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diff --git a/_preview/1/README.html b/_preview/1/README.html
@@ -80,7 +80,7 @@
     <link rel="next" title="How to Cite This Cookbook" href="notebooks/how-to-cite.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="2 October 2024"/>
+    <meta name="docbuild:last-update" content="8 October 2024"/>
   </head>
 
 
@@ -853,7 +853,7 @@ <h3>Running on Your Own Machine<a class="headerlink" href="#running-on-your-own-
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 2 October 2024.
+  Last updated on 8 October 2024.
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@@ -907,7 +907,7 @@ <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 2 October 2024.
+          Last updated on 8 October 2024.
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diff --git a/.../1/_images/493cb2d849699437784a317a9d39cf215925740593f7b33c0b2dc0fbe2117cf9.png b/.../1/_images/493cb2d849699437784a317a9d39cf215925740593f7b33c0b2dc0fbe2117cf9.png
diff --git a/.../1/_images/fd9d865ed3b9037c3c59f0013640c91943adba6be65e525d6c1dbc4a71bcc11a.png b/.../1/_images/fd9d865ed3b9037c3c59f0013640c91943adba6be65e525d6c1dbc4a71bcc11a.png
diff --git a/.../1/_images/ff0d5e416f1421f4bb4d07094e14fc2ee41e92c7989fb0525658cc8bc7872106.png b/.../1/_images/ff0d5e416f1421f4bb4d07094e14fc2ee41e92c7989fb0525658cc8bc7872106.png
diff --git a/_preview/1/_sources/notebooks/tutorials/arc_path.ipynb b/_preview/1/_sources/notebooks/tutorials/arc_path.ipynb
diff --git a/_preview/1/genindex.html b/_preview/1/genindex.html
@@ -76,7 +76,7 @@
     <link rel="search" title="Search" href="search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="2 October 2024"/>
+    <meta name="docbuild:last-update" content="8 October 2024"/>
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@@ -570,7 +570,7 @@ <h1 id="index">Index</h1>
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 2 October 2024.
+  Last updated on 8 October 2024.
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@@ -624,7 +624,7 @@ <h1 id="index">Index</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 2 October 2024.
+          Last updated on 8 October 2024.
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diff --git a/_preview/1/notebooks/foundations/coordinates.html b/_preview/1/notebooks/foundations/coordinates.html
@@ -81,7 +81,7 @@
     <link rel="prev" title="Great Circle Terminology" href="terminology.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-    <meta name="docbuild:last-update" content="2 October 2024"/>
+    <meta name="docbuild:last-update" content="8 October 2024"/>
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@@ -1148,7 +1148,9 @@ <h3>World Map<a class="headerlink" href="#world-map" title="Link to this heading
 </div>
 <div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/110m_cultural/ne_110m_admin_0_boundary_lines_land.zip
   warnings.warn(f&#39;Downloading: {url}&#39;, DownloadWarning)
-/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/110m_cultural/ne_110m_admin_1_states_provinces_lakes.zip
+</pre></div>
+</div>
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages/cartopy/io/__init__.py:241: DownloadWarning: Downloading: https://naturalearth.s3.amazonaws.com/110m_cultural/ne_110m_admin_1_states_provinces_lakes.zip
   warnings.warn(f&#39;Downloading: {url}&#39;, DownloadWarning)
 </pre></div>
 </div>
@@ -1555,7 +1557,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 2 October 2024.
+  Last updated on 8 October 2024.
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@@ -1609,7 +1611,7 @@ <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 2 October 2024.
+          Last updated on 8 October 2024.
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diff --git a/_preview/1/notebooks/foundations/terminology.html b/_preview/1/notebooks/foundations/terminology.html
@@ -81,7 +81,7 @@
     <link rel="prev" title="How to Cite This Cookbook" href="../how-to-cite.html" />
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+    <meta name="docbuild:last-update" content="8 October 2024"/>
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@@ -923,7 +923,7 @@ <h3>What’s next?<a class="headerlink" href="#whats-next" title="Link to this h
 
   <div class="footer-item">
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@@ -977,7 +977,7 @@ <h3>What’s next?<a class="headerlink" href="#whats-next" title="Link to this h
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 2 October 2024.
+          Last updated on 8 October 2024.
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diff --git a/_preview/1/notebooks/how-to-cite.html b/_preview/1/notebooks/how-to-cite.html
@@ -79,7 +79,7 @@
     <link rel="prev" title="Great Circle Cookbook" href="../README.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-    <meta name="docbuild:last-update" content="2 October 2024"/>
+    <meta name="docbuild:last-update" content="8 October 2024"/>
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@@ -673,7 +673,7 @@ <h1>How to Cite This Cookbook<a class="headerlink" href="#how-to-cite-this-cookb
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 2 October 2024.
+  Last updated on 8 October 2024.
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@@ -727,7 +727,7 @@ <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 2 October 2024.
+          Last updated on 8 October 2024.
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diff --git a/_preview/1/notebooks/notebook-template.html b/_preview/1/notebooks/notebook-template.html
@@ -79,7 +79,7 @@
     <link rel="search" title="Search" href="../search.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="2 October 2024"/>
+    <meta name="docbuild:last-update" content="8 October 2024"/>
   </head>
 
