Update documentation

Author: spatialthoughts

_sources/notebooks/xarray_processing_satellite_images.ipynb

@@ -953,7 +953,10 @@
       "source": [
         "fig, ax = plt.subplots(1, 1)\n",
         "fig.set_size_inches(5,5)\n",
-        "scaled.sel(band=['B4', 'B3', 'B2']).plot.imshow(\n",
+        "# Resample the scene to a lower resolution for visualization\n",
+        "scene.sel(band=['B4', 'B3', 'B2']).rio.reproject(\n",
+        "    scene_masked.rio.crs, resolution=300\n",
+        ").plot.imshow(\n",
         "    ax=ax,\n",
         "    robust=True)\n",
         "ax.set_title('RGB Visualization')\n",
@@ -1089,10 +1092,13 @@
       "source": [
         "fig, ax = plt.subplots(1, 1)\n",
         "fig.set_size_inches(5,5)\n",
-        "scene_masked.sel(band=['B4', 'B3', 'B2']).plot.imshow(\n",
+        "# Resample the scene to a lower resolution for visualization\n",
+        "scene_masked.sel(band=['B4', 'B3', 'B2']).rio.reproject(\n",
+        "    scene_masked.rio.crs, resolution=300\n",
+        ").plot.imshow(\n",
         "    ax=ax,\n",
         "    robust=True)\n",
-        "ax.set_title('RGB Visualization')\n",
+        "ax.set_title('RGB Visualization (Lower Resolution Preview)')\n",
         "ax.set_axis_off()\n",
         "plt.show()"
       ]

notebooks/xarray_processing_satellite_images.html

@@ -1016,7 +1016,10 @@ <h3>Visualization<a class="headerlink" href="#id3" title="Link to this heading">
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">fig</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">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
 <span class="n">fig</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
-<span class="n">scaled</span><span class="o">.</span><span class="n">sel</span><span class="p">(</span><span class="n">band</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;B4&#39;</span><span class="p">,</span> <span class="s1">&#39;B3&#39;</span><span class="p">,</span> <span class="s1">&#39;B2&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span>
+<span class="c1"># Resample the scene to a lower resolution for visualization</span>
+<span class="n">scene</span><span class="o">.</span><span class="n">sel</span><span class="p">(</span><span class="n">band</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;B4&#39;</span><span class="p">,</span> <span class="s1">&#39;B3&#39;</span><span class="p">,</span> <span class="s1">&#39;B2&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">rio</span><span class="o">.</span><span class="n">reproject</span><span class="p">(</span>
+    <span class="n">scene_masked</span><span class="o">.</span><span class="n">rio</span><span class="o">.</span><span class="n">crs</span><span class="p">,</span> <span class="n">resolution</span><span class="o">=</span><span class="mi">300</span>
+<span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span>
     <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span>
     <span class="n">robust</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
 <span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;RGB Visualization&#39;</span><span class="p">)</span>
@@ -1114,10 +1117,13 @@ <h3>Applying a Cloud Mask<a class="headerlink" href="#applying-a-cloud-mask" tit
 <div class="cell_input docutils container">
 <div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">fig</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">subplots</span><span class="p">(</span><span class="mi">1</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
 <span class="n">fig</span><span class="o">.</span><span class="n">set_size_inches</span><span class="p">(</span><span class="mi">5</span><span class="p">,</span><span class="mi">5</span><span class="p">)</span>
-<span class="n">scene_masked</span><span class="o">.</span><span class="n">sel</span><span class="p">(</span><span class="n">band</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;B4&#39;</span><span class="p">,</span> <span class="s1">&#39;B3&#39;</span><span class="p">,</span> <span class="s1">&#39;B2&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span>
+<span class="c1"># Resample the scene to a lower resolution for visualization</span>
+<span class="n">scene_masked</span><span class="o">.</span><span class="n">sel</span><span class="p">(</span><span class="n">band</span><span class="o">=</span><span class="p">[</span><span class="s1">&#39;B4&#39;</span><span class="p">,</span> <span class="s1">&#39;B3&#39;</span><span class="p">,</span> <span class="s1">&#39;B2&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">rio</span><span class="o">.</span><span class="n">reproject</span><span class="p">(</span>
+    <span class="n">scene_masked</span><span class="o">.</span><span class="n">rio</span><span class="o">.</span><span class="n">crs</span><span class="p">,</span> <span class="n">resolution</span><span class="o">=</span><span class="mi">300</span>
+<span class="p">)</span><span class="o">.</span><span class="n">plot</span><span class="o">.</span><span class="n">imshow</span><span class="p">(</span>
     <span class="n">ax</span><span class="o">=</span><span class="n">ax</span><span class="p">,</span>
     <span class="n">robust</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
-<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;RGB Visualization&#39;</span><span class="p">)</span>
+<span class="n">ax</span><span class="o">.</span><span class="n">set_title</span><span class="p">(</span><span class="s1">&#39;RGB Visualization (Lower Resolution Preview)&#39;</span><span class="p">)</span>
 <span class="n">ax</span><span class="o">.</span><span class="n">set_axis_off</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>