deploy: 173510e

ProjectPythia · Sep 30, 2024 · 2b8a283 · 2b8a283
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diff --git a/_sources/foundations/conda.md b/_sources/foundations/conda.md
@@ -31,16 +31,17 @@ Package management is useful because you may want to update a package for one of
 
 ## Installing Conda
 
-We recommend you install Miniconda. You can do that by following the [instructions for your machine](https://docs.conda.io/en/latest/miniconda.html).
+We recommend you install Miniforge. You can do that by following the [instructions for your machine](https://github.com/conda-forge/miniforge).
 
-Miniconda only comes with the `conda` package management system; it is a pared-down version of the full Anaconda Python distribution.
+Miniforge uses the `conda` package management system and is based on Miniconda, which is a pared-down version of the full Anaconda Python distribution.
 
 [Installing Anaconda](https://docs.anaconda.com/anaconda/install/) takes longer and uses up more disk space, but provides you with more functionality, including Spyder (a Python-specific integrated development environment or IDE) and Jupyter, in addition to other immediately installed packages. Also, the interface of Anaconda is great if you are uncomfortable with the terminal.
 
-We recommend Miniconda for two reasons:
+We recommend Miniforge for these reasons:
 
 1. It's quicker and takes up less disk space.
 2. It encourages you to install only the packages you need in reproducible isolated environments for specific projects. This is generally a more robust way to work with open source tools.
+3. It uses `conda-forge` as the default channel for packages.
 
 Once you have `conda` via the Miniconda installer, the next step is to create an environment and install packages.
 

diff --git a/_sources/foundations/jupyter.md b/_sources/foundations/jupyter.md
@@ -24,7 +24,7 @@ You'd like to learn to run Python in a Jupyter session. Here we will cover:
 
 To run a Jupyter session, you will need to install some necessary packages into your Conda environment.
 
-Install `miniconda` by following the [instructions for your machine](https://docs.conda.io/en/latest/miniconda.html).
+Install `miniforge` by following the [instructions for your machine](https://github.com/conda-forge/miniforge).
 
 [Learn more about Conda here](conda.md)
 
@@ -41,11 +41,7 @@ $ conda activate pythia_foundations_env
 $ jupyter lab
 ```
 
-Or you can install the full [Anaconda](https://www.anaconda.com/products/distribution), and select **LAUNCH** under the Jupyter panel in the GUI.
-
-![Anaconda Navigator](../images/Anaconda.png)
-
-In both methods, a new window should open automatically in your default browser. You can change the browser when launching from the terminal with (for example):
+A new window should open automatically in your default browser. You can change the browser when launching from the terminal with (for example):
 
 ```
 jupyter lab —browser=chrome
@@ -121,4 +117,5 @@ Jupyter notebooks are a free, open-source, interactive tool running inside a web
 
 ## Resources and References
 
-- [Anaconda](https://www.anaconda.com/products/distribution)
+- [conda-forge](https://conda-forge.org)
+- [Miniforge Releases](https://conda-forge.org/miniforge/)
diff --git a/_sources/foundations/terminal.md b/_sources/foundations/terminal.md
@@ -21,7 +21,7 @@ You'd like to learn to run Python in the terminal. Here we will cover:
 
 ## Installing Python in the Terminal
 
-If you are running Python in the terminal, it is best to install Miniconda. You can do that by following the [instructions for your machine](https://docs.conda.io/en/latest/miniconda.html).
+If you are running Python in the terminal, it is best to install Miniforge. You can do that by following the [instructions for your machine](https://github.com/conda-forge/miniforge).
 
