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            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/obstype/details/63" xlink:actuate="onRequest">in situ</gmx:Anchor>
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          <gmd:keyword>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/obstype/details/48" xlink:actuate="onRequest">model output</gmx:Anchor>
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          <gmd:keyword>
            <gmx:Anchor xlink:href="https://www.ncei.noaa.gov/archive/archive-management-system/OAS/bin/prd/jquery/obstype/details/20" xlink:actuate="onRequest">satellite data</gmx:Anchor>
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            <gmd:MD_KeywordTypeCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_KeywordTypeCode" codeListValue="dataCentre">dataCentre</gmd:MD_KeywordTypeCode>
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                    <gco:CharacterString>FTP</gco:CharacterString>
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                  <gmd:description>
                    <gco:CharacterString>These data are available through the File Transfer Protocol (FTP). FTP is no longer supported by most internet browsers. You may copy and paste the FTP link to the data into an FTP client (e.g., FileZilla or WinSCP).</gco:CharacterString>
                  </gmd:description>
                  <gmd:function>
                    <gmd:CI_OnLineFunctionCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_OnLineFunctionCode" codeListValue="download">download</gmd:CI_OnLineFunctionCode>
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                <gco:CharacterString>NCEI Accession 0301689 v1.1 was published.</gco:CharacterString>
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                <gco:DateTime>2025-02-13T18:24:36Z</gco:DateTime>
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                        <gco:CharacterString>NCEI Accession 0301689 v1.1</gco:CharacterString>
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                                    <gmd:URL>https://www.ncei.noaa.gov/archive/accession/0301689/1.1</gmd:URL>
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                                    <gco:CharacterString>NCEI Accession 0301689 v1.1</gco:CharacterString>
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                                    <gco:CharacterString>published 2025-02-13T18:24:36Z</gco:CharacterString>
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  <gmd:dataQualityInfo>
    <gmd:DQ_DataQuality>
      <gmd:scope>
        <gmd:DQ_Scope>
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            <gmd:MD_ScopeCode codeList="http://www.isotc211.org/2005/resources/Codelist/gmxCodelists.xml#MD_ScopeCode" codeListValue="dataset">dataset</gmd:MD_ScopeCode>
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      </gmd:scope>
      <gmd:lineage>
        <gmd:LI_Lineage>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Erosion Rate (calculated);
Units: m/yr;
Observation Category: other;
Sampling Instrument: ArcMap 10.8 with DSAS v. 5 add-in;
Sampling and Analyzing Method: Bluff profiles were traced from MassGIS orthoimagery. Up to eight profiles were mapped for each bluff, spanning from 1995 to 2021. Average linear retreat rates were calculated using these profiles with the methodology recommended in the DSAS handbook.

Himmelstoss, E.A., Henderson, R.E., Kratzmann, M.G., Farris, A.S., 2021. Digital Shoreline Analysis System (DSAS) version 5.1 use guide (Open-File Report No. 1091). U.S. Geologiclal Survey.;
Data Quality Method: Profiles were manually georeferenced in relation to a static structure that remained constant throughout all years of imagery. Certain years of imagery were not included for particular bluffs where the image quality was of low resolution, or where vegetation or shadow blocked the bluff edge.

Additionally, the retreat rates were ground-truthed using field data collected at 9 of the bluffs from 2004-2014. There is close agreement between the field measurements and the calculated retreat rates (R2=0.96)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Bluff height (measured);
Units: meters;
Observation Category: satellite;
Sampling Instrument: LIDAR;
Sampling and Analyzing Method: The average height of each bluff (from base to top) was calculated using a topo-bathymetry Lidar DEM compiled in 2018 by USACE NCMP and downloaded from the MassGIS MassMapper tool.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Bluff elevation (measured);
Units: meters;
Observation Category: in situ;
Sampling Instrument: RTK;
Sampling and Analyzing Method: Surveys of the elevation of the bluff base above MSL were carried out using a Topcon Hiper II GPS GLONASS RTK and supplemented using LIDAR as described above for bluff height)</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: SEDIMENT - GRAIN SIZE (measured);
Units: Phi;
Observation Category: laboratory analysis;
Sampling Instrument: Ro-Tap Sieve Shaker;
Sampling and Analyzing Method: Hand samples of the till matrix were taken from each bluff and sieved to determine the percent gravel, sand, and mud.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: WAVE HEIGHT - SIGNIFICANT (calculated);
Units: m;
Observation Category: model output;
Sampling Instrument: SWAN;
Sampling and Analyzing Method: SWAN 41.31 was used to simulate wave parameters for 64 different wind scenarios (16 wind directions, 4 wind speeds) and at 4 different water levels, to represent MSL, a 1-year, a 10-year, and a 100-year storm.;
Data Quality Method: The wave model consists of three grids: the smallest grid (20 m resoltion) of Boston Harbor is nested within a 300-m grid of Massachusetts Bay, which is nested within a 600-m grid of the Gulf of Maine. The model was calibrated wave height data obtained from NOAA Buoy 44013 (NDBC). At the location of the buoy, the model shows close agreement with the buoy (R2 0f 0.95).</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Orientation (measured);
Units: degrees;
Observation Category: other;
Sampling Instrument: GIS;
Sampling and Analyzing Method: The orientation of each bluff (from 0 to 360 degrees) was recorded.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Seawall presence (measured);
Units: Binary;
Observation Category: in situ;
Sampling Instrument: Visual inspection;
Sampling and Analyzing Method: The presence or lack of a seawall in front of each bluff was noted during field surveys and through satellite imagery. Presence of a seawall (regardless of condition) is denoted by a 1. Lack of any seawall is denoted by a 0.</gco:CharacterString>
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        <gmd:MD_MaintenanceFrequencyCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_MaintenanceFrequencyCode" codeListValue="asNeeded">asNeeded</gmd:MD_MaintenanceFrequencyCode>
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      <gmd:maintenanceNote>
        <gco:CharacterString>Metadata are developed, maintained and distributed by NCEI. Updates are performed as needed to maintain currentness.</gco:CharacterString>
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            <gco:CharacterString>NOAA National Centers for Environmental Information</gco:CharacterString>
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  <gmi:acquisitionInformation>
    <gmi:MI_AcquisitionInformation id="AMS">
      <gmi:instrument>
        <gmi:MI_Instrument id="inst_be0b">
          <gmi:identifier>
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              <gmd:code>
                <gco:CharacterString>LIDAR</gco:CharacterString>
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            </gmd:MD_Identifier>
          </gmi:identifier>
          <gmi:type>
            <gco:CharacterString>LIDAR</gco:CharacterString>
          </gmi:type>
          <gmi:description>
            <gco:CharacterString>Light Detection and Ranging

Remote sensing instrument with laser and receiver that uses time, strength and polarization of return to determine characteristics of target.</gco:CharacterString>
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      </gmi:instrument>
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