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   <gmd:contentInfo><!-- translated from eainfo to MD_FeatureCatalogueDescription-->
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         <gmd:featureTypes>
            <gco:LocalName codeSpace="StreamConfluences_display"/>
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            <gmd:MD_Distributor>
               <gmd:distributorContact>
                  <gmd:CI_ResponsibleParty>
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                        <gco:CharacterString>EnviroAtlas Coordinator</gco:CharacterString>
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                        <gco:CharacterString>U.S. Environmental Protection Agency, Office of Research and Development - Center for Public Health and Environmental Assessment (CPHEA), EnviroAtlas</gco:CharacterString>
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                                 <gmd:voice>
                                    <gco:CharacterString>(919) 541-3832</gco:CharacterString>
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                              </gmd:CI_Telephone>
                           </gmd:phone>
                           <gmd:address>
                              <gmd:CI_Address>
                                 <gmd:deliveryPoint>
                                    <gco:CharacterString>109 T.W. Alexander Drive</gco:CharacterString>
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                                    <gco:CharacterString>Research Triangle Park</gco:CharacterString>
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                           <gmd:contactInstructions>
                              <gco:CharacterString>https://www.epa.gov/enviroatlas</gco:CharacterString>
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                        <gmd:CI_RoleCode codeList="http://schemas.opengis.net/iso/19139/20070417/resources/codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="distributor">distributor</gmd:CI_RoleCode>
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               <!---->
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            <gmd:MD_DigitalTransferOptions>
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                        <gco:CharacterString>Download</gco:CharacterString>
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               <gmd:onLine>
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                     <gmd:description>
                        <gco:CharacterString>The endpoint of a web service to access the dataset (REST endpoint, WMS GetCapabilities URL, or a SOAP WSDL endpoint).</gco:CharacterString>
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                     <gmd:function>
                        <gmd:CI_OnLineFunctionCode codeList="http://www.fgdc.gov/nap/metadata/register/codelists.html#napCI_OnLineFunctionCode" codeListValue="webMapService" codeSpace="ISOTC211/19139/NAP">webMapService</gmd:CI_OnLineFunctionCode>
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                     <gmd:description>
                        <gco:CharacterString>URL for accessing related documents such as data dictionary, technical information about a dataset, developer documentation, etc. </gco:CharacterString>
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                        <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information" codeSpace="ISOTC211/19115">information</gmd:CI_OnLineFunctionCode>
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               </gmd:onLine>
               <gmd:onLine>
                  <gmd:CI_OnlineResource>
                     <gmd:linkage>
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                     <gmd:protocol>
                        <gco:CharacterString>information</gco:CharacterString>
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                     <gmd:name>
                        <gco:CharacterString>Home Page</gco:CharacterString>
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                     <gmd:description>
                        <gco:CharacterString>Alternative landing page used to redirect user to a contextual, Agency-hosted "homepage" for the Dataset or API</gco:CharacterString>
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                        <gmd:CI_OnLineFunctionCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="information" codeSpace="ISOTC211/19115">information</gmd:CI_OnLineFunctionCode>
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   <gmd:dataQualityInfo>
      <gmd:DQ_DataQuality>
         <gmd:scope>
            <gmd:DQ_Scope>
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                           <gml:identifier codeSpace="local">meters</gml:identifier>
                           <gml:unitsSystem xlink:href="http://www.bipm.org/en/si/"/>
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                     <gmd:value>
                        <gco:Record>30</gco:Record>
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            </gmd:DQ_AbsoluteExternalPositionalAccuracy>
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         <gmd:report>
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               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>Vertical and horizontal accuracy are equivalent to that reported for NHDplus Version 2</gco:CharacterString>
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               <gmd:result gco:nilReason="missing"/>
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                           <gml:identifier codeSpace="local">meters</gml:identifier>
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                     <gmd:value>
                        <gco:Record>25</gco:Record>
