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                  <gco:CharacterString>Entity and Attribute Overview: In general terms, agricultural irrigation per acre per day per county was estimated using 2010 USGS Water Use data. Then, to ensure the capture of remotely sensed or detected irrigation, counties with zero irrigation per acre per day were assigned generalized state level values. These county-level water use values were then converted and distributed according to remotely sensed irrigated locations and potentially irrigated crop types per 30 meter square or pixel on the ground. This water use was then summarized for each 12-digit HUC or watershed. Regarding the USGS Water Use data, the USGS estimates a variety of water use data at 5-year intervals through the National Water Use Information Program (NWUIP - https://water.usgs.gov/watuse/data). Data is collected at the state level by USGS water-use study chiefs and estimates are provided at the county level. Compilation methods vary slightly by state, depending on available data and relevance. Coefficients are derived and applied as needed. Overall guidelines used by the water-use study chiefs and the original data are available through the NWUIP website (https://pubs.usgs.gov/tm/2007/tm4e1). The USGS Moderate Resolution Imaging Spectroradiometer (MODIS) Irrigated Agriculture Dataset for the United States (MIrAD-US) was derived at 250m resolution using the National Land Cover Dataset (NLCD), USDA Census of Agriculture irrigated area statistics, and annual maximum vegetation index calculated from NASA MODIS imagery. The potentially irrigated crop locations were refined to 30m resolution through use of the combined 2011 USDA Cropland Data Layer and the 2011 MRLC National Land Cover Data layer derived by EnviroAtlas. Further methodology detail available in the Processing Steps section. Entity and Attribute Detail Citation: https://www.epa.gov/enviroatlas/enviroatlas-fact-sheets</gco:CharacterString>
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                        <gco:CharacterString>Developed a water usage rate raster - a) Downloaded 2010 county-level USGS (U.S. Geological Survey) Water Use Excel data. b) Removed golf irrigation from overall irrigation water use (IR_WFrTo - IG_WFrTo = WFrTo_NoG) and acreage (IR_IrTot - IG_IrTot = IrTot_NoG) estimates. c) Calculated the initial water usage rate ( (WFrTo_NoG * 1000000) / (IrTot_NoG * 1000) ), resulting in gallons per acre per day per county. d) For spatial representation and processing, joined the initial Ag per Acre water rate to the 2010 TIGER county-level layer (projected to D_North_American_1983, USA_Contiguous_Albers_Equal_Area_Conic_USGS_version) and exported the combined layers to a new layer using ArcMap 10.3.1. e) Updated the initial Ag per Acre results to account for variability in data resulting in no water rate (e.g., irrigated acreage without water use). Counties with Ag per Acre &gt; 0 were i) selected (Select by Attribute) and ii) rasterized (Convert Polygon to Raster, 30m cells, snapped to the 2011 NLCD). iii) The median, mean, and majority per state were calculated with Zonal Statistics as Table and Excel. iv) States were assigned the state mean or median, whichever was closest to the majority. v) Rasterized the state values (30m cells, snapped to the 2011 NLCD). vi) Created the final Ag per Acre raster using the Con tool. Counties with Ag per Acre &gt; 0 provided the foundation. Counties with Ag per Acre = 0 were assigned the state value. f) Converted the final Ag per Acre raster to Ag per Cell (Ag per Acre * 0.222395 where the conversion is 900 (30m x 30m cell) * 0.000247105381 (conversion from acreage to meters squared)).</gco:CharacterString>
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               <gmd:processStep>
                  <gmd:LI_ProcessStep>
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                        <gco:CharacterString>Developed an irrigated land cover raster - a) USGS MIrAD-US develops 250m grids of remotely sensed irrigation. Combined the 2007 and 2012 grids by i) reprojecting to D_North_American_1983, USA_Contiguous_Albers_Equal_Area_Conic_USGS_version, ii) adding the datasets using Raster Calculator, and iii) reclassifying the combined dataset as irrigation indicated (1) or not indicated (0). b) The CDL-NLCD (2011) provides a 30m grid of land cover types, including crop-specific classes. Reclassified the gridded crops as potentially irrigated double crops (2), potentially irrigated single crops (1), or crops unlikely to be irrigated and all other land cover types (0). c) Filtered the combined and reclassed 250m MIrAD-US layer with the reclassed 30m CDL-NLCD layer using the Con tool, resulting in a 30m grid of potentially irrigated crops (1), potentially irrigated double crops (2), and none (either layer or both layers did not indicate potential irrigation).</gco:CharacterString>
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                        <gco:CharacterString>Distributed and weighted the water use - The water rate was applied to (multiplied by) the irrigation raster using the Raster Calculator, resulting in a 30m grid in gallons per cell.</gco:CharacterString>
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                        <gco:DateTime>2018-02-05T00:00:00</gco:DateTime>
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                        <gco:CharacterString>Summarized by watershed - Summarized the distributed water use by watershed or 12-digit HUC (EnviroAtlas NHD Plus v2 WBD Snapshot, 2015) using the Sum attribute from Zonal Statistics as Table.</gco:CharacterString>
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                        <gco:DateTime>2018-02-05T00:00:00</gco:DateTime>
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