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 <ul>
-<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.1</b> Workshops &amp; Tutorials</a></li>
-<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.2</b> Software</a></li>
-<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.3</b> Books</a></li>
+<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#file-formats-3"><i class="fa fa-check"></i><b>6.1</b> File Formats</a></li>
+<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.2</b> Workshops &amp; Tutorials</a></li>
+<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.3</b> Software</a></li>
+<li class="chapter" data-level="6.4" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.4</b> Books</a></li>
 </ul></li>
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-<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.1</b> Workshops &amp; Tutorials</a></li>
-<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.2</b> Software</a></li>
-<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.3</b> Books</a></li>
+<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#file-formats-3"><i class="fa fa-check"></i><b>6.1</b> File Formats</a></li>
+<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.2</b> Workshops &amp; Tutorials</a></li>
+<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.3</b> Software</a></li>
+<li class="chapter" data-level="6.4" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.4</b> Books</a></li>
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@@ -158,22 +159,26 @@ <h1>
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-<div id="workshops-tutorials" class="section level2 hasAnchor" number="6.1">
-<h2><span class="header-section-number">6.1</span> Workshops &amp; Tutorials<a href="additional-resources.html#workshops-tutorials" class="anchor-section" aria-label="Anchor link to header"></a></h2>
+<div id="file-formats-3" class="section level2 hasAnchor" number="6.1">
+<h2><span class="header-section-number">6.1</span> File Formats<a href="additional-resources.html#file-formats-3" class="anchor-section" aria-label="Anchor link to header"></a></h2>
+<p><a href="https://gisgeography.com/gis-formats/">GIS Geography: The Ultimate List of GIS Formats and Geospatial File Extensions</a></p>
+<p><a href="https://guide.cloudnativegeo.org/">Cloud-Optimized Geospatial Formats Guide</a></p>
+<p><a href="https://climatedataguide.ucar.edu/climate-tools/common-climate-data-formats-overview">NCAR Climate Data Guide: Common Climate Data Formats: Overview</a></p>
+</div>
+<div id="workshops-tutorials" class="section level2 hasAnchor" number="6.2">
+<h2><span class="header-section-number">6.2</span> Workshops &amp; Tutorials<a href="additional-resources.html#workshops-tutorials" class="anchor-section" aria-label="Anchor link to header"></a></h2>
 <p><a href="https://ucdavisdatalab.github.io/Intro-to-Desktop-GIS-with-QGIS/">DataLab: Intro to GIS with QGIS</a></p>
 <p><a href="https://github.com/MicheleTobias/Workshop-Cartography-Journal-Figures/blob/master/README.md">DataLab: Cartography for Map Figures in Academic Journals &amp; Books</a></p>
 <p><a href="https://ucdavisdatalab.github.io/Spatial_SQL/">DataLab: Spatial SQL</a></p>
-<p><a href="https://gisgeography.com/gis-formats/">GIS Geography: The Ultimate List of GIS Formats and Geospatial File Extensions</a></p>
-<p><a href="https://climatedataguide.ucar.edu/climate-tools/common-climate-data-formats-overview">NCAR Climate Data Guide: Common Climate Data Formats: Overview</a></p>
 <p><a href="https://maptimedavis.github.io/">#maptimeDavis’ Workshop Archive</a> - click Archive</p>
 </div>
-<div id="software" class="section level2 hasAnchor" number="6.2">
-<h2><span class="header-section-number">6.2</span> Software<a href="additional-resources.html#software" class="anchor-section" aria-label="Anchor link to header"></a></h2>
+<div id="software" class="section level2 hasAnchor" number="6.3">
+<h2><span class="header-section-number">6.3</span> Software<a href="additional-resources.html#software" class="anchor-section" aria-label="Anchor link to header"></a></h2>
 <p><a href="https://qgis.org/">QGIS</a> - free and open source desktop GIS with a graphical user interface</p>
 <p><a href="https://servicehub.ucdavis.edu/servicehub?id=ucd_kb_article&amp;sys_id=66e8687fdb0aeb006939fd831d961941">ArcGIS Pro</a> - proprietary desktop GIS with a graphical user interface; license fees are negotiated and paid for by the university for UC Davis campus affiliates</p>
 </div>
-<div id="books" class="section level2 hasAnchor" number="6.3">
-<h2><span class="header-section-number">6.3</span> Books<a href="additional-resources.html#books" class="anchor-section" aria-label="Anchor link to header"></a></h2>
+<div id="books" class="section level2 hasAnchor" number="6.4">
+<h2><span class="header-section-number">6.4</span> Books<a href="additional-resources.html#books" class="anchor-section" aria-label="Anchor link to header"></a></h2>
 <p>Bolstad, Paul, and Steven Manson. <a href="https://search.library.ucdavis.edu/permalink/01UCD_INST/9fle3i/alma991001527469303126"><em>GIS Fundamentals: A First Text on Geographic Information Systems</em></a>. 7th edition., Eider Press, 2022.</p>
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-<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.1</b> Workshops &amp; Tutorials</a></li>
-<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.2</b> Software</a></li>
-<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.3</b> Books</a></li>
+<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#file-formats-3"><i class="fa fa-check"></i><b>6.1</b> File Formats</a></li>
+<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.2</b> Workshops &amp; Tutorials</a></li>
+<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.3</b> Software</a></li>
+<li class="chapter" data-level="6.4" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.4</b> Books</a></li>
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-<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.1</b> Workshops &amp; Tutorials</a></li>
-<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.2</b> Software</a></li>
-<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.3</b> Books</a></li>
+<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#file-formats-3"><i class="fa fa-check"></i><b>6.1</b> File Formats</a></li>
+<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.2</b> Workshops &amp; Tutorials</a></li>
+<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.3</b> Software</a></li>
+<li class="chapter" data-level="6.4" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.4</b> Books</a></li>
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-<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.1</b> Workshops &amp; Tutorials</a></li>
-<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.2</b> Software</a></li>
-<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.3</b> Books</a></li>
+<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#file-formats-3"><i class="fa fa-check"></i><b>6.1</b> File Formats</a></li>
+<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.2</b> Workshops &amp; Tutorials</a></li>
+<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.3</b> Software</a></li>
+<li class="chapter" data-level="6.4" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.4</b> Books</a></li>
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@@ -178,7 +179,7 @@ <h2><span class="header-section-number">0.2</span> Learning Goals<a href="index.