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                  </gmd:DQ_QuantitativeResult>
               </gmd:result>
            </gmd:DQ_AbsoluteExternalPositionalAccuracy>
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         <gmd:report>
            <gmd:DQ_CompletenessCommission>
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                  <gco:CharacterString>Features represented have not been tested for completeness</gco:CharacterString>
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               <gmd:result gco:nilReason="unknown"/>
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         <gmd:report>
            <gmd:DQ_CompletenessOmission>
               <gmd:evaluationMethodDescription>
                  <gco:CharacterString>Features represented have not been tested for completeness</gco:CharacterString>
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               <gmd:result gco:nilReason="unknown"/>
            </gmd:DQ_CompletenessOmission>
         </gmd:report>
         <gmd:report>
            <gmd:DQ_ConceptualConsistency>
               <gmd:measureDescription>
                  <gco:CharacterString>Valid values = 1;</gco:CharacterString>
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               <gmd:result gco:nilReason="unknown"/>
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         </gmd:report>
         <gmd:lineage>
            <gmd:LI_Lineage>
               <gmd:statement>
                  <gco:CharacterString>This lineage was generated by the FGDC CSDGM to 19139 transformation</gco:CharacterString>
               </gmd:statement>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Copied the National Hydrography Dataset (NHD) Plus v2.1 datasets for the lower 48 United States from the internal EnviroAtlas data repository. For original NHD Plus v2.1 documentation and metadata, see: www.horizon-systems.com/nhdplus/NHDPlusV2_documentation.php</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-11-15T00:00:00</gco:DateTime>
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                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Projected all NHDPlus version2 NHDFlowlines, NHDAreas, and NHDWaterbodies to the USGS Albers standard projection used for the National Land Cover Database (NLCD) dataset. The XY Resolution and Tolerance parameter within the Geoprocessing Environment Settings was set to 0.000001 Meters for the reprojection.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2018-07-23T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>For each of the 18 2-digit NHD Hydrologic Unit (HUC) regions in the lower 48: 1)Selected the NHDFlowlines, NHDAreas, and NHDWaterbodies of interest (NHD flowlines were excluded if they did not have a catchment value attached to them; all coast flowlines and flowlines that occurred in lakes and ponds were also excluded. Flowlines that occurred in swamp areas were retained. Points where the remaining flowlines touched the coast were included in the dataset.); 2)Generated End Point vertices for the NHDFlowlines; 3) Selected the end points that either delimited an intersection between two or more flowlines, an intersection with a retained NHDWaterbody or NHDArea, or that intersected with a coastline. This is the NHD##_Confluence, where ## is the 2-digit NHD HUC region; 4) Deleted points from NHD##_Confluence layer that had the same XY coordinates. This is NHD##_Confluence_Pt; 5)Assigned the NHD##_Confluence_Pt ID to the NHD##_Confluence features that spatially overlapped; 6) Attributed the NHD##_Confluence_Pt layer with SRCount, SRTotArbol, and SRTotDASqk; 7) Assigned a BranchNum to each point in NHD##_Confluence; 8) Assigned CONFPT_ID values to NHD##_Confluence and NHD##_Confluence_Pt layers.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-03-20T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Merged all 18 2-digit NHD HUC versions of NHD##_Confluence into NHD_CONUS_Confluence_v2; Merged all 18 2-digit NHD HUC versions of NHD##_Confluence_Pt into NHD_CONUS_Confluence_Pt_v2; Generated table, NHD_CONUS_COMID_v2, using a Pivot Table operation</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-04-02T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Associate attributes with points using data available through NHDplus V2 and StreamCat (https://www.epa.gov/national-aquatic-resource-surveys/streamcat)</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-05-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Organize attributes by theme into theme-specific tables</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-06-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Export ecological integrity indices attributes (ICI1, ICI2, ICI3, IWI1, IWI2, IWI3) as dbf and import into SAS.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Use stream reach classification (1 = mainstem; 2=tributary) to classify ICI1, ICI2, or ICI3 as mainstem (ICIm) or tributary (ICIt)</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Classify IWI attributes and mainstem or tributary as described above of ICI</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Calculate contrast variables: ICWId1 = ICIm-IWIm. ICWId2 = ICIt-IWIt. ICId = ICIm-ICIt. IWId = IWIm-IWIt.</gco:CharacterString>
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                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Check Pearson correlations among ICIs, IWIs, and contrast variables.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
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               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Initialization of disjoint cluster analysis (SAS FASTCLUS procedure) to provide seeds. Input variables - ICIm, IWIm, ICWId1, ICWId2, ICId, and IWId. Disjoint clustering based on medians, not means (SAS lease parameter set to 1).</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
