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EM: SPARROW (SPAtially Referenced Regressions On Watershed Attributes), Northeastern USA (EM-104)
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EM Identity and Description
 
              EM Identification 
         
    
    
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                    EM ID
                
                
             
           
     
                            
                                
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                        ? | EM-104 | 
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                    EM Short Name
                
             
           
     
                            
                            
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                        ? | SPARROW, Northeastern USA | 
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                    EM Full Name
                
                
             
           
     
                            
                                
                                    em.detail.fullNameHelp
                                
                                
                            
                            
                        ? | SPARROW (SPAtially Referenced Regressions On Watershed Attributes), Northeastern USA | 
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                    EM Source or Collection
                
             
           
     
                            
                            
                                em.detail.emSourceOrCollectionHelp
                            
                        ? | US EPA | 
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                    EM Source Document ID
                
             
           
     | 86 | 
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                    Document Author
                
                
             
           
     
                            
                                
                                    em.detail.documentAuthorHelp
                                
                                
                            
                            
                        ? | Moore, R. B., Johnston, C.M., Smith, R. A. and Milstead, B. | 
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                    Document Year
                
                
             
           
     
                            
                                
                                    em.detail.documentYearHelp
                                
                                
                            
                            
                        ? | 2011 | 
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                    Document Title
                
             
           
     
                            
                            
                                em.detail.sourceIdHelp
                            
                        ? | Source and delivery of nutrients to receiving waters in the northeastern and mid-Atlantic regions of the United States | 
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                    Document Status
                
             
           
     
                            
                            
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                        ? | Peer reviewed and published | 
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                    Comments on Status
                
             
           
     
                            
                            
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                        ? | Published journal manuscript | 
 
              Software and Access 
         
    
    
| Not applicable | |
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                    Contact Name
                
                
             
           
     
                            
                                
                                    em.detail.contactNameHelp
                                
                                
                            
                            
                        ? | Richard Moore | 
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                    Contact Address
                
             
           
     | U.S. Environmental Protection Agency, 27 Tarzwell Drive, Narragansett, Rhode Island 02882 | 
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                    Contact Email
                
             
           
     | rmoore@usgs.gov | 
 
              EM Description 
         
    
    
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                    Summary Description
                
                
             
           
     
                            
                                
                                    em.detail.summaryDescriptionHelp
                                
                                
                            
                            
                        ? | AUTHOR'S DESCRIPTION: "SPAtially Referenced Regressions On Watershed attributes (SPARROW) nutrient models were developed for the Northeastern and Mid-Atlantic (NE US) regions of the United States to represent source conditions for the year 2002. The model developed to examine the source and delivery of nitrogen to the estuaries of nine large rivers along the NE US Seaboard indicated that agricultural sources contribute the largest percentage (37%) of the total nitrogen load delivered to the estuaries" | 
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                    Specific Policy or Decision Context Cited
                
                
             
           
     
                            
                                
                                    em.detail.policyDecisionContextHelp
                                
                                
                            
                            
                        ? | water-quality assessment, total maximum daily load(TMDL) determination | 
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                    Biophysical Context
                
                
             
           
     | Norteneastern region (U.S.); Mid-Atlantic region (U.S.) | 
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                    EM Scenario Drivers
                
                
             
           
     
                            
                                
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                        ? | No scenarios presented | 
 
              EM Relationship to Other EMs or Applications 
         
    
    
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                    Method Only, Application of Method or Model Run
                
                
             
           
     
                            
                                
                                    em.detail.methodOrAppHelp
                                
                                
                            
                            
                        ? | Method + Application | 
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                    New or Pre-existing EM?
                