 [Learn more about Conda here](conda.md)
 

diff --git a/appendix/how-to-contribute.html b/appendix/how-to-contribute.html
@@ -81,7 +81,7 @@
     <link rel="prev" title="Dask Arrays with Xarray" href="../core/xarray/dask-arrays-xarray.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="15 August 2024"/>
+    <meta name="docbuild:last-update" content="30 September 2024"/>
   </head>
 
 
@@ -837,7 +837,7 @@ <h3>Keeping your dev environment up to date<a class="headerlink" href="#keeping-
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 15 August 2024.
+  Last updated on 30 September 2024.
   <br/>
 </p>
   </div>
@@ -966,7 +966,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 15 August 2024.
+          Last updated on 30 September 2024.
         </p>
       </div>
     </div>

diff --git a/appendix/template.html b/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="15 August 2024"/>
+    <meta name="docbuild:last-update" content="30 September 2024"/>
   </head>
 
 
@@ -618,8 +618,8 @@ <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-5357bf90-cf34-487d-89b9-305ac4f7c720">
-<span class="eqno">(1)<a class="headerlink" href="#equation-5357bf90-cf34-487d-89b9-305ac4f7c720" title="Permalink to this equation"><i class="fas fa-link"></i></a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-e7c92086-9848-4875-9a05-d535dfe2186c">
+<span class="eqno">(1)<a class="headerlink" href="#equation-e7c92086-9848-4875-9a05-d535dfe2186c" 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
@@ -1004,7 +1004,7 @@ <h2>Resources and references<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 15 August 2024.
+  Last updated on 30 September 2024.
   <br/>
 </p>
   </div>
@@ -1133,7 +1133,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 15 August 2024.
+          Last updated on 30 September 2024.
         </p>
       </div>
     </div>

diff --git a/core/cartopy.html b/core/cartopy.html
@@ -79,7 +79,7 @@
     <link rel="prev" title="Annotations, Colorbars, and Advanced Layouts" href="matplotlib/annotations-colorbars-layouts.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="15 August 2024"/>
+    <meta name="docbuild:last-update" content="30 September 2024"/>
   </head>
 
 
@@ -766,7 +766,7 @@ <h1>Cartopy<a class="headerlink" href="#cartopy" title="Link to this heading"><i
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 15 August 2024.
+  Last updated on 30 September 2024.
   <br/>
 </p>
   </div>
@@ -895,7 +895,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 15 August 2024.
+          Last updated on 30 September 2024.
         </p>
       </div>
     </div>

diff --git a/core/cartopy/cartopy.html b/core/cartopy/cartopy.html
@@ -79,7 +79,7 @@
     <link rel="prev" title="Cartopy" href="../cartopy.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="15 August 2024"/>
+    <meta name="docbuild:last-update" content="30 September 2024"/>
   </head>
 
