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
                
                
             
           
     
                            
                                
                                    em.detail.idHelp
                                
                                
                            
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    EM Short Name
                
             
           
     
                            
                            
                                em.detail.shortNameHelp
                            
                        ? | Urban Temperature, Baltimore, MD, USA | Yasso07 - Land use SOC dynamics, China | CEASAR and TRACER models, EU | 
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                    EM Full Name
                
                
             
           
     
                            
                                
                                    em.detail.fullNameHelp
                                
                                
                            
                            
                        ? | Urban Air Temperature Change, Baltimore, MD, USA | Yasso07 - Land use dynamics of Soil Organic Carbon in the Loess Plateau, China | Modelling remediation scenarios in historical mining catchments | 
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                    EM Source or Collection
                
             
           
     
                            
                            
                                em.detail.emSourceOrCollectionHelp
                            
                        ? | i-Tree | USDA Forest Service | None | None | 
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                    EM Source Document ID
                
             
           
     | 217 | 344 | 467 | 
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                    Document Author
                
                
             
           
     
                            
                                
                                    em.detail.documentAuthorHelp
                                
                                
                            
                            
                        ? | Heisler, G. M., Ellis, A., Nowak, D. and Yesilonis, I. | Wu, Xing, Akujarvi, A., Lu, N., Liski, J., Liu, G., Want, Y, Holmberg, M., Li, F., Zeng, Y., and B. Fu | Gamarra, J. G., Brewer, P. A., Macklin, M. G., & Martin, K. | 
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                    Document Year
                
                
             
           
     
                            
                                
                                    em.detail.documentYearHelp
                                
                                
                            
                            
                        ? | 2016 | 2015 | 2014 | 
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                    Document Title
                
             
           
     
                            
                            
                                em.detail.sourceIdHelp
                            
                        ? | Modeling and imaging land-cover influences on air-temperature in and near Baltimore, MD | Dynamics of soil organic carbon stock in a typical catchment of the Loess Plateau: comparison of model simulations with measurement | Modelling remediation scenarios in historical mining catchments | 
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                    Document Status
                
             
           
     
                            
                            
                                em.detail.statusCategoryHelp
                            
                        ? | Peer reviewed and published | Peer reviewed and published | Peer reviewed and published | 
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                    Comments on Status
                
             
           
     
                            
                            
                                em.detail.commentsOnStatusHelp
                            
                        ? | Published journal manuscript | Published journal manuscript | Published journal manuscript | 
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
| Not applicable | http://en.ilmatieteenlaitos.fi/yasso-download-and-support | Not applicable | |
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                    Contact Name
                
                
             
           
     
                            
                                
                                    em.detail.contactNameHelp
                                
                                
                            
                            
                        ? | Gordon M. Heisler | Xing Wu | Javier G. P. Gamarra | 
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                    Contact Address
                
             
           
     | 5 Moon Library, c/o SUNY-ESF, Syracuse, NY 13210 | Chinese Academy of Sciences, Beijing 100085, China | Institute of Biological, Environmental and Rural Sciences, Aberystwyth, SY23 3DB, UK | 
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                    Contact Email
                
             
           
     | gheisler@fs.fed.us | xingwu@rceesac.cn | jgg@aber.ac.uk | 
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    Summary Description
                
                
             
           
     
                            
                                
                                    em.detail.summaryDescriptionHelp
                                
                                
                            
                            
                        ? | An empirical model for predicting below-canopy air temperature differences is developed for evaluating urban structural and vegetation influences on air temperature in and near Baltimore, MD. AUTHOR'S DESCRIPTION: "The study . . . Developed an equation for predicting air temperature at the 1.5m height as temperature difference, T, between a reference weather station and other stations in a variety of land uses. Predictor variables were derived from differences in land cover and topography along with forcing atmospheric conditions. The model method was empirical multiple linear regression analysis.. . Independent variables included remotely sensed tree cover, impervious cover, water cover, descriptors of topography, an index of thermal stability, vapor pressure deficit, and antecedent precipitation." | 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." | Local remediation measures, particularly those undertaken in historical mining areas, can often be ineffective or even deleterious because erosion and sedimentation processes operate at spatial scales beyond those typically used in point-source remediation. Based on realistic simulations of a hybrid landscape evolution model combined with stochastic rainfall generation, we demonstrate that similar remediation strategies may result in differing effects across three contrasting European catchments depending on their topographic and hydrologic regimes. Based on these results, we propose a conceptual model of catchment-scale remediation effectiveness based on three basic catchment characteristics: the degree of contaminant source coupling, the ratio of contaminated to non-contaminated sediment delivery, and the frequency of sediment transport events. | 
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                    Specific Policy or Decision Context Cited
                