                
             
           
     
                            
                                
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                        ? | Application of existing model | 
Related EMs (for example, other versions or derivations of this EM) described in ESML
                            
                                
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                    Document ID for related EM
                
                
             
           
     
                            
                                
                                    em.detail.relatedEmDocumentIdHelp
                                
                                
                            
                            
                        ? | None | 
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                    EM ID for related EM
                
                
             
           
     
                            
                                
                                    em.detail.relatedEmEmIdHelp
                                
                                
                            
                            
                        ? | None | 
EM Modeling Approach
 
              EM Relationship to Time 
         
    
    
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                    EM Temporal Extent
                
                
             
           
     
                            
                                
                                    em.detail.tempExtentHelp
                                
                                
                            
                            
                        ? | 2002 ? Comment:Several nationwide database development and modeling efforts were necessary to create models consistent with 2002 conditions. | 
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                    EM Time Dependence
                
                
             
           
     
                            
                                
                                    em.detail.timeDependencyHelp
                                
                                
                            
                            
                        ? | time-stationary | 
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                    EM Time Reference (Future/Past)
                
                
             
           
     
                            
                                
                                    em.detail.futurePastHelp
                                
                                
                            
                            
                        ? | Not applicable | 
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                    EM Time Continuity
                
                
             
           
     
                            
                                
                                    em.detail.continueDiscreteHelp
                                
                                
                            
                            
                        ? | Not applicable | 
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                    EM Temporal Grain Size Value
                
                
             
           
     
                            
                                
                                    em.detail.tempGrainSizeHelp
                                
                                
                            
                            
                        ? | Not applicable | 
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                    EM Temporal Grain Size Unit
                
                
             
           
     
                            
                                
                                    em.detail.tempGrainSizeUnitHelp
                                
                                
                            
                            
                        ? | Not applicable | 
 
              EM Spatial Extent 
         
    
    
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                    Bounding Type
                
             
           
     
                            
                            
                                em.detail.boundingTypeHelp
                            
                        ? | Geopolitical | 
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                    Spatial Extent Name
                
             
           
     
                            
                            
                                em.detail.extentNameHelp
                            
                        ? | NE U.S. Regions | 
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                    Spatial Extent Area (Magnitude)
                
             
           
     
                            
                            
                                em.detail.extentAreaHelp
                            
                        ? | >1,000,000 km^2 | 
 
              Spatial Distribution of Computations 
         
    
    
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                    EM Spatial Distribution
                
                
             
           
     
                            
                                
                                    em.detail.distributeLumpHelp
                                
                                
                            
                            
                        ? | spatially distributed (in at least some cases) | 
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                    Spatial Grain Type
                
             
           
     
                            
                            
                                em.detail.spGrainTypeHelp
                            
                        ? | area, for pixel or radial feature | 
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                    Spatial Grain Size
                
             
           
     
                            
                            
                                em.detail.spGrainSizeHelp
                            
                        ? | 30 x 30 m | 
 
              EM Structure and Computation Approach 
         
    
    
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                    EM Computational Approach
                
                
             
           
     
                            
                                
                                    em.detail.emComputationalApproachHelp
                                
                                
                            
                            
                        ? | Analytic | 
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                    EM Determinism
                
                
             
           
     
                            
                                
                                    em.detail.deterStochHelp
                                
                                
                            
                            
                        ? | deterministic | 
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                    Statistical Estimation of EM
                
             
           
     
                            
                            
                                em.detail.statisticalEstimationHelp
                            
                        ? | 
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              Model Checking Procedures Used 
         
    
    
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                    Model Calibration Reported?
                
             
           
     
                            
                            
                                em.detail.calibrationHelp
                            
                        ? | Yes | 
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                    Model Goodness of Fit Reported?
                
                
             
           
     
                            
                                
                                    em.detail.goodnessFitHelp
                                
                                
                            
                            
                        ? | Yes ? Comment:R-squared of .97 refers to the modelled loading whereas .83 refers to yield (see table 1, pg 972 for more information) | 
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                    Goodness of Fit (metric| value | unit)
                
                
             
           
     
                            
                                
                                    em.detail.goodnessFitValuesHelp
                                
                                
                            
                            
                        ? | 
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                    Model Operational Validation Reported?
                
                
             
           
     
                            
                                
                                    em.detail.validationHelp
                                
                                
                            
                            
                        ? | Yes | 
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                    Model Uncertainty Analysis Reported?
                
                
             
           
     
                            
                                
                                    em.detail.uncertaintyAnalysisHelp
                                
                                
                            
                            
                        ? | Unclear | 
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                    Model Sensitivity Analysis Reported?
                
