diff --git a/README.html b/README.html
index d5ea407..e803719 100644
--- a/README.html
+++ b/README.html
@@ -457,8 +457,8 @@ <h2>Structure<a class="headerlink" href="#structure" title="Link to this heading
 <h3>Section 1 Extreme SSTs<a class="headerlink" href="#section-1-extreme-ssts" title="Link to this heading"><i class="fas fa-link"></i></a></h3>
 <p>(Add content for this section, e.g., “The foundational content includes … “)</p>
 </section>
-<section id="section-2-caribbean-precipitation-extremes-using-highresmip">
-<h3>Section 2 Caribbean precipitation extremes using HighResMIP<a class="headerlink" href="#section-2-caribbean-precipitation-extremes-using-highresmip" title="Link to this heading"><i class="fas fa-link"></i></a></h3>
+<section id="section-2-precipitation-extremes-using-highresmip">
+<h3>Section 2 Precipitation extremes using HighResMIP<a class="headerlink" href="#section-2-precipitation-extremes-using-highresmip" title="Link to this heading"><i class="fas fa-link"></i></a></h3>
 <p>In this notebook, we’ll examine precipitation extremes using the HighResMIP data. We’ll do the following:</p>
 <ul class="simple">
 <li><p>Making subregional-scale plots with the HighResMIP</p></li>
@@ -592,7 +592,7 @@ <h3>Running on Your Own Machine<a class="headerlink" href="#running-on-your-own-
 </li>
 <li class="toc-h2 nav-item toc-entry"><a class="reference internal nav-link" href="#structure">Structure</a><ul class="nav section-nav flex-column">
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#section-1-extreme-ssts">Section 1 Extreme SSTs</a></li>
-<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#section-2-caribbean-precipitation-extremes-using-highresmip">Section 2 Caribbean precipitation extremes using HighResMIP</a></li>
+<li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#section-2-precipitation-extremes-using-highresmip">Section 2 Precipitation extremes using HighResMIP</a></li>
 <li class="toc-h3 nav-item toc-entry"><a class="reference internal nav-link" href="#section-3-links-between-atmosphere-ocean-and-enso">Section 3 Links between atmosphere, ocean and ENSO</a></li>
 </ul>
 </li>
diff --git a/_sources/README.md b/_sources/README.md
index c2c504f..342a0ca 100644
--- a/_sources/README.md
+++ b/_sources/README.md
@@ -33,7 +33,7 @@ _This cookbook has three sections: "Extreme SSTs" and "Extreme Precipitation" an
 
 (Add content for this section, e.g., "The foundational content includes ... ")
 
-### Section 2 Caribbean precipitation extremes using HighResMIP
+### Section 2 Precipitation extremes using HighResMIP
 
 In this notebook, we'll examine precipitation extremes using the HighResMIP data. We'll do the following:
 - Making subregional-scale plots with the HighResMIP
diff --git a/notebooks/cfc-atm.html b/notebooks/cfc-atm.html
index 28445f4..ca70c6a 100644
--- a/notebooks/cfc-atm.html
+++ b/notebooks/cfc-atm.html
@@ -559,7 +559,7 @@ <h1>Initiate compute cluster<a class="headerlink" href="#initiate-compute-cluste
     <div style="width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;"> </div>
     <div style="margin-left: 48px;">
         <h3 style="margin-bottom: 0px;">Client</h3>
-        <p style="color: #9D9D9D; margin-bottom: 0px;">Client-d6671347-2aa0-11ef-89ba-6045bde8dbe6</p>
+        <p style="color: #9D9D9D; margin-bottom: 0px;">Client-fe87ed79-2aa3-11ef-896a-000d3a3daf99</p>
         <table style="width: 100%; text-align: left;">
 