                
             
           
     
                            
                                
                                    em.detail.policyDecisionContextHelp
                                
                                
                            
                            
                        ? | None identified | None identified | None identified | 
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                    Biophysical Context
                
                
             
           
     | One airport site, one urban site, one site in deciduous leaf litter, and four sites in short grass ground cover. Measured sky view percentages ranged from 6% at the woods site, to 96% at the rural open site. | Agricultural plain, hills, gulleys, forest, grassland, Central China | Rver system catchments associated with mining sites distributed across Europe | 
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                    EM Scenario Drivers
                
                
             
           
     
                            
                                
                                    em.detail.scenarioDriverHelp
                                
                                
                            
                            
                        ? | No scenarios presented | Land use change | No scenarios presented | 
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    Method Only, Application of Method or Model Run
                
                
             
           
     
                            
                                
                                    em.detail.methodOrAppHelp
                                
                                
                            
                            
                        ? | Method + Application | Method + Application (multiple runs exist) View EM Runs | Method + Application | 
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                    New or Pre-existing EM?
                
                
             
           
     
                            
                                
                                    em.detail.newOrExistHelp
                                
                                
                            
                            
                        ? | New or revised 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
                
                
             
           
     
                            
                                
                                    em.detail.idHelp
                                
                                
                            
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    Document ID for related EM
                
                
             
           
     
                            
                                
                                    em.detail.relatedEmDocumentIdHelp
                                
                                
                            
                            
                        ? | Doc-220 | Doc-219 | Doc-218 | Doc-343 | Doc-342 | None | 
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                    EM ID for related EM
                
                
             
           
     
                            
                                
                                    em.detail.relatedEmEmIdHelp
                                
                                
                            
                            
                        ? | None | EM-466 | EM-467 | EM-469 | EM-485 | EM-998 | 
EM Modeling Approach
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    EM Temporal Extent
                
                
             
           
     
                            
                                
                                    em.detail.tempExtentHelp
                                
                                
                            
                            
                        ? | May 5-Sept 30 2006 | 1969-2011 | 1800-2100 | 
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                    EM Time Dependence
                
                
             
           
     
                            
                                
                                    em.detail.timeDependencyHelp
                                
                                
                            
                            
                        ? | time-dependent | time-dependent | time-dependent | 
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                    EM Time Reference (Future/Past)
                
                
             
           
     
                            
                                
                                    em.detail.futurePastHelp
                                
                                
                            
                            
                        ? | future time | past time | both | 
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                    EM Time Continuity
                
                
             
           
     
                            
                                
                                    em.detail.continueDiscreteHelp
                                
                                
                            
                            
                        ? | discrete | discrete | continuous | 
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                    EM Temporal Grain Size Value
                
                
             
           
     
                            
                                
                                    em.detail.tempGrainSizeHelp
                                
                                
                            
                            
                        ? | 1 | 1 | Not applicable | 
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                    EM Temporal Grain Size Unit
                
                
             
           
     
                            
                                
                                    em.detail.tempGrainSizeUnitHelp
                                
                                
                            
                            
                        ? | Hour | Year | Not applicable | 
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    Bounding Type
                
             
           
     
                            
                            
                                em.detail.boundingTypeHelp
                            
                        ? | Geopolitical | Watershed/Catchment/HUC | Watershed/Catchment/HUC | 
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                    Spatial Extent Name
                
             
           
     
                            
                            
                                em.detail.extentNameHelp
                            
                        ? | Baltimore, MD | Yangjuangou catchment | Ystwyth, Ampoi, and Naracauli | 
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                    Spatial Extent Area (Magnitude)
                
             
           
     
                            
                            
                                em.detail.extentAreaHelp
                            
                        ? | 100-1000 km^2 | 1-10 km^2 | 100-1000 km^2 | 
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    EM Spatial Distribution
                
                
             
           
     
                            
                                
                                    em.detail.distributeLumpHelp
                                
                                
                            
                            
                        ? | spatially distributed (in at least some cases) | spatially distributed (in at least some cases) | spatially distributed (in at least some cases) | 
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                    Spatial Grain Type
                
             
           
     
                            
                            
                                em.detail.spGrainTypeHelp
                            
                        ? | area, for pixel or radial feature | area, for pixel or radial feature | map scale, for cartographic feature | 
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                    Spatial Grain Size
                
             
           
     
                            
                            
                                em.detail.spGrainSizeHelp
                            
                        ? | 10m x 10m | 30m x 30m | Not reported | 
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    EM Computational Approach
                
                
             
           
     
                            
                                
                                    em.detail.emComputationalApproachHelp
                                
                                
                            
                            
                        ? | Analytic | Numeric | Analytic | 
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                    EM Determinism
                
                
             
           
     
                            
                                
                                    em.detail.deterStochHelp
                                
                                
                            
                            
                        ? | deterministic | deterministic | stochastic | 
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                    Statistical Estimation of EM
                
             
           
     
                            
                            
                                em.detail.statisticalEstimationHelp
                            
                        ? | 
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    Model Calibration Reported?
                
