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-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
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                    EM Short Name
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Community flowering date, Central French Alps | Retained rainwater, Guánica Bay, Puerto Rico | Yasso07 - Land use SOC dynamics, China | EnviroAtlas-Carbon sequestered by trees | 
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                    EM Full Name
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Community weighted mean flowering date, Central French Alps | Retained rainwater, Guánica Bay, Puerto Rico, USA | Yasso07 - Land use dynamics of Soil Organic Carbon in the Loess Plateau, China | US EPA EnviroAtlas - Total carbon sequestered by tree cover; Example is shown for Durham NC and vicinity, USA | 
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                    EM Source or Collection
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EU Biodiversity Action 5 | US EPA | None | US EPA | EnviroAtlas | i-Tree | 
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                    EM Source Document ID
                
             
           
     
    
    
        
    
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            260 | 338 | 344 | 
                
 
    223 ?Comment:Additional source: I-tree Eco (doc# 345). | 
        
        
        
    
                    
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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. | Amelia Smith, Susan Harrell Yee, Marc Russell, Jill Awkerman and William S. Fisher | Wu, Xing, Akujarvi, A., Lu, N., Liski, J., Liu, G., Want, Y, Holmberg, M., Li, F., Zeng, Y., and B. Fu | US EPA Office of Research and Development - National Exposure Research Laboratory | 
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                    Document Year
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            2011 | 2017 | 2015 | 2013 | 
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                    Document Title
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Using plant functional traits to understand the landscape distribution of multiple ecosystem services | Linking ecosystem services supply to stakeholder concerns on both land and sea: An example from Guanica Bay watershed, Puerto Rico | Dynamics of soil organic carbon stock in a typical catchment of the Loess Plateau: comparison of model simulations with measurement | EnviroAtlas - Featured Community | 
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                    Document Status
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Peer reviewed and published | Peer reviewed and published | 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 | Published journal manuscript | Published on US EPA EnviroAtlas website | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
| Not applicable | Not applicable | http://en.ilmatieteenlaitos.fi/yasso-download-and-support | https://www.epa.gov/enviroatlas | |
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                    Contact Name
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Sandra Lavorel | Susan H. Yee | Xing Wu | EnviroAtlas Team | 
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                    Contact Address
                
             
           
     
    
    
        
    
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            Laboratoire d’Ecologie Alpine, UMR 5553 CNRS Université Joseph Fourier, BP 53, 38041 Grenoble Cedex 9, France | U.S. Environmental Protection Agency, Gulf Ecology Division, Gulf Breeze, FL 32561, USA | Chinese Academy of Sciences, Beijing 100085, China | Not reported | 
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                    Contact Email
                
             
           
     
    
    
        
    
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            sandra.lavorel@ujf-grenoble.fr | yee.susan@epa.gov | xingwu@rceesac.cn | enviroatlas@epa.gov | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-71 | EM-428 | 
                
