Update documentation

Author: spatialthoughts

_sources/notebooks/xarray_embeddings_similarity_search.ipynb

@@ -39,17 +39,12 @@
         "* AlphaEarth Foundations (AEF) Satellite Embeddings : The AlphaEarth Foundations Satellite Embedding dataset is produced by Google and Google DeepMind. Accessed from [Source Cooperative](https://source.coop/tge-labs/aef).\n",
         "* County boundary data: US Census Bureau, 2021 Cartographic Boundary Files.\n",
         "\n",
+        "**Running the Notebook**:\n",
+        "The preferred way to run this notebook is on Google Colab.\n",
+        "<a href='https://colab.research.google.com/github/spatialthoughts/geopython-tutorials/blob/main/notebooks/xarray_embeddings_similarity_search.ipynb' target='_parent'><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
         "\n",
-        "**Watch Video Walkthrough** <a href='https://www.youtube.com/watch?v=8lRjPwFGs6Y' target='_blank'><img src='https://github.com/spatialthoughts/geopython-tutorials/blob/main/images/yt_logo.png?raw=1'></a>"
-      ]
-    },
-    {
-      "cell_type": "markdown",
-      "metadata": {
-        "id": "069649d2"
-      },
-      "source": [
-        "> The preferred way to run each tutorial is using Google Colab. Click the icon <img src='https://github.com/spatialthoughts/geopython-tutorials/blob/main/notebooks/images/fa-rocket.svg?raw=1' height=15> located at the top to open it on Colab."
+        "\n",
+        "**Watch Video Walkthrough**: Watch a detailed explanation of the workflow. <a href='https://www.youtube.com/watch?v=8lRjPwFGs6Y' target='_blank'><img src='https://github.com/spatialthoughts/geopython-tutorials/blob/main/images/yt_logo.png?raw=1'></a>"
       ]
     },
     {

notebooks/xarray_embeddings_similarity_search.html

@@ -520,10 +520,10 @@ <h2>Overview of the Task<a class="headerlink" href="#overview-of-the-task" title
 <li><p>AlphaEarth Foundations (AEF) Satellite Embeddings : The AlphaEarth Foundations Satellite Embedding dataset is produced by Google and Google DeepMind. Accessed from <a class="reference external" href="https://source.coop/tge-labs/aef">Source Cooperative</a>.</p></li>
 <li><p>County boundary data: US Census Bureau, 2021 Cartographic Boundary Files.</p></li>
 </ul>
-<p><strong>Watch Video Walkthrough</strong> <a href='https://www.youtube.com/watch?v=8lRjPwFGs6Y' target='_blank'><img alt="https://github.com/spatialthoughts/geopython-tutorials/blob/main/images/yt_logo.png?raw=1" src="https://github.com/spatialthoughts/geopython-tutorials/blob/main/images/yt_logo.png?raw=1" /></a></p>
-<blockquote>
-<div><p>The preferred way to run each tutorial is using Google Colab. Click the icon <a class="reference internal" href="https://github.com/spatialthoughts/geopython-tutorials/blob/main/notebooks/images/fa-rocket.svg?raw=1"><img alt="https://github.com/spatialthoughts/geopython-tutorials/blob/main/notebooks/images/fa-rocket.svg?raw=1" src="https://github.com/spatialthoughts/geopython-tutorials/blob/main/notebooks/images/fa-rocket.svg?raw=1" style="height: 15px;" /></a> located at the top to open it on Colab.</p>
-</div></blockquote>
+<p><strong>Running the Notebook</strong>:
+The preferred way to run this notebook is on Google Colab.
+<a href='https://colab.research.google.com/github/spatialthoughts/geopython-tutorials/blob/main/notebooks/xarray_embeddings_similarity_search.ipynb' target='_parent'><img alt="Open In Colab" src="https://colab.research.google.com/assets/colab-badge.svg" /></a></p>
+<p><strong>Watch Video Walkthrough</strong>: Watch a detailed explanation of the workflow. <a href='https://www.youtube.com/watch?v=8lRjPwFGs6Y' target='_blank'><img alt="https://github.com/spatialthoughts/geopython-tutorials/blob/main/images/yt_logo.png?raw=1" src="https://github.com/spatialthoughts/geopython-tutorials/blob/main/images/yt_logo.png?raw=1" /></a></p>
 </section>
 <section id="setup-and-data-download">
 <h2>Setup and Data Download<a class="headerlink" href="#setup-and-data-download" title="Link to this heading">#</a></h2>