 
@@ -566,7 +566,7 @@ <h3>Create a map with a specified projection<a class="headerlink" href="#create-
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/24dc3966f47ef85bebe7e7359974d777d1bf3e31d547da10ccd58b7c80ab44ac.png" src="../../_images/24dc3966f47ef85bebe7e7359974d777d1bf3e31d547da10ccd58b7c80ab44ac.png" />
+<img alt="../../_images/5d06d5a8666627cffe63c19c900f67053915273e02a19920056bc7c2727b406c.png" src="../../_images/5d06d5a8666627cffe63c19c900f67053915273e02a19920056bc7c2727b406c.png" />
 </div>
 </div>
 <p>Although the figure seems empty, it has, in fact, been georeferenced using a map projection; this projection is provided by Cartopy’s <code class="docutils literal notranslate"><span class="pre">crs</span></code> (coordinate reference system) class. We can now add in cartographic features, in the form of <em>shapefiles</em>, to our subplot. One such cartographic feature is coastlines, which can be added to our subplot using the callable <code class="docutils literal notranslate"><span class="pre">GeoAxes</span></code> method simply called <code class="docutils literal notranslate"><span class="pre">coastlines</span></code>.</p>
@@ -577,7 +577,7 @@ <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 0x7fb33d811110&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7fcde014ad90&gt;
 </pre></div>
 </div>
 </div>
@@ -593,7 +593,7 @@ <h3>Create a map with a specified projection<a class="headerlink" href="#create-
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/3040ad4fcb72563880a01bb087d5ea17057bf16328e38c8df69012227e707920.png" src="../../_images/3040ad4fcb72563880a01bb087d5ea17057bf16328e38c8df69012227e707920.png" />
+<img alt="../../_images/1621481e1316743fdb2fada8f525e50f0d2f000e9faeaad93c787074b7d527fe.png" src="../../_images/1621481e1316743fdb2fada8f525e50f0d2f000e9faeaad93c787074b7d527fe.png" />
 </div>
 </div>
 </section>
@@ -609,7 +609,7 @@ <h3>Add cartographic features to the map<a class="headerlink" href="#add-cartogr
 </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 0x7fb36c8a9bd0&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;cartopy.mpl.feature_artist.FeatureArtist at 0x7fcde04f1550&gt;
 </pre></div>
 </div>
 </div>
@@ -622,7 +622,7 @@ <h3>Add cartographic features to the map<a class="headerlink" href="#add-cartogr
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/6cc41549613f86dcadb9091b98f391e37cb164e9a05b1d9759e87a3b2a542479.png" src="../../_images/6cc41549613f86dcadb9091b98f391e37cb164e9a05b1d9759e87a3b2a542479.png" />
+<img alt="../../_images/b003f95e24ba3fe548154b944d59ca10fe55ca3268fa7cdb03f810ed28d8c47b.png" src="../../_images/b003f95e24ba3fe548154b944d59ca10fe55ca3268fa7cdb03f810ed28d8c47b.png" />
 </div>
 </div>
 </section>
@@ -649,7 +649,7 @@ <h3>Mollweide Projection (often used with global satellite mosaics)<a class="hea
 <div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Text(0.5, 1.0, &#39;Mollweide Projection&#39;)
 </pre></div>
 </div>
-<img alt="../../_images/5afb067029b718008bfe457be01e91572ecc929b0579a50681a09519fe5c2519.png" src="../../_images/5afb067029b718008bfe457be01e91572ecc929b0579a50681a09519fe5c2519.png" />
+<img alt="../../_images/c72bd77255e49f03100097915867dd41fccd3f7985de94749e3634d4e93e543c.png" src="../../_images/c72bd77255e49f03100097915867dd41fccd3f7985de94749e3634d4e93e543c.png" />
 </div>
 </div>
 <section id="add-in-the-cartographic-shapefiles">
@@ -664,7 +664,7 @@ <h4>Add in the cartographic shapefiles<a class="headerlink" href="#add-in-the-ca
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/0228bc969ae153310fe0680b3a922c52c634150a3b3ef406689f66a230dd131b.png" src="../../_images/0228bc969ae153310fe0680b3a922c52c634150a3b3ef406689f66a230dd131b.png" />
