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<meta name="author" content="Soil Survey Staff" />


<meta name="date" content="2024-01-29" />
<meta name="date" content="2024-02-01" />

<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="apple-mobile-web-app-capable" content="yes" />
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<li class="chapter" data-level="4.4" data-path="spatial.html"><a href="spatial.html#viewing-pedon-locations"><i class="fa fa-check"></i><b>4.4</b> Viewing Pedon Locations</a>
<ul>
<li class="chapter" data-level="4.4.1" data-path="spatial.html"><a href="spatial.html#plotting-geographic-data"><i class="fa fa-check"></i><b>4.4.1</b> Plotting Geographic Data</a></li>
<li class="chapter" data-level="4.4.2" data-path="spatial.html"><a href="spatial.html#exercise-1-spatial-intro"><i class="fa fa-check"></i><b>4.4.2</b> EXERCISE 1 (Spatial Intro)</a></li>
<li class="chapter" data-level="4.4.2" data-path="spatial.html"><a href="spatial.html#exercise-1-spatial-intro"><i class="fa fa-check"></i><b>4.4.2</b> Exercise 1: Spatial Intro</a></li>
</ul></li>
<li class="chapter" data-level="4.5" data-path="spatial.html"><a href="spatial.html#many-packages-many-spatial-representations"><i class="fa fa-check"></i><b>4.5</b> Many Packages, Many Spatial Representations</a>
<ul>
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<li class="chapter" data-level="4.5.3" data-path="spatial.html"><a href="spatial.html#converting-sp-and-sf"><i class="fa fa-check"></i><b>4.5.3</b> Converting <code>sp</code> and <code>sf</code></a></li>
<li class="chapter" data-level="4.5.4" data-path="spatial.html"><a href="spatial.html#importing-exporting-vector-data"><i class="fa fa-check"></i><b>4.5.4</b> Importing / Exporting Vector Data</a></li>
<li class="chapter" data-level="4.5.5" data-path="spatial.html"><a href="spatial.html#interactive-mapping-with-mapview-and-leaflet"><i class="fa fa-check"></i><b>4.5.5</b> Interactive mapping with <code>mapview</code> and <code>leaflet</code></a></li>
<li class="chapter" data-level="4.5.6" data-path="spatial.html"><a href="spatial.html#the-terra-package"><i class="fa fa-check"></i><b>4.5.6</b> The <code>terra</code> Package</a></li>
<li class="chapter" data-level="4.5.7" data-path="spatial.html"><a href="spatial.html#converting-vector-to-raster"><i class="fa fa-check"></i><b>4.5.7</b> Converting Vector to Raster</a></li>
<li class="chapter" data-level="4.5.6" data-path="spatial.html"><a href="spatial.html#exercise-2-map-your-favorite-soil-series-extents"><i class="fa fa-check"></i><b>4.5.6</b> Exercise 2: Map your favorite soil series extents</a></li>
<li class="chapter" data-level="4.5.7" data-path="spatial.html"><a href="spatial.html#the-terra-package"><i class="fa fa-check"></i><b>4.5.7</b> The <code>terra</code> Package</a></li>
<li class="chapter" data-level="4.5.8" data-path="spatial.html"><a href="spatial.html#converting-vector-to-raster"><i class="fa fa-check"></i><b>4.5.8</b> Converting Vector to Raster</a></li>
</ul></li>
<li class="chapter" data-level="4.6" data-path="spatial.html"><a href="spatial.html#coordinate-reference-systems-crs"><i class="fa fa-check"></i><b>4.6</b> Coordinate Reference Systems (CRS)</a>
<ul>
<li class="chapter" data-level="4.6.1" data-path="spatial.html"><a href="spatial.html#assigning-and-transforming-coordinate-systems"><i class="fa fa-check"></i><b>4.6.1</b> Assigning and Transforming Coordinate Systems</a></li>
</ul></li>
<li class="chapter" data-level="4.7" data-path="spatial.html"><a href="spatial.html#raster-data"><i class="fa fa-check"></i><b>4.7</b> Raster data</a>
<li class="chapter" data-level="4.7" data-path="spatial.html"><a href="spatial.html#load-required-packages"><i class="fa fa-check"></i><b>4.7</b> Load Required Packages</a></li>
<li class="chapter" data-level="4.8" data-path="spatial.html"><a href="spatial.html#download-example-data"><i class="fa fa-check"></i><b>4.8</b> Download Example Data</a></li>
<li class="chapter" data-level="4.9" data-path="spatial.html"><a href="spatial.html#load-example-mlra-data"><i class="fa fa-check"></i><b>4.9</b> Load Example MLRA Data</a></li>
<li class="chapter" data-level="4.10" data-path="spatial.html"><a href="spatial.html#raster-data"><i class="fa fa-check"></i><b>4.10</b> Raster data</a>
<ul>
