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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: dfeb1eb70e71c2e1336c42cfdb4813e9
+config: edc2f369b0bfb100606cc1211570d279
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/README.html b/README.html
@@ -617,7 +617,7 @@ <h3>Running on Your Own Machine<a class="headerlink" href="#running-on-your-own-
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 7 December 2023.
+          Last updated on 8 December 2023.
         </p>
       </div>
     </div>

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diff --git a/_sources/notebooks/comparison.ipynb b/_sources/notebooks/comparison.ipynb
@@ -198,7 +198,7 @@
     "\n",
     "<img src=\"images/logos/vapor.png\" width=250 alt=\"VAPOR Logo\"></img>\n",
     "\n",
-    "VAPOR stands for the Visualization and Analysis Platform for Ocean, Atmosphere, and Solar Researchers and is another project from NCAR. VAPOR provides an interactive 3D visualization environment. Learn more at the [VAPOR documentation](https://www.vapor.ucar.edu/) and the [VAPOR Pythia Cookbook](https://projectpythia.org/vapor-python-cookbook/README.html). VAPORrequires a GPU-enabled environment to run."
+    "VAPOR stands for the Visualization and Analysis Platform for Ocean, Atmosphere, and Solar Researchers and is another project from NCAR. VAPOR provides an interactive 3D visualization environment. Learn more at the [VAPOR documentation](https://www.vapor.ucar.edu/) and the [VAPOR Pythia Cookbook](https://projectpythia.org/vapor-python-cookbook/README.html). VAPOR requires a GPU-enabled environment to run."
    ]
   },
   {
@@ -305,7 +305,7 @@
     "\n",
     "<img src=\"images/logos/uxarray.png\" width=250 alt=\"UXarray Logo\"></img>\n",
     "\n",
-    "UXarray specializes in unstructured grids, built around [UGRID conventions](https://ugrid-conventions.github.io/ugrid-conventions/) and Xarray syntax. See the [UXarray documentation](https://uxarray.readthedocs.io/en/latest/)."
+    "UXarray specializes in unstructured grids, built around [UGRID conventions](https://ugrid-conventions.github.io/ugrid-conventions/) and Xarray syntax. See the [UXarray documentation](https://uxarray.readthedocs.io/en/latest/) and check out the the [UXarray Cookbook](https://projectpythia.org/unstructured-grid-viz-cookbook)."
    ]
   },
   {

diff --git a/genindex.html b/genindex.html
@@ -396,7 +396,7 @@ <h1 id="index">Index</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 7 December 2023.
+          Last updated on 8 December 2023.
         </p>
       </div>
     </div>