+<img alt="../../_images/b6cd778509a4058cc5e6e625639bffc0ce1b8dca728ec416c933b9f102182113.png" src="../../_images/b6cd778509a4058cc5e6e625639bffc0ce1b8dca728ec416c933b9f102182113.png" />
 </div>
 </div>
 </section>
@@ -679,7 +679,7 @@ <h4>Add a fancy background image to the map.<a class="headerlink" href="#add-a-f
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/2a3e0cd9dd15a5e1a924065f46f064747252135981f60d1c7d8b62f68f7e6356.png" src="../../_images/2a3e0cd9dd15a5e1a924065f46f064747252135981f60d1c7d8b62f68f7e6356.png" />
+<img alt="../../_images/15949103cd7b1817f15cb24282b5e7ad53adead32a4288040e011f095d0a8af0.png" src="../../_images/15949103cd7b1817f15cb24282b5e7ad53adead32a4288040e011f095d0a8af0.png" />
 </div>
 </div>
 </section>
@@ -699,7 +699,7 @@ <h3>Lambert Azimuthal Equal Area Projection<a class="headerlink" href="#lambert-
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/197747d56a97c5fe9c2c3c448a432acd14964b50fe63c42a6b764c3b99ae6691.png" src="../../_images/197747d56a97c5fe9c2c3c448a432acd14964b50fe63c42a6b764c3b99ae6691.png" />
+<img alt="../../_images/24800db06de8a7dcc9a75de23a9371535fdfb1122e7a8c16f93565437b25e4a5.png" src="../../_images/24800db06de8a7dcc9a75de23a9371535fdfb1122e7a8c16f93565437b25e4a5.png" />
 </div>
 </div>
 </section>
@@ -740,7 +740,7 @@ <h3>Cartopy’s <code class="docutils literal notranslate"><span class="pre">set
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/6d631283abf85a7bd7843df0c378441b0ef6f5248d1c903b9d21c04bf71c14b9.png" src="../../_images/6d631283abf85a7bd7843df0c378441b0ef6f5248d1c903b9d21c04bf71c14b9.png" />
+<img alt="../../_images/2c98d84af48f92db97c94cd1cdff4ae371bea6c96e75183d1e227ee48ed3f187.png" src="../../_images/2c98d84af48f92db97c94cd1cdff4ae371bea6c96e75183d1e227ee48ed3f187.png" />
 </div>
 </div>
 <div class="admonition alert alert-info">
@@ -765,7 +765,7 @@ <h3>Cartopy’s <code class="docutils literal notranslate"><span class="pre">set
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/f531f668484cb78218a705b5eb6de46d2cb0562d74915230b6a570947a22f8b5.png" src="../../_images/f531f668484cb78218a705b5eb6de46d2cb0562d74915230b6a570947a22f8b5.png" />
+<img alt="../../_images/1ac5a2a6e677b73a1b5ac03eedc2ae94478de7b89a11875889479aa87b5244e7.png" src="../../_images/1ac5a2a6e677b73a1b5ac03eedc2ae94478de7b89a11875889479aa87b5244e7.png" />
 </div>
 </div>
 <div class="cell docutils container">
@@ -786,7 +786,7 @@ <h3>Cartopy’s <code class="docutils literal notranslate"><span class="pre">set
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/500dcf469a04d61c5a89d7fed34078b4a8a87f2d907fc6340f44795841c46bff.png" src="../../_images/500dcf469a04d61c5a89d7fed34078b4a8a87f2d907fc6340f44795841c46bff.png" />
+<img alt="../../_images/3e660d99ef96c4201397be0fdc7e4140c062267d100c240ded850b226cd93592.png" src="../../_images/3e660d99ef96c4201397be0fdc7e4140c062267d100c240ded850b226cd93592.png" />
 </div>
 </div>
 <div class="admonition alert alert-info">
@@ -835,7 +835,7 @@ <h3>Add some predefined features<a class="headerlink" href="#add-some-predefined
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/d25da8cda6a138986a4e0e3d8465bda571e722c26879fef08f25ef0f889a57d3.png" src="../../_images/d25da8cda6a138986a4e0e3d8465bda571e722c26879fef08f25ef0f889a57d3.png" />
+<img alt="../../_images/c10dd96ecc448b2618278baca1045005c643704e72bb64469462f4107c2e0a6a.png" src="../../_images/c10dd96ecc448b2618278baca1045005c643704e72bb64469462f4107c2e0a6a.png" />
 </div>
 </div>
 <div class="admonition alert alert-info">
@@ -896,7 +896,7 @@ <h3>Use lower-resolution shapefiles from Natural Earth<a class="headerlink" href