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               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Repeat disjoint cluster analysis using seeds from previous steps for 10 to 30 clusters in steps of two (10, 12, &#8230;, 30).</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Select the cluster result (e.g., 10 clusters) that had the highest proportion of observations for which the distance between the observation and the centroid of its assigned cluster was less than or equal to 1/2 of the distance between the assigned cluster centroid and the nearest cluster centroid. Observations meeting this criterion are unambiguous members of the cluster to which they are assigned. The cluster result (e.g., 10 clusters) with the highest proportion was considered the most accurate classification. The result for 16 clusters had the highest proportion of observations meeting the criterion.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Provide nominal labels for the final cluster result (16 clusters) The 16 clusters were given 4 nominal labels - good, moderate, poor, and contrast. Clusters were labeled "good" if ICIm and IWIm (see previous steps) were greater than or equal to 0.6. Clusters were labeled "poor" if ICIm and IWIm were less than or equal to 0.35. Clusters were labeled "moderate" when ICIm and IWIm were greater than or equal to 0.35 and less than 0.6. Clusters were labeled contrast when the absolute value of one or more of the contrast variables (ICWIm, ICWIt, ICId, and IWIt) was greater than or equal to 0.1 regardless of the values of ICIm and IWIm.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
               <gmd:processStep>
                  <gmd:LI_ProcessStep>
                     <gmd:description>
                        <gco:CharacterString>Use the cluster assignment as input to a decision tree analysis (SAS hpsplit procedure). Difference between disjoint cluster analysis and decision tree is a measure of classification uncertainty. Entropy rule was used to grow tree; cost complexity was used to prune tree. 20% of observations were used as the model validation fraction.</gco:CharacterString>
                     </gmd:description>
                     <gmd:dateTime>
                        <gco:DateTime>2019-01-01T00:00:00</gco:DateTime>
                     </gmd:dateTime>
                  </gmd:LI_ProcessStep>
               </gmd:processStep>
            </gmd:LI_Lineage>
         </gmd:lineage>
      </gmd:DQ_DataQuality>
   </gmd:dataQualityInfo>
   <gmd:metadataMaintenance>
      <gmd:MD_MaintenanceInformation>
         <gmd:maintenanceAndUpdateFrequency>
            <gmd:MD_MaintenanceFrequencyCode codeList="http://schemas.opengis.net/iso/19139/20070417/resources/codelist/gmxCodelists.xml#MD_MaintenanceFrequencyCode" codeListValue="unknown">unknown</gmd:MD_MaintenanceFrequencyCode>
         </gmd:maintenanceAndUpdateFrequency>
         <gmd:dateOfNextUpdate>
            <gco:Date>2029-07-23</gco:Date>
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         <gmd:maintenanceNote>
            <gco:CharacterString> This metadata was automatically generated from the FGDC Content Standard for Digital Geospatial Metadata standard (version FGDC-STD-001-1998) using the 2024-02-09T11:11:00 version of the FGDC CSDGM to ISO 19139 transform.</gco:CharacterString>
         </gmd:maintenanceNote>
         <gmd:contact>
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                  <gco:CharacterString>EnviroAtlas Coordinator</gco:CharacterString>
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                  <gco:CharacterString>U.S. Environmental Protection Agency, Office of Research and Development - Center for Public Health and Environmental Assessment (CPHEA), EnviroAtlas</gco:CharacterString>
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                     <gmd:phone>
                        <gmd:CI_Telephone>
                           <gmd:voice>
                              <gco:CharacterString>(919) 541-3832</gco:CharacterString>
                           </gmd:voice>
                        </gmd:CI_Telephone>
                     </gmd:phone>
                     <gmd:address>
                        <gmd:CI_Address>
                           <gmd:deliveryPoint>
                              <gco:CharacterString>109 T.W. Alexander Drive</gco:CharacterString>
                           </gmd:deliveryPoint>
                           <gmd:city>
                              <gco:CharacterString>Research Triangle Park</gco:CharacterString>
                           </gmd:city>
                           <gmd:administrativeArea>
                              <gco:CharacterString>NC</gco:CharacterString>
                           </gmd:administrativeArea>
                           <gmd:postalCode>
                              <gco:CharacterString>27709</gco:CharacterString>
                           </gmd:postalCode>
                           <gmd:electronicMailAddress>
                              <gco:CharacterString>EnviroAtlas@epa.gov</gco:CharacterString>
                           </gmd:electronicMailAddress>
                        </gmd:CI_Address>
                     </gmd:address>
                     <gmd:contactInstructions>
                        <gco:CharacterString>https://www.epa.gov/enviroatlas</gco:CharacterString>
                     </gmd:contactInstructions>
                  </gmd:CI_Contact>
               </gmd:contactInfo>
               <gmd:role>
                  <gmd:CI_RoleCode codeList="http://schemas.opengis.net/iso/19139/20070417/resources/codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="pointOfContact">pointOfContact</gmd:CI_RoleCode>
               </gmd:role>
            </gmd:CI_ResponsibleParty>
         </gmd:contact>
      </gmd:MD_MaintenanceInformation>
   </gmd:metadataMaintenance>
</gmd:MD_Metadata>