 
@@ -529,8 +529,8 @@ <h5>of further and further<a class="headerlink" href="#of-further-and-further" t
 <section id="header-levels">
 <h6>header levels<a class="headerlink" href="#header-levels" title="Link to this heading"><i class="fas fa-link"></i></a></h6>
 <p>as well <span class="math notranslate nohighlight">\(m = a * t / h\)</span> text! Similarly, you have access to other <span class="math notranslate nohighlight">\(\LaTeX\)</span> equation <a class="reference external" href="https://jupyter-notebook.readthedocs.io/en/stable/examples/Notebook/Typesetting%20Equations.html"><strong>functionality</strong></a> via MathJax (demo below from link),</p>
-<div class="amsmath math notranslate nohighlight" id="equation-49c8f4c6-cebd-434e-a93e-4906e55cc186">
-<span class="eqno">()<a class="headerlink" href="#equation-49c8f4c6-cebd-434e-a93e-4906e55cc186" title="Permalink to this equation"><i class="fas fa-link"></i></a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-d1034ff1-c739-4945-a4aa-7f95438a869c">
+<span class="eqno">()<a class="headerlink" href="#equation-d1034ff1-c739-4945-a4aa-7f95438a869c" title="Permalink to this equation"><i class="fas fa-link"></i></a></span>\[\begin{align}
 \dot{x} &amp; = \sigma(y-x) \\
 \dot{y} &amp; = \rho x - y - xz \\
 \dot{z} &amp; = -\beta z + xy
@@ -902,7 +902,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 2 October 2024.
+  Last updated on 8 October 2024.
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@@ -956,7 +956,7 @@ <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 2 October 2024.
+          Last updated on 8 October 2024.
         </p>
       </div>
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diff --git a/_preview/1/notebooks/tutorials/angles.html b/_preview/1/notebooks/tutorials/angles.html
@@ -79,7 +79,7 @@
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+    <meta name="docbuild:last-update" content="8 October 2024"/>
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@@ -1409,7 +1409,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 2 October 2024.
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@@ -1463,7 +1463,7 @@ <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 2 October 2024.
+          Last updated on 8 October 2024.
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diff --git a/_preview/1/notebooks/tutorials/arc_path.html b/_preview/1/notebooks/tutorials/arc_path.html
@@ -81,7 +81,7 @@
     <link rel="prev" title="Coordinate Types" href="../foundations/coordinates.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="2 October 2024"/>
+    <meta name="docbuild:last-update" content="8 October 2024"/>
   </head>
 