 
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            EM-493 | 
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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." AUTHOR'S DESCRIPTION: "Community-weighted mean date of flowering onset was modelled using mixed models with land use and abiotic variables as fixed effects (LU + abiotic model) and year as a random effect…and modelled for each 20 x 20 m pixel using GLM estimated effects for each land use category and estimated regression coefficients with abiotic variables." | AUTHOR'S DESCRIPTION: "In total, 19 ecosystem services metrics were identified as relevant to stakeholder objectives in the Guánica Bay watershed identified during the 2013 Public Values Forum (Table 2)...Ecological production functions were applied to translate LULC measures of ecosystem condition to supply of ecosystem services…The volume of retained rainwater per unit area (in^3/in^2) includes both the maximum soil moisture retention and the initial abstraction of water before runoff due to infiltration, evaporation, or interception by vegetation…" | ABSTRACT: "Land use changes are known to significantly affect the soil C balance by altering both C inputs and losses. Since the late 1990s, a large area of the Loess Plateau has undergone intensive land use changes during several ecological restoration projects to control soil erosion and combat land degradation, especially in the Grain for Green project. By using remote sensing techniques and the Yasso07 model, we simulated the dynamics of soil organic carbon (SOC) stocks in the Yangjuangou catchment of the Loess Plateau. The performance of the model was evaluated by comparing the simulated results with the intensive field measurements in 2006 and 2011 throughout the catchment. SOC stocks and NPP values of all land use types had generally increased during our study period. The average SOC sequestration rate in the upper 30 cm soil from 2006 to 2011 in the Yangjuangou catchment was approximately 44 g C m-2 yr-1, which was comparable to other studies in the Loess Plateau. Forest and grassland showed a more effective accumulation of SOC than the other land use types in our study area. The Yasso07 model performed reasonably well in predicting the overall dynamics of SOC stock for different land use change types at both the site and catchment scales. The assessment of the model performance indicated that the combination of Yasso07 model and remote sensing data could be used for simulating the effect of land use changes on SOC stock at catchment scale in the Loess Plateau." | The Total carbon sequestered by tree cover model has been used to create coverages for several US communities. An example for Durham, NC is shown in this entry. DATA FACT SHEET: "This EnviroAtlas community map estimates the total metric tons (mt) of carbon that are removed annually from the atmosphere and sequestered in the above-ground biomass of trees in each census block group. The data for this map were derived from a high-resolution tree cover map developed by EPA. Within each census block group derived from U.S. Census data, the total amount of tree cover (m2) was determined using this remotely-sensed land cover data. The USDA Forest Service i-Tree model was used to estimate the annual carbon sequestration rate from state-based rates of kgC/m2 of tree cover/year. The state rates vary based on length of growing season and range from 0.168 kgC/m2 of tree cover/year (Alaska) to 0.581 kgC/m2 of tree cover/year (Hawaii). The national average rate is 0.306 kgC/m2 of tree cover/year. These national and state values are based on field data collected and analyzed in several cities by the U.S. Forest Service. These values were converted to metric tons of carbon removed and sequestered per year by census block group." | 
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                    Specific Policy or Decision Context Cited
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            None identified | Meeting water demands for agriculture and domestic purposes. | None identified | None identified | 
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                    Biophysical Context
                
                
             
           
     
    
    
        
    
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            Elevation ranges from 1552 to 2442 m, on predominantly south-facing slopes | No additional descriptions provided | Agricultural plain, hills, gulleys, forest, grassland, Central China | No additional description provided | 
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                    EM Scenario Drivers
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            No scenarios presented | No scenarios presented | Land use change | No scenarios presented | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            EM-71 | EM-428 | 
                
 
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            EM-493 | 
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                    Method Only, Application of Method or Model Run
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Method + Application | Method + Application | Method + Application (multiple runs exist) View EM Runs | Method + Application | 
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                    New or Pre-existing EM?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            New or revised model | Application of existing model | Application of existing model | Application of existing 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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                    Document ID for related EM
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Doc-260 | Doc-269 | None | Doc-343 | Doc-342 | Doc-345 | 
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                    EM ID for related EM
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            EM-65 | EM-66 | EM-68 | EM-69 | EM-70 | EM-79 | EM-80 | EM-81 | EM-82 | EM-83 | None | EM-466 | EM-467 | EM-469 | EM-485 | None | 
EM Modeling Approach
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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                    EM Temporal Extent
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            2007-2008 | 2006 - 2012 | 1969-2011 | 2010-2013 | 
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                    EM Time Dependence
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            time-stationary | time-stationary | time-dependent | time-stationary | 
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                    EM Time Reference (Future/Past)
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Not applicable | Not applicable | past time | Not applicable | 
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                    EM Time Continuity
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Not applicable | Not applicable | discrete | Not applicable | 
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                    EM Temporal Grain Size Value
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Not applicable | Not applicable | 1 | Not applicable | 
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                    EM Temporal Grain Size Unit
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Not applicable | Not applicable | Year | Not applicable | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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                    Bounding Type
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Physiographic or Ecological | Watershed/Catchment/HUC | Watershed/Catchment/HUC | Geopolitical | 
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                    Spatial Extent Name
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            Central French Alps | Guanica Bay watershed | Yangjuangou catchment | Durham NC and vicinity | 
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                    Spatial Extent Area (Magnitude)
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            10-100 km^2 | 1000-10,000 km^2. | 1-10 km^2 | 100-1000 km^2 | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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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) | spatially distributed (in at least some cases) | 
                
 
    spatially distributed (in at least some cases) ?Comment:Census block groups | 
        
        
        
    
                    
