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diff --git a/_preview/465/_sources/core/numpy/numpy-basics.ipynb b/_preview/465/_sources/core/numpy/numpy-basics.ipynb
@@ -700,7 +700,7 @@
    "source": [
     "### Slices\n",
     "\n",
-    "Slicing syntax is written as `array[start:stop:step]'. Note that **all numbers are optional**. Importantly, the **step** parameter is optional and can be omitted, in which case the slice uses a default step of 1.\n",
+    "Slicing syntax is written as `array[start:stop:step]`. Note that **all numbers are optional**. Importantly, the **step** parameter is optional and can be omitted, in which case the slice uses a default step of 1.\n",
     "- defaults: \n",
     "  - start = 0\n",
     "  - stop = len(dim)\n",

diff --git a/_preview/465/appendix/how-to-contribute.html b/_preview/465/appendix/how-to-contribute.html
@@ -81,7 +81,7 @@
     <link rel="prev" title="Dask Arrays with Xarray" href="../core/xarray/dask-arrays-xarray.html" />
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-    <meta name="docbuild:last-update" content="28 April 2024"/>
+    <meta name="docbuild:last-update" content="8 May 2024"/>
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@@ -832,7 +832,7 @@ <h3>Keeping your dev environment up to date<a class="headerlink" href="#keeping-
 
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@@ -961,7 +961,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
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diff --git a/_preview/465/appendix/template.html b/_preview/465/appendix/template.html
@@ -80,7 +80,7 @@
     <link rel="prev" title="Pythia Foundations Contributor’s Guide" href="how-to-contribute.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="28 April 2024"/>
+    <meta name="docbuild:last-update" content="8 May 2024"/>
   </head>
 
 
@@ -612,8 +612,8 @@ <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>Each section in your notebook can also contain <span class="math notranslate nohighlight">\(\LaTeX\)</span> equations, enabled through MathJax. In the following example, we illustrate some sample MathJax equations. (Rendering instructions, as well as detailed information about MathJax, can be found in <a class="reference external" href="https://jupyter-notebook.readthedocs.io/en/stable/examples/Notebook/Typesetting%20Equations.html">this documentation</a>.)</p>
-<div class="amsmath math notranslate nohighlight" id="equation-c3ae866f-926c-4821-91cd-0e4d2ec236f1">
-<span class="eqno">(1)<a class="headerlink" href="#equation-c3ae866f-926c-4821-91cd-0e4d2ec236f1" title="Permalink to this equation"><i class="fas fa-link"></i></a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-02d73801-527d-4a40-a045-57533d074737">
+<span class="eqno">(1)<a class="headerlink" href="#equation-02d73801-527d-4a40-a045-57533d074737" 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
@@ -998,7 +998,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
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@@ -1127,7 +1127,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
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diff --git a/_preview/465/core/cartopy.html b/_preview/465/core/cartopy.html
@@ -79,7 +79,7 @@
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-    <meta name="docbuild:last-update" content="28 April 2024"/>
+    <meta name="docbuild:last-update" content="8 May 2024"/>
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@@ -763,7 +763,7 @@ <h1>Cartopy<a class="headerlink" href="#cartopy" title="Link to this heading"><i
 
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@@ -892,7 +892,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
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diff --git a/_preview/465/core/cartopy/cartopy.html b/_preview/465/core/cartopy/cartopy.html
@@ -79,7 +79,7 @@
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-    <meta name="docbuild:last-update" content="28 April 2024"/>
+    <meta name="docbuild:last-update" content="8 May 2024"/>
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@@ -571,7 +571,7 @@ <h3>Create a map with a specified projection<a class="headerlink" href="#create-
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7f6e4c370410&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7fe1488889b0&gt;
 </pre></div>
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@@ -603,7 +603,7 @@ <h3>Add cartographic features to the map<a class="headerlink" href="#add-cartogr
 </div>
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7f6e2db15820&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7fe170915a60&gt;
 </pre></div>
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 </div>
@@ -1340,7 +1340,7 @@ <h2>Resources and References<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
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@@ -1469,7 +1469,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
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diff --git a/_preview/465/core/data-formats.html b/_preview/465/core/data-formats.html
@@ -79,7 +79,7 @@
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+    <meta name="docbuild:last-update" content="8 May 2024"/>
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@@ -755,7 +755,7 @@ <h1>Data Formats<a class="headerlink" href="#data-formats" title="Link to this h
 