         <tr>
@@ -590,7 +590,7 @@ <h3 style="margin-bottom: 0px;">Client</h3>
     </div>
     <div style="margin-left: 48px;">
         <h3 style="margin-bottom: 0px; margin-top: 0px;">LocalCluster</h3>
-        <p style="color: #9D9D9D; margin-bottom: 0px;">12f58e28</p>
+        <p style="color: #9D9D9D; margin-bottom: 0px;">2d9e8473</p>
         <table style="width: 100%; text-align: left;">
             <tr>
                 <td style="text-align: left;">
@@ -627,11 +627,11 @@ <h3 style="display: inline;">Scheduler Info</h3>
         <div style="width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;"> </div>
         <div style="margin-left: 48px;">
             <h3 style="margin-bottom: 0px;">Scheduler</h3>
-            <p style="color: #9D9D9D; margin-bottom: 0px;">Scheduler-dd647635-26db-466a-9440-77ee50323899</p>
+            <p style="color: #9D9D9D; margin-bottom: 0px;">Scheduler-61e1185f-a808-4788-9c37-5a3318b37849</p>
             <table style="width: 100%; text-align: left;">
                 <tr>
                     <td style="text-align: left;">
-                        <strong>Comm:</strong> tcp://127.0.0.1:38373
+                        <strong>Comm:</strong> tcp://127.0.0.1:43701
                     </td>
                     <td style="text-align: left;">
                         <strong>Workers:</strong> 4
@@ -673,7 +673,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 0</h4>
                 <table style="width: 100%; text-align: left;">
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Comm: </strong> tcp://127.0.0.1:35053
+                            <strong>Comm: </strong> tcp://127.0.0.1:39207
                         </td>
                         <td style="text-align: left;">
                             <strong>Total threads: </strong> 1
@@ -681,7 +681,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 0</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:41089/status" target="_blank">http://127.0.0.1:41089/status</a>
+                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:34083/status" target="_blank">http://127.0.0.1:34083/status</a>
                         </td>
                         <td style="text-align: left;">
                             <strong>Memory: </strong> 3.90 GiB
@@ -689,13 +689,13 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 0</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Nanny: </strong> tcp://127.0.0.1:39001
+                            <strong>Nanny: </strong> tcp://127.0.0.1:36387
                         </td>
                         <td style="text-align: left;"></td>
                     </tr>
                     <tr>
                         <td colspan="2" style="text-align: left;">
-                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-oveqrsme
+                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-1bpduyxx
                         </td>
                     </tr>
 
@@ -718,7 +718,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 1</h4>
                 <table style="width: 100%; text-align: left;">
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Comm: </strong> tcp://127.0.0.1:36667
+                            <strong>Comm: </strong> tcp://127.0.0.1:37609
                         </td>
                         <td style="text-align: left;">
                             <strong>Total threads: </strong> 1
@@ -726,7 +726,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 1</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:39545/status" target="_blank">http://127.0.0.1:39545/status</a>
+                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:36731/status" target="_blank">http://127.0.0.1:36731/status</a>
                         </td>
                         <td style="text-align: left;">
                             <strong>Memory: </strong> 3.90 GiB
@@ -734,13 +734,13 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 1</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Nanny: </strong> tcp://127.0.0.1:43391
+                            <strong>Nanny: </strong> tcp://127.0.0.1:40325
                         </td>
                         <td style="text-align: left;"></td>
                     </tr>
                     <tr>
                         <td colspan="2" style="text-align: left;">
-                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-vifzbd0e
+                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-abrm6wq7
                         </td>
                     </tr>
 
@@ -763,7 +763,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 2</h4>
                 <table style="width: 100%; text-align: left;">
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Comm: </strong> tcp://127.0.0.1:46791
+                            <strong>Comm: </strong> tcp://127.0.0.1:36457
                         </td>
                         <td style="text-align: left;">
                             <strong>Total threads: </strong> 1
@@ -771,7 +771,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 2</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:39853/status" target="_blank">http://127.0.0.1:39853/status</a>
+                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:33553/status" target="_blank">http://127.0.0.1:33553/status</a>
                         </td>
                         <td style="text-align: left;">
                             <strong>Memory: </strong> 3.90 GiB
@@ -779,13 +779,13 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 2</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Nanny: </strong> tcp://127.0.0.1:35281
+                            <strong>Nanny: </strong> tcp://127.0.0.1:46549
                         </td>
                         <td style="text-align: left;"></td>
                     </tr>
                     <tr>
                         <td colspan="2" style="text-align: left;">
-                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-e0mfmeai
+                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-dib6q6nn
                         </td>
                     </tr>
 
@@ -808,7 +808,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 3</h4>
                 <table style="width: 100%; text-align: left;">
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Comm: </strong> tcp://127.0.0.1:33887
+                            <strong>Comm: </strong> tcp://127.0.0.1:35549
                         </td>
                         <td style="text-align: left;">
                             <strong>Total threads: </strong> 1
@@ -816,7 +816,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 3</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:40173/status" target="_blank">http://127.0.0.1:40173/status</a>
+                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:45261/status" target="_blank">http://127.0.0.1:45261/status</a>
                         </td>
                         <td style="text-align: left;">
                             <strong>Memory: </strong> 3.90 GiB
@@ -824,13 +824,13 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 3</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Nanny: </strong> tcp://127.0.0.1:45425
+                            <strong>Nanny: </strong> tcp://127.0.0.1:39975
                         </td>
                         <td style="text-align: left;"></td>
                     </tr>
                     <tr>
                         <td colspan="2" style="text-align: left;">
-                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-hhida18z
+                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ykdmh7p0
                         </td>
                     </tr>
 
