the living organisms and the non-living parts of ecosystems. Mathematical models are essential tools to keep track of these ecological interactions and to predict how they will respond to environmental changes. However, models need to be linked to data from nature. Two major challenges in developing predictive models of environmental change are 1) collecting sufficient data on how interactions among a complete set of species and environmental factors change over time, and (2) rigorously testing model predictions with experiments. This study will combine a quarter-century long series of data on 100+ species and relevant environmental variables in the rocky shoreline of Tatoosh Island in Washington state, with a long-term field experiment that mimics the extinction of a key species, the California mussel. The long term data will be applied to several different modeling approaches and predictions from these models will subsequently be tested with the long-term field experiment. The research will identify the most promising modeling approaches for making ecological prediction, and make them available to ecosystem managers and policy makers interested in the consequences of environmental impacts such as species extinction and global change. The comprehensive data series also will be made available to other scientists to be used as a platform for additional studies. This project will also engage undergraduate students in field research, data management, mathematical modeling, and in communicating with the public, managers, and policy makers. Furthermore, because the challenge of understanding networks of species interactions is shared with other scientific disciplines that deal with complex networks, project results will be of general value in other disciplines.&lt;/p&gt;
&lt;p&gt;The researcher will conduct annual surveys of replicated permanent plots for plants and animals on the shoreline in two ways: 1) by documenting the species identities under 2,600 fixed points over a 5-year period and generating annual transition probabilities among species, and 2) by generating abundance estimates in permanent 60 x 60 cm census plots. Fifteen experimental plots will be maintained by selectively removing individuals of Mytilus californianus when they appear, leaving all other species undisturbed. Environmental data will be collected every 30 minutes using a submersible data logger and a land-based weather station. Water chemistry, including critical nutrients, will be monitored. These data will be analyzed in several ways, including 1) parameterizing transition-based models (Markov chain models, spatially-explicit cellular automata) with environmental dependencies, 2) parameterizing multi-species population dynamic models from plot counts, 3) applying multi-spatial cross-convergent mapping and testing whether it accurately detects key species known to have strong causal effects from independent experiments, 4) applying neural network models and testing their predictions about the consequences of species extinction, and 5) testing whether there is a relationship between the variability of a species' abundance through time and its importance to the ecosystem as assessed by independent experiments. The community modeling projects enabled by the rich long term data sets have a strong potential to advance our understanding of mechanisms underlying community dynamics and their response to environmental change.&lt;/p&gt;</gco:CharacterString>
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            http://lod.bco-dmo.org/id/dataset-parameter/1003132.rdf
	Name: Site
	Units: Name used by Tatoosh Island investigators
	Description: &lt;p&gt;General location of sampling on Tatoosh Island&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003133.rdf
	Name: Sample_Date
	Units: unitless
	Description: &lt;p&gt;Date of Survey&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003134.rdf
	Name: Transit
	Units: meters
	Description: &lt;p&gt;Height on transit of laser detector at the sample point&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003135.rdf
	Name: Marker
	Units: meters
	Description: &lt;p&gt;Measured height of reference marker during survey&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003136.rdf
	Name: Tide_Height
	Units: meters
	Description: &lt;p&gt;Calculated actual tide height of sample point&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003137.rdf
	Name: Quadrat_number
	Units: unitless
	Description: &lt;p&gt;Quadrat number (S to N) at a given tide height and site. Also referred to as vertical path.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003138.rdf
	Name: Upper_Lower_Half
	Units: unitless
	Description: &lt;p&gt;Half of quadrat enumerated.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003139.rdf
	Name: Bare_Rock
	Units: number of occupied subsquares
	Description: &lt;p&gt;number of subsquares without observable organisms&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003140.rdf
	Name: Hedophyllum_sessile
	Units: number of occupied subsquares
	Description: &lt;p&gt;Hedophyllum sessile&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003141.rdf
	Name: Alaria_marginata
	Units: number of occupied subsquares
	Description: &lt;p&gt;Alaria marginata&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003142.rdf
	Name: Laminaria_setchellii
	Units: number of occupied subsquares
	Description: &lt;p&gt;Laminaria setchellii&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003143.rdf
	Name: Costaria_costata
	Units: number of occupied subsquares
	Description: &lt;p&gt;Costaria costata&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003144.rdf
	Name: PostePostelsia_palmaeformislsia_palmeaformis
	Units: number of occupied subsquares
	Description: &lt;p&gt;Postelsia palmaeformis&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003145.rdf
	Name: Fucus_gardneri
	Units: number of occupied subsquares
	Description: &lt;p&gt;Fucus gardneri&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003146.rdf
	Name: Egregia_menziesii
	Units: number of occupied subsquares
	Description: &lt;p&gt;Egregia menziesii&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003147.rdf
	Name: Lessoniopsis_littoralis
	Units: number of occupied subsquares
	Description: &lt;p&gt;Lessoniopsis littoralis&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003148.rdf