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 <h2><span class="header-section-number">0.3</span> Prerequisites<a href="index.html#prerequisites" class="anchor-section" aria-label="Anchor link to header"></a></h2>
-<p>There are no prerequisites for this workshop and no software to install.</p>
+<p>This workshop is intended for beginners and is presented as a lecture with demonstrations of data. There are no prerequisites for this workshop and no software to install.</p>
 
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-<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.1</b> Workshops &amp; Tutorials</a></li>
-<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.2</b> Software</a></li>
-<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.3</b> Books</a></li>
+<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#file-formats-3"><i class="fa fa-check"></i><b>6.1</b> File Formats</a></li>
+<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.2</b> Workshops &amp; Tutorials</a></li>
+<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.3</b> Software</a></li>
+<li class="chapter" data-level="6.4" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.4</b> Books</a></li>
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@@ -173,7 +174,7 @@ <h2><span class="header-section-number">1.2</span> File Formats<a href="introduc
 <h2><span class="header-section-number">1.3</span> Why?<a href="introduction.html#why" class="anchor-section" aria-label="Anchor link to header"></a></h2>
 <p>Why do we need to know about different spatial data models and data formats? Can’t our computers tell what the data is and handle it automatically?</p>
 <p>When we <strong>use</strong> spatial data, we need to know what model it uses so we can make good decisions about how to analyze it efficiently. Knowing the model and structure gives us intuition about how we can work with the data inside any given file.</p>
-<p>When we <strong>make</strong> spatial data, we need to choose a model and file format that will represent the real world with the highest degree of accuracy.</p>
+<p>When we <strong>make</strong> spatial data, we need to choose a model and file format that will represent the real world with the highest degree of accuracy for the intended use case.</p>
 </div>
 <div id="the-big-picture" class="section level2 hasAnchor" number="1.4">
 <h2><span class="header-section-number">1.4</span> The Big Picture<a href="introduction.html#the-big-picture" class="anchor-section" aria-label="Anchor link to header"></a></h2>

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-<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.1</b> Workshops &amp; Tutorials</a></li>
-<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.2</b> Software</a></li>
-<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.3</b> Books</a></li>
+<li class="chapter" data-level="6.1" data-path="additional-resources.html"><a href="additional-resources.html#file-formats-3"><i class="fa fa-check"></i><b>6.1</b> File Formats</a></li>
+<li class="chapter" data-level="6.2" data-path="additional-resources.html"><a href="additional-resources.html#workshops-tutorials"><i class="fa fa-check"></i><b>6.2</b> Workshops &amp; Tutorials</a></li>
+<li class="chapter" data-level="6.3" data-path="additional-resources.html"><a href="additional-resources.html#software"><i class="fa fa-check"></i><b>6.3</b> Software</a></li>
+<li class="chapter" data-level="6.4" data-path="additional-resources.html"><a href="additional-resources.html#books"><i class="fa fa-check"></i><b>6.4</b> Books</a></li>
 </ul></li>
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@@ -160,7 +161,7 @@ <h1>
 <h1><span class="header-section-number">5</span> Other data models<a href="other-data-models.html#other-data-models" class="anchor-section" aria-label="Anchor link to header"></a></h1>
 <div id="point-cloud-data" class="section level2 hasAnchor" number="5.1">
 <h2><span class="header-section-number">5.1</span> Point Cloud Data<a href="other-data-models.html#point-cloud-data" class="anchor-section" aria-label="Anchor link to header"></a></h2>
-<p>Point cloud data is a special instance of vector data. Points represent the elevation at which a lidar beam intersects with an object to produce a high volume of points that can be used to construct elevation models or 3D models.</p>
+<p>Point cloud data is a special instance of vector data. Points represent the height at which a lidar beam intersects with an object to produce a high volume of points that can be used to construct elevation models or 3D models. Point cloud points contain x, y, &amp; z data.</p>
 <p>The <a href="https://pdal.io/">PDAL library</a> (pronounced “pee-dahl” or “poodle”) is a common tool for working with and visualizing this kind of data.</p>
 </div>
 <div id="mesh-data" class="section level2 hasAnchor" number="5.2">