 
@@ -1526,38 +1526,65 @@ <h2>Antipodal<a class="headerlink" href="#antipodal" title="Link to this heading
 </div>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
-<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">antipodal</span><span class="p">(</span><span class="s2">&quot;boulder&quot;</span><span class="p">)</span>
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span> <span class="nf">plot_antipodal</span><span class="p">(</span><span class="n">start_point</span><span class="o">=</span><span class="kc">None</span><span class="p">):</span>
+    <span class="c1"># Set up world map plot</span>
+    <span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">15</span><span class="p">,</span> <span class="mi">10</span><span class="p">))</span>
+    <span class="n">projection_map</span> <span class="o">=</span> <span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()</span>
+    <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">axes</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection_map</span><span class="p">)</span>
+    <span class="n">lon_west</span><span class="p">,</span> <span class="n">lon_east</span><span class="p">,</span> <span class="n">lat_south</span><span class="p">,</span> <span class="n">lat_north</span> <span class="o">=</span> <span class="o">-</span><span class="mi">180</span><span class="p">,</span> <span class="mi">180</span><span class="p">,</span> <span class="o">-</span><span class="mi">90</span><span class="p">,</span> <span class="mi">90</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">([</span><span class="n">lon_west</span><span class="p">,</span> <span class="n">lon_east</span><span class="p">,</span> <span class="n">lat_south</span><span class="p">,</span> <span class="n">lat_north</span><span class="p">],</span> <span class="n">crs</span><span class="o">=</span><span class="n">projection_map</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">color</span><span class="o">=</span><span class="s2">&quot;black&quot;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">BORDERS</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s1">&#39;grey&#39;</span><span class="p">)</span>
+    <span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">cfeature</span><span class="o">.</span><span class="n">STATES</span><span class="p">,</span> <span class="n">edgecolor</span><span class="o">=</span><span class="s2">&quot;grey&quot;</span><span class="p">)</span>
+
+    <span class="c1"># Plot Start point</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">location_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[[</span><span class="n">start_point</span><span class="p">]][</span><span class="s2">&quot;longitude&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
+                <span class="n">location_df</span><span class="o">.</span><span class="n">loc</span><span class="p">[[</span><span class="n">start_point</span><span class="p">]][</span><span class="s2">&quot;latitude&quot;</span><span class="p">]</span><span class="o">.</span><span class="n">iloc</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span>
+                <span class="n">s</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s2">&quot;cornflowerblue&quot;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="n">start_point</span><span class="o">.</span><span class="n">title</span><span class="p">())</span>
+
+    <span class="c1"># Plot Antipodal Point</span>
+    <span class="n">antipodal_point</span> <span class="o">=</span> <span class="n">antipodal</span><span class="p">(</span><span class="n">start_point</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">scatter</span><span class="p">(</span><span class="n">antipodal_point</span><span class="p">[</span><span class="mi">1</span><span class="p">],</span> <span class="n">antipodal_point</span><span class="p">[</span><span class="mi">0</span><span class="p">],</span> <span class="n">s</span><span class="o">=</span><span class="mi">100</span><span class="p">,</span> <span class="n">c</span><span class="o">=</span><span class="s2">&quot;red&quot;</span><span class="p">,</span> <span class="n">label</span><span class="o">=</span><span class="s2">&quot;Antipodal&quot;</span><span class="p">)</span>
+
+    <span class="c1"># Setup Axis Limits and Title/Labels</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span><span class="sa">f</span><span class="s2">&quot;</span><span class="si">{</span><span class="n">start_point</span><span class="o">.</span><span class="n">title</span><span class="p">()</span><span class="si">}</span><span class="s2"> and Antipodal Point </span><span class="si">{</span><span class="n">antipodal_point</span><span class="si">}</span><span class="s2">&quot;</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">legend</span><span class="p">(</span><span class="n">loc</span><span class="o">=</span><span class="s2">&quot;lower right&quot;</span><span class="p">)</span>
+    <span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
 </pre></div>
 </div>
 </div>
-<div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(np.float64(-40.015), np.float64(74.7295))
+</div>
+<div class="cell docutils container">
+<div class="cell_input docutils container">
+<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">antipodal</span><span class="p">(</span><span class="s2">&quot;boulder&quot;</span><span class="p">)</span>
+<span class="n">plot_antipodal</span><span class="p">(</span><span class="s2">&quot;boulder&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
+<div class="cell_output docutils container">
+<img alt="../../_images/fd9d865ed3b9037c3c59f0013640c91943adba6be65e525d6c1dbc4a71bcc11a.png" src="../../_images/fd9d865ed3b9037c3c59f0013640c91943adba6be65e525d6c1dbc4a71bcc11a.png" />
+</div>
 </div>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">antipodal</span><span class="p">(</span><span class="s2">&quot;svalbard&quot;</span><span class="p">)</span>
+<span class="n">plot_antipodal</span><span class="p">(</span><span class="s2">&quot;svalbard&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(np.float64(-77.875), np.float64(-159.0248))
-</pre></div>
-</div>
+<img alt="../../_images/493cb2d849699437784a317a9d39cf215925740593f7b33c0b2dc0fbe2117cf9.png" src="../../_images/493cb2d849699437784a317a9d39cf215925740593f7b33c0b2dc0fbe2117cf9.png" />
 </div>
 </div>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">antipodal</span><span class="p">(</span><span class="s2">&quot;cairo&quot;</span><span class="p">)</span>
+<span class="n">plot_antipodal</span><span class="p">(</span><span class="s2">&quot;cairo&quot;</span><span class="p">)</span>
 </pre></div>
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>(np.float64(-30.0444), np.float64(-148.7643))
-</pre></div>
-</div>
+<img alt="../../_images/ff0d5e416f1421f4bb4d07094e14fc2ee41e92c7989fb0525658cc8bc7872106.png" src="../../_images/ff0d5e416f1421f4bb4d07094e14fc2ee41e92c7989fb0525658cc8bc7872106.png" />
 </div>
 </div>
 </section>
@@ -1918,7 +1945,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 2 October 2024.
+  Last updated on 8 October 2024.
   <br/>
 </p>
   </div>
@@ -1972,7 +1999,7 @@ <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 2 October 2024.
+          Last updated on 8 October 2024.
         </p>
       </div>
     </div>

diff --git a/_preview/1/notebooks/tutorials/arc_to_point.html b/_preview/1/notebooks/tutorials/arc_to_point.html
@@ -81,7 +81,7 @@
     <link rel="prev" title="Great Circle Arcs and Path" href="arc_path.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="2 October 2024"/>
+    <meta name="docbuild:last-update" content="8 October 2024"/>
   </head>
 
 
@@ -1324,7 +1324,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 2 October 2024.
+  Last updated on 8 October 2024.
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@@ -1378,7 +1378,7 @@ <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 2 October 2024.
+          Last updated on 8 October 2024.
         </p>
       </div>
     </div>