<?xml version='1.0' encoding='UTF-8'?>
<metadata xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
  <idinfo>
    <citation>
      <citeinfo>
        <origin>Seth Munson</origin>
        <pubdate>201801</pubdate>
        <title>Data for Plant production responses to precipitation differ along an elevation gradient and are enhanced under extremes (Northern Arizona, 1991-2016)</title>
        <geoform>.csv files</geoform>
        <pubinfo>
          <pubplace>Flagstaff, AZ</pubplace>
          <publish>U.S. Geological Survey</publish>
        </pubinfo>
        <onlink>https://doi.org/10.5066/F7PC31C3</onlink>
        <lworkcit>
          <citeinfo>
            <origin>Seth Munson</origin>
            <pubdate>2018</pubdate>
            <title>Plant production responses to precipitation differ along an elevation gradient and are enhanced under extremes</title>
            <geoform>.csv files</geoform>
            <pubinfo>
              <pubplace>Ecosystems</pubplace>
              <publish>Springer</publish>
            </pubinfo>
          </citeinfo>
        </lworkcit>
      </citeinfo>
    </citation>
    <descript>
      <abstract>This dataset is from a precipitation manipulation experiment conducted at five grassland sites along an elevation gradient near Flagstaff, AZ. The data consist of pre- (1991 - 2015) and post-experimental (2016) treatment plant production and precipitation measurements. The plant production measurements were taken from satellite and hand-held spectroradiometer, in addition to plot-based harvests at the end of growing season.</abstract>
      <purpose>Data were collected to determine: 1) variation in production responses to precipitation among sites, 2) similarities or differences among spatial, temporal, and experimental precipitation-production relationships and how this advances our understanding of ecosystem dynamics.</purpose>
    </descript>
    <timeperd>
      <timeinfo>
        <rngdates>
          <begdate>1991</begdate>
          <enddate>2016</enddate>
        </rngdates>
      </timeinfo>
      <current>ground condition</current>
    </timeperd>
    <status>
      <progress>Complete</progress>
      <update>None planned</update>
    </status>
    <spdom>
      <bounding>
        <westbc>-111.972</westbc>
        <eastbc>-111.513</eastbc>
        <northbc>35.685</northbc>
        <southbc>35.162</southbc>
      </bounding>
    </spdom>
    <keywords>
      <theme>
        <themekt>Producer defined</themekt>
        <themekey>biomass</themekey>
        <themekey>drought</themekey>
        <themekey>grassland</themekey>
      </theme>
      <theme>
        <themekt>USGS Metadata Identifier</themekt>
        <themekey>USGS:59d51826e4b05fe04cc5351a</themekey>
      </theme>
      <place>
        <placekt>None</placekt>
        <placekey>southwestern U.S.</placekey>
        <placekey>Arizona</placekey>
      </place>
    </keywords>
    <accconst>none</accconst>
    <useconst>none</useconst>
    <ptcontac>
      <cntinfo>
        <cntperp>
          <cntper>Seth M Munson</cntper>
          <cntorg>U.S. Geological Survey Southwest Biological Science Center</cntorg>
        </cntperp>
        <cntaddr>
          <addrtype>mailing and physical</addrtype>
          <address>2255 N. Gemini Dr.</address>
          <city>Flagstaff</city>
          <state>AZ</state>
          <postal>86001</postal>
          <country>United States</country>
        </cntaddr>
        <cntvoice>928-523-7740</cntvoice>
        <cntemail>smunson@usgs.gov</cntemail>
      </cntinfo>
    </ptcontac>
    <datacred>National Climate Adaptation Science Center, USGS Ecosystems Mission Area</datacred>
  </idinfo>
  <dataqual>
    <attracc>
      <attraccr>For MSAVI generated with the spectroradiometer, fifty spectral measurements were taken throughout drought, control, and water addition plots; and a white calibration plate was used between each set of measurements to reduce atmospheric noise. Spectra were only collected between 11am – 2pm on cloud-free days with minimal haze to provide consistent solar intensity and angle, and minimize atmospheric interference.</attraccr>
    </attracc>
    <logic>Data were checked to fall within expected value ranges and for duplication/omission</logic>
    <complete>Data set is considered complete for the information presented, as described in the abstract. Users are advised to read the rest of the metadata record carefully for additional details.</complete>
    <posacc>
      <horizpa>
        <horizpar>No formal positional accuracy tests were conducted</horizpar>
      </horizpa>
      <vertacc>
        <vertaccr>No formal positional accuracy tests were conducted</vertaccr>
      </vertacc>
    </posacc>
    <lineage>
      <srcinfo>
        <srccite>
          <citeinfo>
            <origin>Google</origin>
            <pubdate>20170110</pubdate>
            <title>Landsat satellite imagery</title>
            <geoform>Landsat satellite imagery</geoform>
            <pubinfo>
              <pubplace>http://earthengine.google.com</pubplace>
              <publish>Google Earth Engine</publish>
            </pubinfo>
            <onlink>http://earthengine.google.com</onlink>
          </citeinfo>
        </srccite>
        <typesrc>Satellite imagery</typesrc>
        <srctime>
          <timeinfo>
            <rngdates>
              <begdate>19910101</begdate>
              <enddate>20161231</enddate>
            </rngdates>
          </timeinfo>
          <srccurr>Current through 2016</srccurr>
        </srctime>
        <srccitea>Landsat</srccitea>
