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_preview/23/README.html

@@ -394,6 +394,7 @@
 <li class="toctree-l1"><a class="reference internal" href="notebooks/03-plotting-with-uxarray/geo.html">Geographic Projections &amp; Features</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/03-plotting-with-uxarray/customization.html">Customization &amp; Interactivity</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/03-plotting-with-uxarray/high-res.html">Visualizing High-Resolution Grids</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/03-plotting-with-uxarray/compare-xarray.html">Comparison to Xarray</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Visualization Recipes</span></p>
 <ul class="nav bd-sidenav">

_preview/23/_sources/notebooks/04-recipes/e3sm.ipynb

@@ -26,7 +26,7 @@
     "The workflow includes techniques for:\n",
     "\n",
     "- Computing radiation components directly on the native unstructured grid\n",
-    "- Visualizing spatial patterns at the beginning and end of the simulation\n",
+    "- Visualizing spatial patterns between two time steps\n",
     "- Analyzing temporal evolution through difference plots\n",
     "\n",
     "\n",
@@ -176,9 +176,9 @@
    "metadata": {},
    "cell_type": "markdown",
    "source": [
-    "### Visualizing Initial and Final States\n",
+    "### Visualizing Different Time Steps\n",
     "\n",
-    "The following visualization displays the Net Cloud Radiative Effect at two critical points in our model output: the initial state (first timestep) and final state (last timestep). This comparison allows us to examine both the baseline conditions and the evolved state of cloud-radiation interactions.\n"
+    "The following visualization displays the Net Cloud Radiative Effect at two critical points in our model output: the first January (initial state) and the final month of January. This comparison allows us to examine both the baseline conditions and the evolved state of cloud-radiation interactions.\n"
    ],
    "id": "7b22d758f9d5c36e"
   },
@@ -190,12 +190,18 @@
     "    uxds[\"netCRE\"]\n",
     "    .isel(time=0)\n",
     "    .plot(\n",
-    "        projection=projection, pixel_ratio=4.0, coastline=True, title=\"First Time Step\"\n",
+    "        projection=projection,\n",
+    "        pixel_ratio=4.0,\n",
+    "        coastline=True,\n",
+    "        title=\"First Time Step (Year 0 Jan)\",\n",
     "    )\n",
     "    + uxds[\"netCRE\"]\n",
-    "    .isel(time=-1)\n",
+    "    .isel(time=61)\n",
     "    .plot(\n",
-    "        projection=projection, pixel_ratio=4.0, coastline=True, title=\"Final Time Step\"\n",
+    "        projection=projection,\n",
+    "        pixel_ratio=4.0,\n",
+    "        coastline=True,\n",
+    "        title=\"Final Time Step (Year 6 Jan)\",\n",
     "    )\n",
     ").cols(1)"
    ],
@@ -209,15 +215,15 @@
    "source": [
     "### Difference Analysis\n",
     "\n",
-    "To quantify and visualize how the Net Cloud Radiative Effect evolved over the simulation period, we compute the difference between the final and initial states. This differential analysis highlights regions where cloud-radiation interactions have strengthened or weakened during the simulation.\n"
+    "To quantify and visualize how the Net Cloud Radiative Effect evolved over the simulation period, we compute the difference between the final and initial months of January. This differential analysis highlights regions where cloud-radiation interactions have strengthened or weakened during the simulation.\n"
    ],
    "id": "85742fa517eb8bdd"
   },
   {
    "metadata": {},
    "cell_type": "code",
    "source": [
-    "(uxds[\"netCRE\"].isel(time=-1) - uxds[\"netCRE\"].isel(time=-0)).plot(\n",
+    "(uxds[\"netCRE\"].isel(time=61) - uxds[\"netCRE\"].isel(time=-0)).plot(\n",
     "    projection=projection, coastline=True, pixel_ratio=4.0, title=\"Change in NetCRE\"\n",
     ")"
    ],

_preview/23/genindex.html

@@ -386,6 +386,7 @@
 <li class="toctree-l1"><a class="reference internal" href="notebooks/03-plotting-with-uxarray/geo.html">Geographic Projections &amp; Features</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/03-plotting-with-uxarray/customization.html">Customization &amp; Interactivity</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/03-plotting-with-uxarray/high-res.html">Visualizing High-Resolution Grids</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/03-plotting-with-uxarray/compare-xarray.html">Comparison to Xarray</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Visualization Recipes</span></p>
 <ul class="nav bd-sidenav">

_preview/23/meshfiles/catalog.html

@@ -391,6 +391,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../notebooks/03-plotting-with-uxarray/geo.html">Geographic Projections &amp; Features</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notebooks/03-plotting-with-uxarray/customization.html">Customization &amp; Interactivity</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../notebooks/03-plotting-with-uxarray/high-res.html">Visualizing High-Resolution Grids</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../notebooks/03-plotting-with-uxarray/compare-xarray.html">Comparison to Xarray</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Visualization Recipes</span></p>
 <ul class="nav bd-sidenav">

_preview/23/notebooks/01-foundations/plotting-libs.html

@@ -391,6 +391,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/geo.html">Geographic Projections &amp; Features</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/customization.html">Customization &amp; Interactivity</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/high-res.html">Visualizing High-Resolution Grids</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/compare-xarray.html">Comparison to Xarray</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Visualization Recipes</span></p>
 <ul class="nav bd-sidenav">

_preview/23/notebooks/01-foundations/rendering-techniques.html

@@ -391,6 +391,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/geo.html">Geographic Projections &amp; Features</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/customization.html">Customization &amp; Interactivity</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/high-res.html">Visualizing High-Resolution Grids</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/compare-xarray.html">Comparison to Xarray</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Visualization Recipes</span></p>
 <ul class="nav bd-sidenav">

_preview/23/notebooks/01-foundations/unstructured-grids.html

@@ -391,6 +391,7 @@
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/geo.html">Geographic Projections &amp; Features</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/customization.html">Customization &amp; Interactivity</a></li>
 <li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/high-res.html">Visualizing High-Resolution Grids</a></li>
+<li class="toctree-l1"><a class="reference internal" href="../03-plotting-with-uxarray/compare-xarray.html">Comparison to Xarray</a></li>
 </ul>
 <p aria-level="2" class="caption" role="heading"><span class="caption-text">Visualization Recipes</span></p>
 <ul class="nav bd-sidenav">
@@ -566,7 +567,7 @@ <h4>Sample Xarray Code to Generate a Basic Structured Grid<a class="headerlink"
   warnings.warn(f&#39;Downloading: {url}&#39;, DownloadWarning)
 </pre></div>
 </div>
-<img alt="../../_images/b536663f8f6dbe31069af264a6b0233b2f5ef0614083a540e448e46ec09b2e11.png" src="../../_images/b536663f8f6dbe31069af264a6b0233b2f5ef0614083a540e448e46ec09b2e11.png" />
+<img alt="../../_images/cefef9872b7baa45ba4c0dbce32281b0824d882266ecb7c1c1dd20e56137c0a6.png" src="../../_images/cefef9872b7baa45ba4c0dbce32281b0824d882266ecb7c1c1dd20e56137c0a6.png" />
 </div>
 </div>
 </section>