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diff --git a/_preview/23/README.html b/_preview/23/README.html
@@ -493,9 +493,9 @@ <h2>Structure<a class="headerlink" href="#structure" title="Link to this heading
 and examples that can be realized using such UXarray functionality; Grid visualization, Data visualization,
 Geographic projections and features, to name a few. Also in this section, customization and interactivaity
 with UXarray plotting and considerations with high-resolution plotting are also provided.</p>
-<p><strong>4. Visualization Workflows</strong></p>
+<p><strong>4. Visualization Recipies</strong></p>
 <p>In this last chapter, we offer to the interested readers a set of focused workflows that can be realized
-with UXarray; MPAS analysis across resolutions, e3SM radiative feedback analysis, to name a few</p>
+with UXarray, including visualizations of MPAS and E3SM model output.</p>
 </section>
 <section id="running-the-notebooks">
 <h2>Running the Notebooks<a class="headerlink" href="#running-the-notebooks" title="Link to this heading"><i class="fas fa-link"></i></a></h2>

diff --git a/...23/_images/8ba2f1b85a6e9ffd32e9af6ce101c71ba170265cb45d508ef14085e531064786.png b/...23/_images/8ba2f1b85a6e9ffd32e9af6ce101c71ba170265cb45d508ef14085e531064786.png
diff --git a/...23/_images/b536663f8f6dbe31069af264a6b0233b2f5ef0614083a540e448e46ec09b2e11.png b/...23/_images/b536663f8f6dbe31069af264a6b0233b2f5ef0614083a540e448e46ec09b2e11.png
diff --git a/_preview/23/_sources/README.md b/_preview/23/_sources/README.md
@@ -72,10 +72,10 @@ and examples that can be realized using such UXarray functionality; Grid visuali
 Geographic projections and features, to name a few. Also in this section, customization and interactivaity
 with UXarray plotting and considerations with high-resolution plotting are also provided.
 
-**4. Visualization Workflows**
+**4. Visualization Recipies**
 
 In this last chapter, we offer to the interested readers a set of focused workflows that can be realized
-with UXarray; MPAS analysis across resolutions, e3SM radiative feedback analysis, to name a few
+with UXarray, including visualizations of MPAS and E3SM model output.
 
 ## Running the Notebooks
 

diff --git a/_preview/23/notebooks/01-foundations/unstructured-grids.html b/_preview/23/notebooks/01-foundations/unstructured-grids.html
@@ -566,7 +566,7 @@ <h4>Sample Xarray Code to Generate a Basic Structured Grid<a class="headerlink"
   warnings.warn(f&#39;Downloading: {url}&#39;, DownloadWarning)
 </pre></div>
 </div>
-<img alt="../../_images/8ba2f1b85a6e9ffd32e9af6ce101c71ba170265cb45d508ef14085e531064786.png" src="../../_images/8ba2f1b85a6e9ffd32e9af6ce101c71ba170265cb45d508ef14085e531064786.png" />
+<img alt="../../_images/b536663f8f6dbe31069af264a6b0233b2f5ef0614083a540e448e46ec09b2e11.png" src="../../_images/b536663f8f6dbe31069af264a6b0233b2f5ef0614083a540e448e46ec09b2e11.png" />
 </div>
 </div>
 </section>

diff --git a/_preview/23/notebooks/02-intro-to-uxarray/grid.html b/_preview/23/notebooks/02-intro-to-uxarray/grid.html
diff --git a/_preview/23/notebooks/02-intro-to-uxarray/selection.html b/_preview/23/notebooks/02-intro-to-uxarray/selection.html
diff --git a/_preview/23/notebooks/02-intro-to-uxarray/uxds-uxda.html b/_preview/23/notebooks/02-intro-to-uxarray/uxds-uxda.html
diff --git a/_preview/23/notebooks/03-plotting-with-uxarray/compare-xarray.html b/_preview/23/notebooks/03-plotting-with-uxarray/compare-xarray.html
diff --git a/_preview/23/notebooks/03-plotting-with-uxarray/customization.html b/_preview/23/notebooks/03-plotting-with-uxarray/customization.html
diff --git a/_preview/23/notebooks/03-plotting-with-uxarray/data-viz.html b/_preview/23/notebooks/03-plotting-with-uxarray/data-viz.html
diff --git a/_preview/23/notebooks/03-plotting-with-uxarray/geo.html b/_preview/23/notebooks/03-plotting-with-uxarray/geo.html
diff --git a/_preview/23/notebooks/03-plotting-with-uxarray/grid-viz.html b/_preview/23/notebooks/03-plotting-with-uxarray/grid-viz.html