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                    Spatial Grain Type
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            area, for pixel or radial feature | area, for pixel or radial feature | area, for pixel or radial feature | other (specify), for irregular (e.g., stream reach, lake basin) | 
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                    Spatial Grain Size
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            20 m x 20 m | 30 m x 30 m | 30m x 30m | irregular | 
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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                    EM Computational Approach
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Analytic | Analytic | Numeric | Numeric | 
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                    EM Determinism
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            deterministic | deterministic | deterministic | deterministic | 
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                    Statistical Estimation of EM
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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                    Model Calibration Reported?
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
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            No | No | No | No | 
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                    Model Goodness of Fit Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            Yes | No | 
                
 
    Yes ?Comment:p value: p<0.001 | 
        
        
        
    
        
        
            No | 
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                    Goodness of Fit (metric| value | unit)
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
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            None | 
                
 
    
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            None | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    Model Operational Validation Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.validationHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                        
 
    
    
        
        
            No | No | No | No | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    Model Uncertainty Analysis Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.uncertaintyAnalysisHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                        
 
    
    
        
        
            No | No | No | No | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    Model Sensitivity Analysis Reported?
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.sensAnalysisHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                        
 
    
    
        
        
            No | No | No | No | 
| 
 
    
    
    
    
    
 
             
                
                
                
                    Model Sensitivity Analysis Include Interactions?
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
                                em.detail.interactionConsiderHelp
                            
                         ?
                
            
        
    
 | 
                        
 
    
    
        
        
            Not applicable | Not applicable | Not applicable | Not applicable | 
EM Locations, Environments, Ecology
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
| EM-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
                
 
    
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Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
| EM-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
| None | None | None | None | 
Centroid Lat/Long (Decimal Degree)
| 
 
    
    
    
    
    
 
             
                
                
                
                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
                                em.detail.idHelp
                            
                         ?
                
            
        
    
 | 
                                    
 
    
    
        
        
            EM-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    Centroid Latitude
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.ddLatHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                                
 
    
    
        
        
            45.05 | 17.96 | 36.7 | 35.99 | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    Centroid Longitude
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.ddLongHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                                
 
    
    
        
        
            6.4 | -67.02 | 109.52 | -78.96 | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    Centroid Datum
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.datumHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                                
 
    
    
        
        
            WGS84 | WGS84 | WGS84 | None provided | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    Centroid Coordinates Status
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.coordinateStatusHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                                
 
    
    
        
        
            Provided | Estimated | Provided | Estimated | 
| 
 
    
    
    
    
    
 
             
                
                
                
                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
                                em.detail.idHelp
                            
                         ?
                
            
        
    
 | 
                            
 
    
    
        
        
            EM-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    EM Environmental Sub-Class
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.emEnvironmentalSubclassHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                        
 
    
    
        
        
            Agroecosystems | Grasslands | Inland Wetlands | Forests | Agroecosystems | Grasslands | Scrubland/Shrubland | Barren | Agroecosystems | Created Greenspace | Atmosphere | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    Specific Environment Type
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.specificEnvTypeHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                        
 
    
    
        
        
            Subalpine terraces, grasslands, and meadows. | 13 LULC were used | Loess plain | Urban and vicinity | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    EM Ecological Scale
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.ecoScaleHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                        
 
    
    
        
        
            Not applicable | Ecological scale is finer than that of the Environmental Sub-class | 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
| 
 
    
    
    
    
    
 
             
                
                
                
                    EM ID
                
             
           
     
    
    
        
            
                
                    
                        
                            
                            
                                em.detail.idHelp
                            
                         ?
                
            
        
    
 | 
                        
 
    
    
        
        
            EM-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
| 
 
    
    
    
    
    
 
             
                
                
                    
                    
                    EM Organismal Scale
                
                
             
           
     
    
    
        
            
                
                    
                        
                            
                                
                                    em.detail.orgScaleHelp
                                
                                
                            
                            
                         ?
                
            
        
    
 | 
                    
 
    
    
        
        
            Community | Not applicable | Not applicable | Not applicable | 
Taxonomic level and name of organisms or groups identified
| EM-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
| None Available | None Available | None Available | None Available | 
EnviroAtlas URL
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-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
| None | 
                
 
    
  | 
        
        
        
    
        
        
            
                
 
    
  | 
        
        
        
    
        
        
            
                
 
    
  | 
        
        
        
    
            
<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-71 | EM-428 | 
                
 
    EM-480   | 
        
        
        
    
        
        
            EM-493 | 
| None | None | None | None | 
    
        
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