        <srccontr>Input data used to determine the modified soil-adjusted vegetation index</srccontr>
      </srcinfo>
      <procstep>
        <procdesc>We used a time-series (1991 – 2016) of Landsat 5 and 7 imagery (30 m resolution) from Google Earth Engine (GEE: http://earthengine.google.com). We used imagery from each site that encompassed the area surrounding our plots had the same species composition and soils as inside the plots, and included a minimum of 5 Landsat pixels. We mosaicked, masked clouds (in scenes with &gt; 10% cloud cover), smoke, and pixels with other interference, and composited imagery using the GEE Advanced Programming Interface (API). Using time-series analysis, we confirmed that peak production across the sites occurred in September.</procdesc>
        <procdate>2017</procdate>
      </procstep>
      <procstep>
        <procdesc>We used the satellite spectra to calculate the modified soil-adjusted vegetation index (SAVI), a modification of the commonly used Normalized Difference Vegetation Index that corrects for soil brightness in areas where vegetation cover is less than 40% per pixel (Qi et al. 1994).</procdesc>
        <procdate>2017</procdate>
      </procstep>
      <procstep>
        <procdesc>Monthly precipitation was extracted from PRISM (www.prism.oregonstate.edu) for all the sites from 1991 – 2016. Annual precipitation was calculated as the sum of October of the previous year to September of the year production was assessed. We subtracted and added 50% of May – September 2016 precipitation (the period when the treatments were effective) from PRISM estimates of annual precipitation for drought and water addition plots, respectively.</procdesc>
        <procdate>2017</procdate>
      </procstep>
    </lineage>
  </dataqual>
  <spdoinfo>
    <indspref>The five grassland study sites occur from 1,566 to 2,591 m in elevation on and adjacent to the San Francisco Mountains near Flagstaff, Arizona.</indspref>
    <direct>Point</direct>
  </spdoinfo>
  <spref>
    <horizsys>
      <geograph>
        <latres>1.0</latres>
        <longres>1.0</longres>
        <geogunit>Decimal degrees</geogunit>
      </geograph>
    </horizsys>
  </spref>
  <eainfo>
    <detailed>
      <enttyp>
        <enttypl>Munson_Precip_MSAVI_Data</enttypl>
        <enttypd>Site name, location, year, plot information, precipitation and modified soil-adjusted vegetation index</enttypd>
        <enttypds>Seth Munson</enttypds>
      </enttyp>
      <attr>
        <attrlabl>Site</attrlabl>
        <attrdef>Site Name</attrdef>
        <attrdefs>Producer Defined</attrdefs>
        <attrdomv>
          <udom>Site name that represents a grassland type</udom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Latitude</attrlabl>
        <attrdef>Latitude in decimal degrees</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>35.162</rdommin>
            <rdommax>35.685</rdommax>
            <attrunit>Decimal degrees</attrunit>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Longitude</attrlabl>
        <attrdef>Longitude in decimal degrees</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>-111.972</rdommin>
            <rdommax>-111.479</rdommax>
            <attrunit>Decimal degrees</attrunit>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Year</attrlabl>
        <attrdef>Year of measurement</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>1991</rdommin>
            <rdommax>2016</rdommax>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Plot Number</attrlabl>
        <attrdef>Plot number. Only valid for water addition, drought, and control precipitation plot types in 2016 (all other entries "NA").</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>1</rdommin>
            <rdommax>12</rdommax>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Plot Type</attrlabl>
        <attrdef>Whether the measurement at a plot occurred before (Pre) experimental treatments, in ambient (Control), water addition (Water Addition), or drought (Drought) treatments.</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <edom>
            <edomv>Pre</edomv>
            <edomvd>Before experimental treatment</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>Control</edomv>
            <edomvd>Ambient precipitation</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>Drought</edomv>
            <edomvd>Water exclusion (50% of ambient)</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>Water Addition</edomv>
            <edomvd>Water addition (150% of ambient)</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>NA</edomv>
            <edomvd>Not Applicable</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Precipitation</attrlabl>
        <attrdef>Sum of precipitation from October in year before modified soil-adjusted vegetation index (MSAVI) measurement to September the year of SAVI measurement (12 months total)</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>104.10</rdommin>
            <rdommax>1177.24</rdommax>
            <attrunit>milimeters</attrunit>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>MSAVI</attrlabl>
        <attrdef>Modified soil-adjusted Vegetation Index</attrdef>
        <attrdefs>https://www.sciencedirect.com/science/article/pii/0034425794901341</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>0.003640032</rdommin>
            <rdommax>0.425348283</rdommax>
            <attrunit>unitless</attrunit>
          </rdom>
        </attrdomv>
      </attr>
    </detailed>
    <detailed>
      <enttyp>
        <enttypl>Munson_Landsat_Spectro_Data2</enttypl>