<li class="chapter" data-level="4.7.1" data-path="spatial.html"><a href="spatial.html#object-properties"><i class="fa fa-check"></i><b>4.7.1</b> Object Properties</a></li>
<li class="chapter" data-level="4.7.2" data-path="spatial.html"><a href="spatial.html#rasters-in-memory-v.s.-file-based"><i class="fa fa-check"></i><b>4.7.2</b> Rasters “In Memory” v.s. “File-Based”</a></li>
<li class="chapter" data-level="4.7.3" data-path="spatial.html"><a href="spatial.html#writing-rasters-to-file"><i class="fa fa-check"></i><b>4.7.3</b> Writing Rasters to File</a></li>
<li class="chapter" data-level="4.7.4" data-path="spatial.html"><a href="spatial.html#data-types"><i class="fa fa-check"></i><b>4.7.4</b> Data Types</a></li>
<li class="chapter" data-level="4.10.1" data-path="spatial.html"><a href="spatial.html#object-properties"><i class="fa fa-check"></i><b>4.10.1</b> Object Properties</a></li>
<li class="chapter" data-level="4.10.2" data-path="spatial.html"><a href="spatial.html#rasters-in-memory-v.s.-file-based"><i class="fa fa-check"></i><b>4.10.2</b> Rasters “In Memory” v.s. “File-Based”</a></li>
<li class="chapter" data-level="4.10.3" data-path="spatial.html"><a href="spatial.html#writing-rasters-to-file"><i class="fa fa-check"></i><b>4.10.3</b> Writing Rasters to File</a></li>
<li class="chapter" data-level="4.10.4" data-path="spatial.html"><a href="spatial.html#data-types"><i class="fa fa-check"></i><b>4.10.4</b> Data Types</a></li>
</ul></li>
<li class="chapter" data-level="4.8" data-path="spatial.html"><a href="spatial.html#spatial-overlay-operations"><i class="fa fa-check"></i><b>4.8</b> Spatial Overlay Operations</a>
<li class="chapter" data-level="4.11" data-path="spatial.html"><a href="spatial.html#vector-data"><i class="fa fa-check"></i><b>4.11</b> Vector Data</a>
<ul>
<li class="chapter" data-level="4.8.1" data-path="spatial.html"><a href="spatial.html#vector-data"><i class="fa fa-check"></i><b>4.8.1</b> Vector Data</a></li>
<li class="chapter" data-level="4.8.2" data-path="spatial.html"><a href="spatial.html#spatial-data-extraction"><i class="fa fa-check"></i><b>4.8.2</b> Spatial Data Extraction</a></li>
<li class="chapter" data-level="4.8.3" data-path="spatial.html"><a href="spatial.html#approach"><i class="fa fa-check"></i><b>4.8.3</b> Approach</a></li>
<li class="chapter" data-level="4.11.1" data-path="spatial.html"><a href="spatial.html#sf-2"><i class="fa fa-check"></i><b>4.11.1</b> <code>sf</code></a></li>
<li class="chapter" data-level="4.11.2" data-path="spatial.html"><a href="spatial.html#terra"><i class="fa fa-check"></i><b>4.11.2</b> <code>terra</code></a></li>
<li class="chapter" data-level="4.11.3" data-path="spatial.html"><a href="spatial.html#sp-2"><i class="fa fa-check"></i><b>4.11.3</b> <code>sp</code></a></li>
</ul></li>
<li class="chapter" data-level="4.9" data-path="spatial.html"><a href="spatial.html#additional-reading-spatial"><i class="fa fa-check"></i><b>4.9</b> Additional Reading (Spatial)</a></li>
<li class="chapter" data-level="4.12" data-path="spatial.html"><a href="spatial.html#spatial-operations"><i class="fa fa-check"></i><b>4.12</b> Spatial Operations</a>
<ul>
<li class="chapter" data-level="4.12.1" data-path="spatial.html"><a href="spatial.html#working-with-vector-and-raster-data"><i class="fa fa-check"></i><b>4.12.1</b> Working with Vector and Raster Data</a></li>
<li class="chapter" data-level="4.12.2" data-path="spatial.html"><a href="spatial.html#exercise-3-extracting-raster-data"><i class="fa fa-check"></i><b>4.12.2</b> Exercise 3: Extracting Raster Data</a></li>
<li class="chapter" data-level="4.12.3" data-path="spatial.html"><a href="spatial.html#example-faster-with-exactextractr"><i class="fa fa-check"></i><b>4.12.3</b> Example: Faster with <code>exactextractr</code></a></li>
<li class="chapter" data-level="4.12.4" data-path="spatial.html"><a href="spatial.html#example-summarizing-mlra-raster-data-with-lattice-graphics"><i class="fa fa-check"></i><b>4.12.4</b> Example: Summarizing MLRA Raster Data with <code>lattice</code> graphics</a></li>
</ul></li>
<li class="chapter" data-level="4.13" data-path="spatial.html"><a href="spatial.html#additional-reading-spatial"><i class="fa fa-check"></i><b>4.13</b> Additional Reading (Spatial)</a></li>
</ul></li>
<li class="chapter" data-level="5" data-path="sampling.html"><a href="sampling.html"><i class="fa fa-check"></i><b>5</b> Sampling</a>
<ul>
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