	Name: Leathesia_difformis
	Units: number of occupied subsquares
	Description: &lt;p&gt;Leathesia difformis&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003149.rdf
	Name: Nereocystis_luetkeana
	Units: number of occupied subsquares
	Description: &lt;p&gt;Nereocystis luetkeana&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003150.rdf
	Name: Pelvetiopsis_limitata
	Units: number of occupied subsquares
	Description: &lt;p&gt;Pelvetiopsis limitata&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003151.rdf
	Name: Crustose_Coralline_Algae
	Units: number of occupied subsquares
	Description: &lt;p&gt;Crustose Coralline Algae&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003152.rdf
	Name: Articulated_Coralline_Algae
	Units: number of occupied subsquares
	Description: &lt;p&gt;Articulated Coralline Algae&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003153.rdf
	Name: Crustose_Red_Algae
	Units: number of occupied subsquares
	Description: &lt;p&gt;Crustose Red Algae&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003154.rdf
	Name: Foliose_Red_Algae
	Units: number of occupied subsquares
	Description: &lt;p&gt;Foliose Red Algae, not including red algae identified to species&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003155.rdf
	Name: Filamentous_Red_Algae
	Units: number of occupied subsquares
	Description: &lt;p&gt;Filamentous Red Algae, not including red algae identified to species&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003156.rdf
	Name: Halosaccion_glandiforme
	Units: number of occupied subsquares
	Description: &lt;p&gt;Halosaccion glandiforme&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003157.rdf
	Name: Callithamnion_pikeanum
	Units: number of occupied subsquares
	Description: &lt;p&gt;Callithamnion pikeanum&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003158.rdf
	Name: Mastocarpus_papillatus
	Units: number of occupied subsquares
	Description: &lt;p&gt;Mastocarpus papillatus&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003159.rdf
	Name: Endocladia_muricata
	Units: number of occupied subsquares
	Description: &lt;p&gt;Endocladia muricata&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003160.rdf
	Name: Porphyra_spp
	Units: number of occupied subsquares
	Description: &lt;p&gt;Porphyra spp.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003161.rdf
	Name: Mazzaella_cornucopiae
	Units: number of occupied subsquares
	Description: &lt;p&gt;Mazzaella cornucopiae&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003162.rdf
	Name: Ulva_spp
	Units: number of occupied subsquares
	Description: &lt;p&gt;Ulva spp.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003163.rdf
	Name: Acrosiphonia_coalita
	Units: number of occupied subsquares
	Description: &lt;p&gt;Acrosiphonia coalita&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003164.rdf
	Name: Phyllospadix_spp
	Units: number of occupied subsquares
	Description: &lt;p&gt;Phyllospadix spp.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003165.rdf
	Name: Allopora_californica
	Units: number of occupied subsquares
	Description: &lt;p&gt;Allopora californica&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003166.rdf
	Name: Colonial_Hydroid
	Units: number of occupied subsquares
	Description: &lt;p&gt;Colonial Hydroid, not Allopora&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003167.rdf
	Name: Anthopleura_xanthogrammica
	Units: number of occupied subsquares
	Description: &lt;p&gt;Anthopleura xanthogrammica&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003168.rdf
	Name: Anthopleura_elegantissima
	Units: number of occupied subsquares
	Description: &lt;p&gt;Anthopleura elegantissima&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003169.rdf
	Name: Clathria_spp
	Units: number of occupied subsquares
	Description: &lt;p&gt;Clathria spp.&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003170.rdf
	Name: Halichondria_bowerbanki
	Units: number of occupied subsquares
	Description: &lt;p&gt;Halichondria bowerbanki&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003171.rdf
	Name: Halichondria_panicea
	Units: number of occupied subsquares
	Description: &lt;p&gt;Halichondria panicea&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003172.rdf
	Name: Haliclona_cinerea
	Units: number of occupied subsquares
	Description: &lt;p&gt;Haliclona cinerea&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003173.rdf
	Name: Serpula_columbiana
	Units: number of occupied subsquares
	Description: &lt;p&gt;Serpula columbiana&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003174.rdf
	Name: Aplidium_californicum
	Units: number of occupied subsquares
	Description: &lt;p&gt;Aplidium californicum&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003175.rdf
	Name: Mytilus_californianus
	Units: number of occupied subsquares
	Description: &lt;p&gt;Mytilus californianus&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003176.rdf
	Name: Mytilus_trossulus
	Units: number of occupied subsquares
	Description: &lt;p&gt;Mytilus trossulus&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003177.rdf
	Name: Pollicipes_polymerus
	Units: number of occupied subsquares
	Description: &lt;p&gt;Pollicipes polymerus&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003178.rdf
	Name: Balanus_nubilus
	Units: number of occupied subsquares
	Description: &lt;p&gt;Balanus nubilus&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003179.rdf
	Name: Semibalanus_cariosus
	Units: number of occupied subsquares
	Description: &lt;p&gt;Semibalanus cariosus&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003180.rdf
	Name: Balanus_glandula
	Units: number of occupied subsquares
	Description: &lt;p&gt;Balanus glandula&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003181.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/1003182.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/1003183.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/1003184.rdf
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	Description: &lt;p&gt;Indicator of data used in study of zonation change following sea star wasting disease. 0=unused, 1=used&lt;/p&gt; 
http://lod.bco-dmo.org/id/dataset-parameter/1003185.rdf
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http://lod.bco-dmo.org/id/dataset-parameter/1003187.rdf
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