        <enttypd>Comparison between NPP harvest and Modified soil-adjusted vegetation index derived from hand-held spectroradiometer (Fieldspec Pro 3 FR, ASD Inc.) and Landsat satellite imagery</enttypd>
        <enttypds>Producer-defined</enttypds>
      </enttyp>
      <attr>
        <attrlabl>Site</attrlabl>
        <attrdef>Site name</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <udom>Site name that represents a grassland type</udom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Latitude</attrlabl>
        <attrdef>Latitude in decimal degrees</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>35.162</rdommin>
            <rdommax>35.685</rdommax>
            <attrunit>decimal degrees</attrunit>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Longitude</attrlabl>
        <attrdef>Longitude in decimal degrees</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>-111.972</rdommin>
            <rdommax>-111.479</rdommax>
            <attrunit>Decimal degrees</attrunit>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Year</attrlabl>
        <attrdef>Year of measurement</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>1991</rdommin>
            <rdommax>2016</rdommax>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Plot Number</attrlabl>
        <attrdef>Plot number. Only valid for water addition, drought, and control precipitation plot types in 2016 (all other entries "NA").</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>1</rdommin>
            <rdommax>12</rdommax>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Plot Type</attrlabl>
        <attrdef>Whether the measurement at a plot occurred before (Pre) experimental treatments, in ambient (Control), water addition (Water Addition), or drought (Drought) treatments.</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <edom>
            <edomv>Control</edomv>
            <edomvd>Ambient precipitation</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>Water Addition</edomv>
            <edomvd>150% of ambient precipitaiton</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>NA</edomv>
            <edomvd>Not Applicable</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>Drought</edomv>
            <edomvd>50% of ambient precipitation</edomvd>
            <edomvds>Producer defined</edomvds>
          </edom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>Platform Type</attrlabl>
        <attrdef>Type of remote sensing platform used to measure the modified soil-adjusted vegetation index (MSAVI)</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <edom>
            <edomv>Landsat</edomv>
            <edomvd>Landsat satellite imagery</edomvd>
            <edomvds>https://landsat.usgs.gov</edomvds>
          </edom>
        </attrdomv>
        <attrdomv>
          <edom>
            <edomv>Spectroradiometer</edomv>
            <edomvd>Hand-held specroradiometer</edomvd>
            <edomvds>https://www.asdi.com</edomvds>
          </edom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>MSAVI</attrlabl>
        <attrdef>Modified soil-adjusted vegetation index</attrdef>
        <attrdefs>https://www.sciencedirect.com/science/article/pii/0034425794901341</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>0.003640032</rdommin>
            <rdommax>0.425348283</rdommax>
            <attrunit>Unitless</attrunit>
          </rdom>
        </attrdomv>
      </attr>
      <attr>
        <attrlabl>NPP</attrlabl>
        <attrdef>Peak net primary production (NPP) determined from clipping aboveground biomass at the end of the growing season (September)</attrdef>
        <attrdefs>Producer defined</attrdefs>
        <attrdomv>
          <rdom>
            <rdommin>26.85</rdommin>
            <rdommax>359.09</rdommax>
            <attrunit>grams of biomass per meter squared (g m-2)</attrunit>
          </rdom>
        </attrdomv>
      </attr>
    </detailed>
  </eainfo>
  <distinfo>
    <distrib>
      <cntinfo>
        <cntperp>
          <cntper>Seth M Munson</cntper>
          <cntorg>U.S. Geological Survey Southwest Biological Science Center</cntorg>
        </cntperp>
        <cntaddr>
          <addrtype>mailing and physical</addrtype>
          <address>2255 N. Gemini Dr.</address>
          <city>Flagstaff</city>
          <state>AZ</state>
          <postal>86001</postal>
          <country>United States</country>
        </cntaddr>
        <cntvoice>928-556-7301</cntvoice>
        <cntemail>smunson@usgs.gov</cntemail>
      </cntinfo>
    </distrib>
    <distliab>Data set is considered complete for the information presented, as described in the abstract. Users are advised to read the rest of the metadata record carefully for additional details.</distliab>
  </distinfo>
  <metainfo>
    <metd>20200814</metd>
    <metc>
      <cntinfo>
        <cntperp>
          <cntper>Seth M Munson</cntper>
          <cntorg>U.S. Geological Survey Southwest Biological Science Center</cntorg>
        </cntperp>
        <cntpos>Research Ecologist</cntpos>
        <cntaddr>
          <addrtype>mailing and physical</addrtype>
          <address>2255 N. Gemini Dr.</address>
          <city>Flagstaff</city>
          <state>AZ</state>
          <postal>86001</postal>
          <country>United States</country>
        </cntaddr>
        <cntvoice>928-556-7301</cntvoice>
        <cntemail>smunson@usgs.gov</cntemail>
      </cntinfo>
    </metc>
    <metstdn>Content Standard for Digital Geospatial Metadata</metstdn>
    <metstdv>FGDC-STD-001-1998</metstdv>
  </metainfo>
</metadata>