             
           
     
                            
                            
                                em.detail.calibrationHelp
                            
                        ? | Yes | No | Yes | 
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                    Model Goodness of Fit Reported?
                
                
             
           
     
                            
                                
                                    em.detail.goodnessFitHelp
                                
                                
                            
                            
                        ? | Yes | Yes ? Comment:p value: p<0.001 | No | 
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                    Goodness of Fit (metric| value | unit)
                
                
             
           
     
                            
                                
                                    em.detail.goodnessFitValuesHelp
                                
                                
                            
                            
                        ? | 
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 | None | 
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                    Model Operational Validation Reported?
                
                
             
           
     
                            
                                
                                    em.detail.validationHelp
                                
                                
                            
                            
                        ? | No | No | Yes | 
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                    Model Uncertainty Analysis Reported?
                
                
             
           
     
                            
                                
                                    em.detail.uncertaintyAnalysisHelp
                                
                                
                            
                            
                        ? | No | No | Unclear | 
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                    Model Sensitivity Analysis Reported?
                
                
             
           
     
                            
                                
                                    em.detail.sensAnalysisHelp
                                
                                
                            
                            
                        ? | No | No | Unclear | 
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                    Model Sensitivity Analysis Include Interactions?
                
             
           
     
                            
                            
                                em.detail.interactionConsiderHelp
                            
                        ? | Not applicable | Not applicable | Not applicable | 
EM Locations, Environments, Ecology
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
| EM-306 | EM-480   | EM-997 | 
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Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
| EM-306 | EM-480   | EM-997 | 
| None | None | None | 
Centroid Lat/Long (Decimal Degree)
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    Centroid Latitude
                
                
             
           
     
                            
                                
                                    em.detail.ddLatHelp
                                
                                
                            
                            
                        ? | 39.28 | 36.7 | 52.5 ? Comment:There are 3 locations provided in this study with latitudes of 52.5, 46, and 40 as well as longitudes of -4, 10, and 25, respectively. | 
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                    Centroid Longitude
                
                
             
           
     
                            
                                
                                    em.detail.ddLongHelp
                                
                                
                            
                            
                        ? | -76.62 | 109.52 | -4 | 
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                    Centroid Datum
                
                
             
           
     
                            
                                
                                    em.detail.datumHelp
                                
                                
                            
                            
                        ? | WGS84 | WGS84 | None provided | 
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                    Centroid Coordinates Status
                
                
             
           
     
                            
                                
                                    em.detail.coordinateStatusHelp
                                
                                
                            
                            
                        ? | Estimated | Provided | Estimated | 
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    EM Environmental Sub-Class
                
                
             
           
     
                            
                                
                                    em.detail.emEnvironmentalSubclassHelp
                                
                                
                            
                            
                        ? | Terrestrial Environment (sub-classes not fully specified) | Created Greenspace | Atmosphere | Agroecosystems | Rivers and Streams | Terrestrial Environment (sub-classes not fully specified) | 
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                    Specific Environment Type
                
                
             
           
     
                            
                                
                                    em.detail.specificEnvTypeHelp
                                
                                
                            
                            
                        ? | Urban landscape and surrounding area | Loess plain | Watershed catchment | 
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                    EM Ecological Scale
                
                
             
           
     
                            
                                
                                    em.detail.ecoScaleHelp
                                
                                
                            
                            
                        ? | Ecological scale corresponds to the Environmental Sub-class | Ecological scale is finer than that of the Environmental Sub-class | Ecological scale corresponds to the Environmental Sub-class | 
Scale of differentiation of organisms modeled
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                    EM ID
                
             
           
     
                            
                            
                                em.detail.idHelp
                            
                        ? | EM-306 | EM-480   | EM-997 | 
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                    EM Organismal Scale
                
                
             
           
     
                            
                                
                                    em.detail.orgScaleHelp
                                
                                
                            
                            
                        ? | Not applicable | Not applicable | Not applicable | 
Taxonomic level and name of organisms or groups identified
| EM-306 | EM-480   | EM-997 | 
| 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-306 | EM-480   | EM-997 | 
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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-306 | EM-480   | EM-997 | 
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 | None | 
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