                
             
           
     
                            
                                
                                    em.detail.sensAnalysisHelp
                                
                                
                            
                            
                        ? | Yes | 
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                    Model Sensitivity Analysis Include Interactions?
                
             
           
     
                            
                            
                                em.detail.interactionConsiderHelp
                            
                        ? | Unclear | 
EM Locations, Environments, Ecology
 
              Location of EM Application 
         
    
    
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
                            
                                
                                    em.detail.relationToSpaceTerrestrialHelp
                                
                                
                            
                            
                        
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Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
                            
                                
                                    em.detail.relationToSpaceMarineHelp
                                
                                
                            
                            
                        
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Centroid Lat/Long (Decimal Degree)
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                    Centroid Latitude
                
                
             
           
     
                            
                                
                                    em.detail.ddLatHelp
                                
                                
                            
                            
                        ? | 42 | 
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                    Centroid Longitude
                
                
             
           
     
                            
                                
                                    em.detail.ddLongHelp
                                
                                
                            
                            
                        ? | -73 | 
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                    Centroid Datum
                
                
             
           
     
                            
                                
                                    em.detail.datumHelp
                                
                                
                            
                            
                        ? | WGS84 | 
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                    Centroid Coordinates Status
                
                
             
           
     
                            
                                
                                    em.detail.coordinateStatusHelp
                                
                                
                            
                            
                        ? | Estimated | 
 
              Environments and Scales Modeled 
         
    
    
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                    EM Environmental Sub-Class
                
                
             
           
     
                            
                                
                                    em.detail.emEnvironmentalSubclassHelp
                                
                                
                            
                            
                        ? | Rivers and Streams | Ground Water | Terrestrial Environment (sub-classes not fully specified) | Agroecosystems | Atmosphere | 
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                    Specific Environment Type
                
                
             
           
     
                            
                                
                                    em.detail.specificEnvTypeHelp
                                
                                
                            
                            
                        ? | none | 
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                    EM Ecological Scale
                
                
             
           
     
                            
                                
                                    em.detail.ecoScaleHelp
                                
                                
                            
                            
                        ? | Ecological scale is coarser than that of the Environmental Sub-class | 
 
              Scale and taxa of organisms modeled 
         
    
    
Scale of differentiation of organisms modeled
                            
                            
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                    EM Organismal Scale
                
                
             
           
     
                            
                                
                                    em.detail.orgScaleHelp
                                
                                
                            
                            
                        ? | Not applicable | 
Taxonomic level and name of organisms or groups identified
                            
                                
                                
                                    taxonomyHelp
                                
                            
                            
                        
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| None Available | 
EnviroAtlas URL
                            
                                
                                    em.detail.enviroAtlasURLHelp
                                
                                
                            
                            
                        
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| National Hydrography Dataset Plus (NHD PlusV2), Average Annual Precipitation, U.S. EPA (Omernik) ecoregions, Total Annual Nitrogen Deposition | 
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.detail.cicesHelp
                                
                                
                            
                            
                        
?
                
            
        
    
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(Environmental Subclass > Ecological End-Product (EEP) > EEP Subclass > EEP Modifier)
                            
                                
                                
                                    fegs2Help
                                
                            
                            
                        
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EM Variable Names (and Units)
Predictor
                            
                                
                                    em.detail.variablesPredictorHelp
                                
                                
                            
                            
                        
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Intermediate
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                    Intermediate (Computed) Variables (and Units)
                
                
             
          view details (1 variable) 
     
                            
                                
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Response
                            
                                
                                    em.detail.variablesResponseHelp
                                
                                
                            
                            
                        
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                    Observed Response Variables (and Units)
                
                
             
          view details (1 variable) 
     
                            
                                
                                    em.detail.observedResponseHelp
                                
                                
                            
                            
                        ? | |
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                    Computed Response Variables (and Units)
                
                
             
           
     
                            
                                
                                    em.detail.computedResponseHelp
                                
                                
                            
                            
                        ? | None | 
 
    
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