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      </gmd:scope>
      <gmd:lineage>
        <gmd:LI_Lineage>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly mean maximum daily temperature (measured);
Units: degrees Celsius;
Observation Category: in situ;
Sampling Instrument: weather stations;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Data from US: NOAA Climgrid Data for Canada and Mexcio: CRU 4.05 for 1901-2020, WCMWF ERA5 for Jan-Jun 2021, North American Regional Reanalysis for Jul-Aug 2021.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly mean minimum daily temperature (measured);
Units: degrees Celsius;
Observation Category: in situ;
Sampling Instrument: weather stations;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Data from US: NOAA Climgrid Data for Canada and Mexcio: CRU 4.05 for 1901-2020, WCMWF ERA5 for Jan-Jun 2021, North American Regional Reanalysis for Jul-Aug 2021.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly precipitation total (measured);
Units: mm;
Observation Category: in situ;
Sampling Instrument: weather stations;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Data from US: NOAA Climgrid
Data for Canada and Mexcio: CRU 4.05 for 1901-2020, WCMWF ERA5 for Jan-Jun 2021, North American Regional Reanalysis for Jul-Aug 2021.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly saturation vapor pressure (calculated);
Units: hectopascal;
Observation Category: in situ;
Sampling Instrument: weather stations;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Calculated from monthly means of daily maximum and minimum temperature and bias corrected for non-linear effects based on regression parameters calculated from hourly meteorological forcing data produced by the North American Land Data Assimilation System (NLDAS) v2. Outside of the NLDAS domain, 3-hourly data from the v3 of the Princeton Global Forcing dataset were used to determine the bias-correction coefficients.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly mean vapor pressure (measured);
Units: hectopascal;
Observation Category: in situ;
Sampling Instrument: weather stations;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Data from US: Oregon State PRISM dataset, bias corrected for non-linear relationship between monthly mean dew point (provided by PRISM) and monthly mean vapor pressure using coefficients derived from hourly NLDAS2 data.
Data from Canada and Mexcio: Princeton Global Forcing (PGF) v2 for 1901-1947, PGF v3 for 1948-2016, North American Regional Reanalysis for 2017-2021.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly mean relative humidity (calculated);
Units: percent;
Observation Category: in situ;
Sampling Instrument: weather stations;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Calculated from monthly means of saturation vapor pressure and actual vapor pressure and bias corrected for non-linear relationship between actual monthly mean relative humidity and that calculated from monthly means of saturation and actual vapor pressure using hourly NLDAS2 data in the NLDAS region and 3-hourly Princeton Global Forcing v3 data outside the NLDAS domain.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly mean wind speed (calculated);
Units: meters per second;
Observation Category: model output;
Sampling Instrument: weather stations;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Calculated from daily PGVv2 for 1901-1947, daily PGFv3 for 1948-1978, and 3-hourly North American Regional Reanalysis for 1979-2021. In the NLDAS region, monthly mean wind speed is calculated from hourly NLDAS2 data for 1979-2021.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly mean downward solar radiation at the surface (calculated);
Units: watts per meter squared;
Observation Category: model output;
Sampling Instrument: weather stations and satellites;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Calculated from PGVv2 for 1901-1947, PGFv3 for 1948-1978, and North American Regional Reanalysis for 1979-2021. In the NLDAS region, calculated from NLDAS2 data for 1979-2021.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly total Penman-Monteith reference evapotranspiration (calculated);
Units: mm;
Observation Category: model output;
Sampling Instrument: none;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Calculated from monthly means of daily maximum temperature, daily minimum temperature, saturation vapor pressure, actual vapor pressure, 2-m wind speed, and downward solar radiation at the surface. Method used is the short-grass reference evapotranspiration calculation described by Allen et al (1998): http://www.fao.org/3/X0490E/X0490E00.htm</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Palmer's Z-index (calculated);
Units: unitless;
Observation Category: model output;
Sampling Instrument: none;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Calculated from monthly totals of precipitation and reference evapotranspiration. This index represents standardized monthly changes in the local soil moisture.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: Model-Calibrated Drought Index (calculated);
Units: unitless;
Observation Category: model output;
Sampling Instrument: none;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Standardized proxy for monthly mean soil-moisture calculated from the Palmer Z-index, where each month's MCDI value is a weighted combination of last month's MCDI value and the current month's Palmer Z-index value. Methods were developed and described by Williams et al. (2017): https://doi.org/10.1002/2017JD027523</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: monthly fraction of mean 0-200 cm soil moisture plus snow-water equivalent (calculated);
Units: fraction;
Observation Category: model output;
Sampling Instrument: none;
Sampling and Analyzing Method: Data gridded to 1/4 degree latitude x longitude for Jan 1901-Aug 2021;
Data Quality Method: Monthly fraction of mean soil moisture (SMf) is estimated as a linear function of MCDI, where the linear regression coefficients were determined using monthly mean soil moisture data simulated by the NCAR Community Noah land-surface model through the Global Land Data assimilation system over 1950-2010.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: reconstructed summer 0-200 cm soil moisture plus snow-water equivalent (calculated);
Units: fraction;
Observation Category: other;
Sampling Instrument: tree rings;
Sampling and Analyzing Method: Annual records of fraction of mean summer (June-August) 0-200 cm soil moisture (SMf) gridded to 1/2 degree latitude x longitude for 800-1983 CE.;
Data Quality Method: Gridded reconstructions were developed using principal component regression to estimate gridded records of observation-based SMf from many tree-ring records.</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
          <gmd:processStep>
            <gmi:LE_ProcessStep>
              <gmd:description>
                <gco:CharacterString>Parameter or Variable: tree-ring width index (measured);
Units: ring-width index;
Observation Category: laboratory analysis;
Sampling Instrument: microscope and measurement stage</gco:CharacterString>
              </gmd:description>
            </gmi:LE_ProcessStep>
          </gmd:processStep>
        </gmd:LI_Lineage>
      </gmd:lineage>
    </gmd:DQ_DataQuality>
  </gmd:dataQualityInfo>
  <gmd:metadataMaintenance>
    <gmd:MD_MaintenanceInformation>
      <gmd:maintenanceAndUpdateFrequency>
        <gmd:MD_MaintenanceFrequencyCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#MD_MaintenanceFrequencyCode" codeListValue="asNeeded">asNeeded</gmd:MD_MaintenanceFrequencyCode>
      </gmd:maintenanceAndUpdateFrequency>
      <gmd:maintenanceNote>
        <gco:CharacterString>Metadata are developed, maintained and distributed by NCEI. Updates are performed as needed to maintain currentness.</gco:CharacterString>
      </gmd:maintenanceNote>
      <gmd:contact>
        <gmd:CI_ResponsibleParty>
          <gmd:organisationName>
            <gco:CharacterString>NOAA National Centers for Environmental Information</gco:CharacterString>
          </gmd:organisationName>
          <gmd:role>
            <gmd:CI_RoleCode codeList="https://data.noaa.gov/resources/iso19139/schema/resources/Codelist/gmxCodelists.xml#CI_RoleCode" codeListValue="custodian">custodian</gmd:CI_RoleCode>
          </gmd:role>
        </gmd:CI_ResponsibleParty>
      </gmd:contact>
    </gmd:MD_MaintenanceInformation>
  </gmd:metadataMaintenance>
</gmi:MI_Metadata>