EcoService Models Library (ESML)
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Compare EMs
Which comparison is best for me?EM Variables by Variable Role
One quick way to compare ecological models (EMs) is by comparing their variables. Predictor variables show what kinds of influences a model is able to account for, and what kinds of data it requires. Response variables show what information a model is capable of estimating.
This first comparison shows the names (and units) of each EM’s variables, side-by-side, sorted by variable role. Variable roles in ESML are as follows:
- Predictor Variables
    
- Time- or Space-Varying Variables
 - Constants and Parameters
 
 - Intermediate (Computed) Variables
 - Response Variables
    
- Computed Response Variables
 - Measured Response Variables
 
 
EM Variables by Category
A second way to use variables to compare EMs is by focusing on the kind of information each variable represents. The top-level categories in the ESML Variable Classification Hierarchy are as follows:
- Policy Regarding Use or Management of Ecosystem Resources
 - Land Surface (or Water Body Bed) Cover, Use or Substrate
 - Human Demographic Data
 - Human-Produced Stressor or Enhancer of Ecosystem Goods and Services Production
 - Ecosystem Attributes and Potential Supply of Ecosystem Goods and Services
 - Non-monetary Indicators of Human Demand, Use or Benefit of Ecosystem Goods and Services
 - Monetary Values
 
Besides understanding model similarities, sorting the variables for each EM by these 7 categories makes it easier to see if the compared models can be linked using similar variables. For example, if one model estimates an ecosystem attribute (in Category 5), such as water clarity, as a response variable, and a second model uses a similar attribute (also in Category 5) as a predictor of recreational use, the two models can potentially be used in tandem. This comparison makes it easier to spot potential model linkages.
All EM Descriptors
This selection allows a more detailed comparison of EMs by model characteristics other than their variables. The 50-or-so EM descriptors for each model are presented, side-by-side, in the following categories:
- EM Identity and Description
 - EM Modeling Approach
 - EM Locations, Environments, Ecology
 - EM Ecosystem Goods and Services (EGS) potentially modeled, by classification system
 
EM Descriptors by Modeling Concepts
This feature guides the user through the use of the following seven concepts for comparing and selecting EMs:
- Conceptual Model
 - Modeling Objective
 - Modeling Context
 - Potential for Model Linkage
 - Feasibility of Model Use
 - Model Certainty
 - Model Structural Information
 
Though presented separately, these concepts are interdependent, and information presented under one concept may have relevance to other concepts as well.
EM Identity and Description
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                    EM ID
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            EM-455 | EM-590 | 
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                    EM Short Name
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Value of a reef dive site, St. Croix, USVI | Fish species richness, Puerto Rico, USA | 
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                    EM Full Name
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Value of a dive site (reef), St. Croix, USVI | Fish species richness, Puerto Rico, USA | 
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                    EM Source or Collection
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            US EPA | None | 
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                    EM Source Document ID
                
             
           
     
    
    
        
    
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            335 | 355 | 
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                    Document Author
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Yee, S. H., Dittmar, J. A., and L. M. Oliver | Pittman, S.J., Christensen, J.D., Caldow, C., Menza, C., and M.E. Monaco | 
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                    Document Year
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            2014 | 2007 | 
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                    Document Title
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Comparison of methods for quantifying reef ecosystem services: A case study mapping services for St. Croix, USVI | Predictive mapping of fish species richness across shallow-water seascapes in the Caribbean | 
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                    Document Status
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Peer reviewed and published | Peer reviewed and published | 
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                    Comments on Status
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Published journal manuscript | Published journal manuscript | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
| Not applicable | Not applicable | |
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                    Contact Name
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Susan H. Yee | Simon Pittman | 
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                    Contact Address
                
             
           
     
    
    
        
    
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            US EPA, Office of Research and Development, NHEERL, Gulf Ecology Division, Gulf Breeze, FL 32561, USA | 1305 East-West Highway, Silver Spring, MD 20910, USA | 
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                    Contact Email
                
             
           
     
    
    
        
