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-65 | EM-193 | 
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                    EM Short Name
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Green biomass production, Central French Alps | Cultural ecosystem services, Bilbao, Spain | 
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                    EM Full Name
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Green biomass production, Central French Alps | Cultural ecosystem services, Bilbao, Spain | 
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                    EM Source or Collection
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EU Biodiversity Action 5 | 
                
 
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                    EM Source Document ID
                
             
           
     
    
    
        
    
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            260 | 191 | 
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                    Document Author
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Lavorel, S., Grigulis, K., Lamarque, P., Colace, M-P, Garden, D., Girel, J., Pellet, G., and Douzet, R. | Casado-Arzuaga, I., Onaindia, M., Madariaga, I. and Verburg P. H. | 
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                    Document Year
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            2011 | 2013 | 
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                    Document Title
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Using plant functional traits to understand the landscape distribution of multiple ecosystem services | Mapping recreation and aesthetic value of ecosystems in the Bilbao Metropolitan Greenbelt (northern Spain) to support landscape planning | 
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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-65 | EM-193 | 
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                    Contact Name
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Sandra Lavorel | Izaskun Casado-Arzuaga | 
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            Laboratoire d’Ecologie Alpine, UMR 5553 CNRS Université Joseph Fourier, BP 53, 38041 Grenoble Cedex 9, France | Plant Biology and Ecology Department, University of the Basque Country UPV/EHU, Campus de Leioa, Barrio Sarriena s/n, 48940 Leioa, Bizkaia, Spain | 
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                    Contact Email
                
             
           
     
    
    
        
    
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            sandra.lavorel@ujf-grenoble.fr | izaskun.casado@ehu.es | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-65 | EM-193 | 
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                    Summary Description
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            ABSTRACT: "Here, we propose a new approach for the analysis, mapping and understanding of multiple ES delivery in landscapes. Spatially explicit single ES models based on plant traits and abiotic characteristics are combined to identify ‘hot’ and ‘cold’ spots of multiple ES delivery, and the land use and biotic determinants of such distributions. We demonstrate the value of this trait-based approach as compared to a pure land-use approach for a pastoral landscape from the central French Alps, and highlight how it improves understanding of ecological constraints to, and opportunities for, the delivery of multiple services. Vegetative height and leaf traits such as leaf dry matter content were response traits strongly influenced by land use and abiotic environment, with follow-on effects on several ecosystem properties (e.g., green biomass production), and could therefore be used as functional markers of ES." AUTHOR'S DESCRIPTION: "Variation in green biomass production was modelled using…traits community-weighted mean (CWM) and functional divergence (FD) and abiotic variables (continuous variables; trait + abiotic) following Diaz et al. (2007). …The comparison between this model and the land-use alone model identifies the need for site-based information beyond a land use or land cover proxy, and the comparison with the land use + abiotic model assesses the value of additional ecological (trait) information…Green biomass production for each pixel was calculated and mapped using model estimates for…regression coefficients on abiotic variables and traits. For each pixel these calculations were applied to mapped estimates of abiotic variables and trait CWM and FD. This step is critically novel as compared to a direct application of the model by Diaz et al. (2007) in that we explicitly modelled the responses of trait community-weighted means and functional divergences to environment prior to evaluating their effects on ecosystem properties. Such an approach is the key to the explicit representation of functional variation across the landscape, as opposed to the use of unique trait values within each land use (see Albert et al. 2010)." | ABSTRACT "This paper presents a method to quantify cultural ecosystem services (ES) and their spatial distribution in the landscape based on ecological structure and social evaluation approaches. The method aims to provide quantified assessments of ES to support land use planning decisions. A GIS-based approach was used to estimate and map the provision of recreation and aesthetic services supplied by ecosystems in a peri-urban area located in the Basque Country, northern Spain. Data of two different public participation processes (frequency of visits to 25 different sites within the study area and aesthetic value of different landscape units) were used to validate the maps. Three maps were obtained as results: a map showing the provision of recreation services, an aesthetic value map and a map of the correspondences and differences between both services. The data obtained in the participation processes were found useful for the validation of the maps. A weak spatial correlation was found between aesthetic quality and recreation provision services, with an overlap of the highest values for both services only in 7.2 % of the area. A consultation with decision-makers indicated that the results were considered useful to identify areas that can be targeted for improvement of landscape and recreation management." | 
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                    Specific Policy or Decision Context Cited
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            None identified | Land management, ecosystem management, response to EU 2020 Biodiversity Strategy | 
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                    Biophysical Context
                
                
             
           
     
    
    
        
    
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            Elevation ranges from 1552 to 2442 m, on predominately south-facing slopes | Northern Spain; Bizkaia region | 
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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-65 | EM-193 | 
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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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            New or revised 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-65 | EM-193 | 
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                    Document ID for related EM
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Doc-260 | None | 
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                    EM ID for related EM
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            EM-66 | EM-68 | EM-69 | EM-70 | EM-71 | EM-79 | EM-80 | EM-81 | EM-82 | EM-83 | None | 
EM Modeling Approach
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-65 | EM-193 | 
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                    EM Temporal Extent
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            2007-2009 | 2000 - 2007 | 
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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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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-65 | EM-193 | 
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                    Bounding Type
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Physiographic or Ecological | Geopolitical | 
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                    Spatial Extent Name
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Central French Alps | Bilbao Metropolitan Greenbelt | 
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                    Spatial Extent Area (Magnitude)
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            10-100 km^2 | 100-1000 km^2 | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-65 | EM-193 | 
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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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            20 m x 20 m | 2 m x 2 m | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-65 | EM-193 | 
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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-65 | EM-193 | 
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                    Model Calibration Reported?
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            No | No | 
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                    Model Goodness of Fit Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Yes | No | 
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                    Goodness of Fit (metric| value | unit)
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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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 | No | 
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                    Model Sensitivity Analysis Include Interactions?
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Not applicable | Not applicable | 
EM Locations, Environments, Ecology
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
| EM-65 | EM-193 | 
                
 
    
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Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
| EM-65 | EM-193 | 
| None | None | 
Centroid Lat/Long (Decimal Degree)
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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                    Centroid Latitude
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            45.05 | 43.25 | 
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                    Centroid Longitude
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            6.4 | -2.92 | 
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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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            Provided | Provided | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-65 | EM-193 | 
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                    EM Environmental Sub-Class
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.emEnvironmentalSubclassHelp
                                
                                
                            
                            
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            Agroecosystems | Grasslands | Aquatic Environment (sub-classes not fully specified) | Rivers and Streams | Near Coastal Marine and Estuarine | Terrestrial Environment (sub-classes not fully specified) | Forests | Agroecosystems | Created Greenspace | Grasslands | Scrubland/Shrubland | 
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                    Specific Environment Type
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.specificEnvTypeHelp
                                
                                
                            
                            
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            Subalpine terraces, grasslands, and meadows | none | 
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                    EM Ecological Scale
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Not applicable | 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-65 | EM-193 | 
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                    EM Organismal Scale
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.orgScaleHelp
                                
                                
                            
                            
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            Community | Not applicable | 
Taxonomic level and name of organisms or groups identified
| EM-65 | EM-193 | 
| None Available | None Available | 
EnviroAtlas URL
| EM-65 | EM-193 | 
| GAP Ecological Systems | Percent IUCN Status II, Percent GAP Status 1 & 2 | 
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-65 | EM-193 | 
| None | 
                
 
    
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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-65 | EM-193 | 
                
 
    
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