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@@ -884,7 +884,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
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diff --git a/_preview/465/core/data-formats/netcdf-cf.html b/_preview/465/core/data-formats/netcdf-cf.html
@@ -79,7 +79,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="28 April 2024"/>
+    <meta name="docbuild:last-update" content="8 May 2024"/>
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@@ -564,7 +564,7 @@ <h2>Gridded Data<a class="headerlink" href="#gridded-data" title="Link to this h
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2535/2342439358.py:1: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2515/2342439358.py:1: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
   start = datetime.utcnow().replace(hour=22, minute=0, second=0, microsecond=0)
 </pre></div>
 </div>
@@ -610,7 +610,7 @@ <h3>Creating the file and dimensions<a class="headerlink" href="#creating-the-fi
 </div>
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-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2535/2008125275.py:5: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2515/2008125275.py:5: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
   nc.history = str(datetime.utcnow()) + &#39; Python&#39;
 </pre></div>
 </div>
@@ -651,7 +651,7 @@ <h3>Creating the file and dimensions<a class="headerlink" href="#creating-the-fi
     title: Forecast model run
     institution: Unidata
     source: WRF-1.5
-    history: 2024-04-28 14:04:19.063273 Python
+    history: 2024-05-08 06:06:10.589570 Python
     references: 
     comment: 
     dimensions(sizes): forecast_time(0), x(101), y(67), pressure(7)
@@ -1564,7 +1564,7 @@ <h2>Resources and References<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
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@@ -1693,7 +1693,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
         </p>
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diff --git a/_preview/465/core/datetime.html b/_preview/465/core/datetime.html
@@ -81,7 +81,7 @@
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   <meta name="viewport" content="width=device-width, initial-scale=1"/>
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-    <meta name="docbuild:last-update" content="28 April 2024"/>
+    <meta name="docbuild:last-update" content="8 May 2024"/>
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@@ -763,7 +763,7 @@ <h1>Datetime<a class="headerlink" href="#datetime" title="Link to this heading">
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 28 April 2024.
+  Last updated on 8 May 2024.
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@@ -892,7 +892,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
         </p>
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diff --git a/_preview/465/core/datetime/datetime.html b/_preview/465/core/datetime/datetime.html
@@ -81,7 +81,7 @@
     <link rel="prev" title="Datetime" href="../datetime.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="28 April 2024"/>
+    <meta name="docbuild:last-update" content="8 May 2024"/>
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@@ -593,7 +593,7 @@ <h3>Some core terminology<a class="headerlink" href="#some-core-terminology" tit
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1714313060.0857208
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>1715148371.5298655
 </pre></div>
 </div>
 </div>
@@ -614,7 +614,7 @@ <h3><code class="docutils literal notranslate"><span class="pre">time</span></co
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-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>The benchmark took 1.000241756439209 seconds
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>The benchmark took 1.0002434253692627 seconds
 </pre></div>
 </div>
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@@ -743,7 +743,7 @@ <h4>See how many days have elapsed since the strike:<a class="headerlink" href="
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-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>6149
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>6159
 </pre></div>
 </div>
 </div>
@@ -815,8 +815,8 @@ <h3>Time Zone Naive Versus Time Zone Aware <code class="docutils literal notrans
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-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>I am time zone naive 2024-04-28 14:04:21.123333.
-I am time zone aware 2024-04-28 14:04:21.123359+00:00.
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>I am time zone naive 2024-05-08 06:06:12.566725.
+I am time zone aware 2024-05-08 06:06:12.566752+00:00.
 </pre></div>
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@@ -839,8 +839,8 @@ <h3>Full time zone support with the <code class="docutils literal notranslate"><
 </div>
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-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>I am time zone naive: 2024-04-28 14:04:21.127492.
-I am time zone aware: 2024-04-28 08:04:21.137918-06:00.
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>I am time zone naive: 2024-05-08 06:06:12.570974.
+I am time zone aware: 2024-05-08 00:06:12.581615-06:00.
 </pre></div>
 </div>
 </div>
@@ -862,11 +862,11 @@ <h3>Print Time with a Different Time Zone<a class="headerlink" href="#print-time
 </div>
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 <div class="cell_output docutils container">
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>The UTC time is April 28, 2024, 2:04PM.
-The &#39;US/Mountain&#39; time is April 28, 2024, 8:04AM.
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>The UTC time is May 08, 2024, 6:06AM.
+The &#39;US/Mountain&#39; time is May 08, 2024, 12:06AM.
 </pre></div>
 </div>
-<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2556/3080495102.py:1: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
+<div class="output stderr highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>/tmp/ipykernel_2539/3080495102.py:1: DeprecationWarning: datetime.datetime.utcnow() is deprecated and scheduled for removal in a future version. Use timezone-aware objects to represent datetimes in UTC: datetime.datetime.now(datetime.UTC).
   utc = dt.datetime.utcnow().replace(tzinfo=pytz.utc)
 </pre></div>
 </div>
@@ -1243,7 +1243,7 @@ <h2>Resources and References<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
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@@ -1372,7 +1372,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
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diff --git a/_preview/465/core/matplotlib.html b/_preview/465/core/matplotlib.html
@@ -81,7 +81,7 @@
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+    <meta name="docbuild:last-update" content="8 May 2024"/>
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@@ -795,7 +795,7 @@ <h2>In this section<a class="headerlink" href="#in-this-section" title="Link to
 
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@@ -924,7 +924,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 28 April 2024.
+          Last updated on 8 May 2024.
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