    
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            yee.susan@epa.gov | simon.pittman@noaa.gov | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    Summary Description
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            ABSTRACT: "...We investigated and compared a number of existing methods for quantifying ecological integrity, shoreline protection, recreational opportunities, fisheries production, and the potential for natural products discovery from reefs. Methods were applied to mapping potential ecosystem services production around St. Croix, U.S. Virgin Islands. Overall, we found that a number of different methods produced similar predictions." AUTHOR'S DESCRIPTION: "A number of methods have been developed for linking biophysical attributes of reef condition, such as reef structural complexity, fish biomass, or species richness, to provisioning of ecosystem goods and services (Principe et al., 2012). We investigated the feasibility of using existing methods and data for mapping production of reef ecosystem goods and services. We applied these methods toward mapping potential ecosystem goods and services production in St. Croix, U.S. Virgin Islands (USVI)...For each of the five categories of ecosystem services, we chose a suite of models and indices for estimating potential production based on relative ease of implementation, consisting of well-defined parameters, and likely availability of input data, to maximize potential for transferability to other locations. For each method, we assembled the necessary reef condition and environmental data as spatial data layers for St. Croix (Table1). The coastal zone surrounding St. Croix was divided into 10x10 m grid cells, and production functions were applied to quantify ecosystem services provisioning in each grid cell...A number of recreational activities are associated directly or indirectly with coral reefs including scuba diving, snorkeling, surfing, underwater photography, recreational fishing, wildlife viewing, beach sunbathing and swimming, and beachcombing (Principe et al., 2012)…Another method to quantify recreational opportunities is to use survey data of tourists and recreational visitors to the reefs to generate statistical models to quantify the link between reef condition and production of recreation-related ecosystem services. Wielgus et al. (2003) used interviews with SCUBA divers in Israel to derive coefficients for a choice model in which willingness to pay for higher quality dive sites was determined in part by a weighted combination of factors identified with dive quality: Relative value of dive site = 0.1227(Scoral+Sfish+Acoral+Afish)+0.0565V where Scoral, Sfish are coral and fish richness, Acoral, Afish are abundances of fish and coral per square meter, and V is water visibility (meters)." | ABSTRACT: "Effective management of coral reef ecosystems requires accurate, quantitative and spatially explicit information on patterns of species richness at spatial scales relevant to the management process. We combined empirical modelling techniques, remotely sensed data, field observations and GIS to develop a novel multi-scale approach for predicting fish species richness across a compositionally and topographically complex mosaic of marine habitat types in the U.S. Caribbean. First, the performance of three different modelling techniques (multiple linear regression, neural networks and regression trees) was compared using data from southwestern Puerto Rico and evaluated using multiple measures of predictive accuracy. Second, the best performing model was selected. Third, the generality of the best performing model was assessed through application to two geographically distinct coral reef ecosystems in the neighbouring U.S. Virgin Islands. Overall, regression trees outperformed multiple linear regression and neural networks. The best performing regression tree model of fish species richness (high, medium, low classes) in southwestern Puerto Rico exhibited an overall map accuracy of 75%; 83.4% when only high and low species richness areas were evaluated. In agreement with well recognised ecological relationships, areas of high fish species richness were predicted for the most bathymetrically complex areas with high mean rugosity and high bathymetric variance quantified at two different spatial extents (≤0.01 km2). Water depth and the amount of seagrasses and hard-bottom habitat in the seascape were of secondary importance. This model also provided good predictions in two geographically distinct regions indicating a high level of generality in the habitat variables selected. Results indicated that accurate predictions of fish species richness could be achieved in future studies using remotely sensed measures of topographic complexity alone. This integration of empirical modelling techniques with spatial technologies provides an important new tool in support of ecosystem-based management for coral reef ecosystems." | 
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                    Specific Policy or Decision Context Cited
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            None identified | None provided | 
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                    Biophysical Context
                
                
             
           
     
    
    
        
    