diff --git a/notebooks/animation.html b/notebooks/animation.html
diff --git a/notebooks/comparison.html b/notebooks/comparison.html
diff --git a/notebooks/good-viz.html b/notebooks/good-viz.html
@@ -521,7 +521,7 @@ <h2>Publication Ready Figures<a class="headerlink" href="#publication-ready-figu
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/4fee7c3e0c03a974153f769cc16eea9f3c061f7cb1965363e839abc2803f499d.png" src="../_images/4fee7c3e0c03a974153f769cc16eea9f3c061f7cb1965363e839abc2803f499d.png" />
+<img alt="../_images/17fc019c71486487287e9330a541564470dddfdc161a488a95cbcf90037583bd.png" src="../_images/17fc019c71486487287e9330a541564470dddfdc161a488a95cbcf90037583bd.png" />
 </div>
 </div>
 <p>Now let’s show some customization options:</p>
@@ -544,7 +544,7 @@ <h2>Publication Ready Figures<a class="headerlink" href="#publication-ready-figu
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/42f87756563b2a14cc19c2615d3043d403b1a62e7f45a0c96a0d5342c0181681.png" src="../_images/42f87756563b2a14cc19c2615d3043d403b1a62e7f45a0c96a0d5342c0181681.png" />
+<img alt="../_images/32ba876eb108bc105b1b49a3548bee05938c6f6f26e1c3f494d7278ee35d46f0.png" src="../_images/32ba876eb108bc105b1b49a3548bee05938c6f6f26e1c3f494d7278ee35d46f0.png" />
 </div>
 </div>
 <div class="section" id="matplotlib-global-parameters">
@@ -700,7 +700,8 @@ <h3>Matplotlib Global Parameters<a class="headerlink" href="#matplotlib-global-p
                            &#39;Charcoal&#39;,
                            &#39;Impact&#39;,
                            &#39;Western&#39;,
-                           &#39;xkcd script&#39;,
+                           &#39;Humor Sans&#39;,
+                           &#39;xkcd&#39;,
                            &#39;fantasy&#39;],
           &#39;font.monospace&#39;: [&#39;DejaVu Sans Mono&#39;,
                              &#39;Bitstream Vera Sans Mono&#39;,
@@ -809,10 +810,8 @@ <h3>Matplotlib Global Parameters<a class="headerlink" href="#matplotlib-global-p
           &#39;lines.scale_dashes&#39;: True,
           &#39;lines.solid_capstyle&#39;: &lt;CapStyle.projecting: &#39;projecting&#39;&gt;,
           &#39;lines.solid_joinstyle&#39;: &lt;JoinStyle.round: &#39;round&#39;&gt;,
-          &#39;macosx.window_mode&#39;: &#39;system&#39;,
           &#39;markers.fillstyle&#39;: &#39;full&#39;,
           &#39;mathtext.bf&#39;: &#39;sans:bold&#39;,
-          &#39;mathtext.bfit&#39;: &#39;sans:italic:bold&#39;,
           &#39;mathtext.cal&#39;: &#39;cursive&#39;,
           &#39;mathtext.default&#39;: &#39;it&#39;,
           &#39;mathtext.fallback&#39;: &#39;cm&#39;,
@@ -890,7 +889,6 @@ <h3>Matplotlib Global Parameters<a class="headerlink" href="#matplotlib-global-p
           &#39;xtick.major.top&#39;: True,
           &#39;xtick.major.width&#39;: 0.8,
           &#39;xtick.minor.bottom&#39;: True,
-          &#39;xtick.minor.ndivs&#39;: &#39;auto&#39;,
           &#39;xtick.minor.pad&#39;: 3.4,
           &#39;xtick.minor.size&#39;: 2.0,
           &#39;xtick.minor.top&#39;: True,
@@ -912,7 +910,6 @@ <h3>Matplotlib Global Parameters<a class="headerlink" href="#matplotlib-global-p
           &#39;ytick.major.size&#39;: 3.5,
           &#39;ytick.major.width&#39;: 0.8,
           &#39;ytick.minor.left&#39;: True,
-          &#39;ytick.minor.ndivs&#39;: &#39;auto&#39;,
           &#39;ytick.minor.pad&#39;: 3.4,
           &#39;ytick.minor.right&#39;: True,
           &#39;ytick.minor.size&#39;: 2.0,
@@ -952,7 +949,7 @@ <h3>Using GeoCAT-Viz<a class="headerlink" href="#using-geocat-viz" title="Permal
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/4fee7c3e0c03a974153f769cc16eea9f3c061f7cb1965363e839abc2803f499d.png" src="../_images/4fee7c3e0c03a974153f769cc16eea9f3c061f7cb1965363e839abc2803f499d.png" />
+<img alt="../_images/17fc019c71486487287e9330a541564470dddfdc161a488a95cbcf90037583bd.png" src="../_images/17fc019c71486487287e9330a541564470dddfdc161a488a95cbcf90037583bd.png" />
 </div>
 </div>
 </div>
@@ -1004,7 +1001,7 @@ <h2>Misleading Visualizations<a class="headerlink" href="#misleading-visualizati
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../_images/4599f415b04d1af5f7b2d190421e92233f4bb462bd5fd0e6457cb98106afa2cb.png" src="../_images/4599f415b04d1af5f7b2d190421e92233f4bb462bd5fd0e6457cb98106afa2cb.png" />
+<img alt="../_images/f8d704cbf0d48ea075db427f2abc2594166ddaec40802138164a9c0a595b2a9c.png" src="../_images/f8d704cbf0d48ea075db427f2abc2594166ddaec40802138164a9c0a595b2a9c.png" />
 </div>
 </div>
 <p>Other examples of data visualization manipulation include improper scaling, cherry picking a small non-representative subset of the data to display, displaying pie charts at a slant (pie charts are hard to interpet accurately as is), and unusing unexpected colormaps.</p>
@@ -1117,7 +1114,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 7 December 2023.
+          Last updated on 8 December 2023.
         </p>
       </div>
     </div>

diff --git a/notebooks/how-to-cite.html b/notebooks/how-to-cite.html
@@ -450,7 +450,7 @@ <h1>How to Cite This Cookbook<a class="headerlink" href="#how-to-cite-this-cookb
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 7 December 2023.
+          Last updated on 8 December 2023.
         </p>
       </div>
     </div>

diff --git a/notebooks/interactive-holoviz-mpas.html b/notebooks/interactive-holoviz-mpas.html
-Original file line number
+Diff line change
@@ Expand Up @@
               By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
-              Last updated on 7 December 2023.
+              Last updated on 8 December 2023.
             </p>
           </div>
         </div>
@@ Expand Down @@