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/c57d37df0c50a8f1c01c18940620605ce3ebecaec95f2cd13ec1a09235b0f188.png" src="../../_images/c57d37df0c50a8f1c01c18940620605ce3ebecaec95f2cd13ec1a09235b0f188.png" />
+<img alt="../../_images/4c81573aeb59fd0b1a86f96e66483c8b6e2b6ddc1438c61423f9071087a4bd48.png" src="../../_images/4c81573aeb59fd0b1a86f96e66483c8b6e2b6ddc1438c61423f9071087a4bd48.png" />
 </div>
 </div>
 </section>
@@ -945,7 +945,7 @@ <h3>A figure with two different regional maps<a class="headerlink" href="#a-figu
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/561452c447c68dabbfe1576f33ce59f5a9697424dd0deffab4c07e43868f8f86.png" src="../../_images/561452c447c68dabbfe1576f33ce59f5a9697424dd0deffab4c07e43868f8f86.png" />
+<img alt="../../_images/3ba5ff882ef4e074cb81b31c36c80db3ea1b1b0dd2e9f92acf7f4ac58027e485.png" src="../../_images/3ba5ff882ef4e074cb81b31c36c80db3ea1b1b0dd2e9f92acf7f4ac58027e485.png" />
 </div>
 </div>
 </section>
@@ -963,7 +963,7 @@ <h2>An example of plotting data<a class="headerlink" href="#an-example-of-plotti
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/4c9bb1f86453f3b084e036de668827f066294c388c54b4f8d52abfb0ca0466fa.png" src="../../_images/4c9bb1f86453f3b084e036de668827f066294c388c54b4f8d52abfb0ca0466fa.png" />
+<img alt="../../_images/1304aa2cbc2585e197a5e0d905e417dba3a73dfcd2d99d5934af5beeca5672c8.png" src="../../_images/1304aa2cbc2585e197a5e0d905e417dba3a73dfcd2d99d5934af5beeca5672c8.png" />
 </div>
 </div>
 <p>Plotting data on a Cartesian grid is equivalent to plotting data in the PlateCarree projection, where meridians and parallels are all straight lines with constant spacing. As a result of this simplicity, the global datasets we use often begin in the PlateCarree projection.</p>
@@ -979,7 +979,7 @@ <h2>An example of plotting data<a class="headerlink" href="#an-example-of-plotti
 </div>
 </div>
 <div class="cell_output docutils container">
-<img alt="../../_images/31fca1d7dad1c227096e2c74ed10c87ee233933b3ce27174431b645f596dc1f6.png" src="../../_images/31fca1d7dad1c227096e2c74ed10c87ee233933b3ce27174431b645f596dc1f6.png" />
+<img alt="../../_images/67f678c142b887283c9fbfa68d91d084ed9ff05b494568aa2f30d90562b31865.png" src="../../_images/67f678c142b887283c9fbfa68d91d084ed9ff05b494568aa2f30d90562b31865.png" />
 </div>
 </div>
 </section>
@@ -1346,7 +1346,7 @@ <h2>Resources and References<a class="headerlink" href="#resources-and-reference
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 15 August 2024.
+  Last updated on 30 September 2024.
   <br/>
 </p>
   </div>
@@ -1475,7 +1475,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 15 August 2024.
+          Last updated on 30 September 2024.
         </p>
       </div>
     </div>

diff --git a/core/data-formats.html b/core/data-formats.html
@@ -79,7 +79,7 @@
     <link rel="prev" title="Introduction to Pandas" href="pandas/pandas.html" />
   <meta name="viewport" content="width=device-width, initial-scale=1"/>
   <meta name="docsearch:language" content="en"/>
-    <meta name="docbuild:last-update" content="15 August 2024"/>
+    <meta name="docbuild:last-update" content="30 September 2024"/>
   </head>
 
 
@@ -758,7 +758,7 @@ <h1>Data Formats<a class="headerlink" href="#data-formats" title="Link to this h
 
   <div class="footer-item">
     <p class="last-updated">
-  Last updated on 15 August 2024.
+  Last updated on 30 September 2024.
   <br/>
 </p>
   </div>
@@ -887,7 +887,7 @@ <h1>Contribute</h1>
 
           By the <a href="https://projectpythia.org/">Project Pythia</a> Community.
 
-          Last updated on 15 August 2024.
+          Last updated on 30 September 2024.
         </p>
       </div>
     </div>