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            No additional description provided | Hard and soft benthic habitat types approximately to the 33m isobath | 
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                    EM Scenario Drivers
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            No scenarios presented | No scenarios presented | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    Method Only, Application of Method or Model Run
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Method + Application | Method + Application | 
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                    New or Pre-existing EM?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Application of existing model | New or revised model | 
Related EMs (for example, other versions or derivations of this EM) described in ESML
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                    EM ID
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            EM-455 | EM-590 | 
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                    Document ID for related EM
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            None | Doc-355 | 
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                    EM ID for related EM
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            None | EM-698 | EM-699 | 
EM Modeling Approach
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    EM Temporal Extent
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            2006-2007, 2010 | 2000-2005 | 
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                    EM Time Dependence
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            time-stationary | time-stationary | 
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                    EM Time Reference (Future/Past)
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Not applicable | Not applicable | 
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                    EM Time Continuity
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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                    EM Temporal Grain Size Value
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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                    EM Temporal Grain Size Unit
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Not applicable | Not applicable | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    Bounding Type
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Physiographic or ecological | Physiographic or ecological | 
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                    Spatial Extent Name
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Coastal zone surrounding St. Croix | SW Puerto Rico, | 
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                    Spatial Extent Area (Magnitude)
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            100-1000 km^2 | 100-1000 km^2 | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    EM Spatial Distribution
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            spatially distributed (in at least some cases) | spatially distributed (in at least some cases) | 
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                    Spatial Grain Type
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            area, for pixel or radial feature | area, for pixel or radial feature | 
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                    Spatial Grain Size
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            10 m x 10 m | not reported | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    EM Computational Approach
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Analytic | Analytic | 
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                    EM Determinism
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            deterministic | deterministic | 
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                    Statistical Estimation of EM
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    Model Calibration Reported?
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Yes | No | 
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                    Model Goodness of Fit Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            No | Yes | 
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                    Goodness of Fit (metric| value | unit)
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            None | 
                
 
    
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                    Model Operational Validation Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Yes | Yes | 
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                    Model Uncertainty Analysis Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            No | No | 
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                    Model Sensitivity Analysis Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            No | Yes | 
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                    Model Sensitivity Analysis Include Interactions?
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Not applicable | No | 
EM Locations, Environments, Ecology
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
| EM-455 | EM-590 | 
| None | None | 
Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
| EM-455 | EM-590 | 
                
 
    
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Centroid Lat/Long (Decimal Degree)
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    Centroid Latitude
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            17.73 | 17.9 | 
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                    Centroid Longitude
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            -64.77 | 67.11 | 
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                    Centroid Datum
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            WGS84 | WGS84 | 
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                    Centroid Coordinates Status
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.coordinateStatusHelp
                                
                                
                            
                            
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            Estimated | Estimated | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-455 | EM-590 | 
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                    EM Environmental Sub-Class
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.emEnvironmentalSubclassHelp
                                
                                
                            
                            
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            Near Coastal Marine and Estuarine | Near Coastal Marine and Estuarine | 
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                    Specific Environment Type
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.specificEnvTypeHelp
                                
                                
                            
                            
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            Coral reefs | shallow coral reefs | 
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                    EM Ecological Scale
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.ecoScaleHelp
                                
                                
                            
                            
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            Ecological scale is finer than that of the Environmental Sub-class | Ecological scale is finer than that of the Environmental Sub-class | 
Scale of differentiation of organisms modeled
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
                                em.detail.idHelp
                            
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            EM-455 | EM-590 | 
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                    EM Organismal Scale
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.orgScaleHelp
                                
                                
                            
                            
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            Guild or Assemblage | Guild or Assemblage | 
Taxonomic level and name of organisms or groups identified
| EM-455 | EM-590 | 
| None Available | 
                
 
    
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EnviroAtlas URL
| EM-455 | EM-590 | 
| None Available | None Available | 
EM Ecosystem Goods and Services (EGS) potentially modeled, by classification system
CICES v 4.3 - Common International Classification of Ecosystem Services (Section > Division > Group > Class)
| EM-455 | EM-590 | 
                
 
    
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<a target="_blank" rel="noopener noreferrer" href="https://www.epa.gov/eco-research/national-ecosystem-services-classification-system-nescs-plus">National Ecosystem Services Classification System (NESCS) Plus</a>
(Environmental Subclass > Ecological End-Product (EEP) > EEP Subclass > EEP Modifier)
| EM-455 | EM-590 | 
                
 
    
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