@@ -1260,8 +1260,8 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
       <progress value='2' class='' max='2' style='width:300px; height:20px; vertical-align: middle;'></progress>
       100.00% [2/2 00:04&lt;00:00]
     </div>
-    </div><div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&#39;HighResMIP.NOAA-GFDL.GFDL-CM4C192.highresSST-present.Amon.gr3&#39;,
- &#39;HighResMIP.NOAA-GFDL.GFDL-CM4C192.highresSST-future.Amon.gr3&#39;]
+    </div><div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>[&#39;HighResMIP.NOAA-GFDL.GFDL-CM4C192.highresSST-future.Amon.gr3&#39;,
+ &#39;HighResMIP.NOAA-GFDL.GFDL-CM4C192.highresSST-present.Amon.gr3&#39;]
 </pre></div>
 </div>
 </div>
@@ -1676,7 +1676,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
     intake_esm_attrs:grid_label:      gr3
     intake_esm_attrs:version:         20180701
     intake_esm_attrs:_data_format_:   zarr
-    intake_esm_dataset_key:           HighResMIP.NOAA-GFDL.GFDL-CM4C192.highr...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6f02005a-505b-480b-89a7-6350e0e5546a' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6f02005a-505b-480b-89a7-6350e0e5546a' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1212</li><li><span class='xr-has-index'>plev</span>: 19</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>lon</span>: 576</li><li><span class='xr-has-index'>bnds</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-7de55f70-7746-4dd0-b111-cd9256ca9324' class='xr-section-summary-in' type='checkbox'  checked><label for='section-7de55f70-7746-4dd0-b111-cd9256ca9324' class='xr-section-summary' >Coordinates: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0</div><input id='attrs-5e31cc3d-4d09-40da-8740-940e9f24a3a0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5e31cc3d-4d09-40da-8740-940e9f24a3a0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e618c17e-41f0-45f3-8bce-c1b5c49ffe82' class='xr-var-data-in' type='checkbox'><label for='data-e618c17e-41f0-45f3-8bce-c1b5c49ffe82' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>vertex number</dd></dl></div><div class='xr-var-data'><pre>array([1., 2.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-577e7791-ee60-4a95-ad33-c51e48ee17c5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-577e7791-ee60-4a95-ad33-c51e48ee17c5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-968409dc-5b75-4104-be55-8146c25b6986' class='xr-var-data-in' type='checkbox'><label for='data-968409dc-5b75-4104-be55-8146c25b6986' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ...,  88.75,  89.25,  89.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -89.5 -89.5 ... 89.5 90.0</div><input id='attrs-6cb3eee2-5ce3-4ff7-b3ff-c9f72a77195d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6cb3eee2-5ce3-4ff7-b3ff-c9f72a77195d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b07d3fee-7be9-4c58-ad78-add11fe12731' class='xr-var-data-in' type='checkbox'><label for='data-b07d3fee-7be9-4c58-ad78-add11fe12731' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude bounds</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-90. , -89.5],
+    intake_esm_dataset_key:           HighResMIP.NOAA-GFDL.GFDL-CM4C192.highr...</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-eb051cd8-c396-47e2-b38e-09e5247afd2c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-eb051cd8-c396-47e2-b38e-09e5247afd2c' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 1212</li><li><span class='xr-has-index'>plev</span>: 19</li><li><span class='xr-has-index'>lat</span>: 360</li><li><span class='xr-has-index'>lon</span>: 576</li><li><span class='xr-has-index'>bnds</span>: 2</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-554d4d75-b7c7-4ca0-9666-84686f247564' class='xr-section-summary-in' type='checkbox'  checked><label for='section-554d4d75-b7c7-4ca0-9666-84686f247564' class='xr-section-summary' >Coordinates: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0</div><input id='attrs-183dee3d-ca14-4e3c-bc24-af63c4e734fc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-183dee3d-ca14-4e3c-bc24-af63c4e734fc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-58079711-e235-4e19-a62c-80718bca1d8a' class='xr-var-data-in' type='checkbox'><label for='data-58079711-e235-4e19-a62c-80718bca1d8a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>vertex number</dd></dl></div><div class='xr-var-data'><pre>array([1., 2.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lat</span></div><div class='xr-var-dims'>(lat)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-89.75 -89.25 ... 89.25 89.75</div><input id='attrs-5816973e-5e09-447a-851d-86e1a7d9e940' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5816973e-5e09-447a-851d-86e1a7d9e940' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4b61376-4792-4456-9c29-48a81e10a6a2' class='xr-var-data-in' type='checkbox'><label for='data-f4b61376-4792-4456-9c29-48a81e10a6a2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([-89.75, -89.25, -88.75, ...,  88.75,  89.25,  89.75])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(lat, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-90.0 -89.5 -89.5 ... 89.5 90.0</div><input id='attrs-191dcdce-163d-4846-ab31-b74aa2801948' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-191dcdce-163d-4846-ab31-b74aa2801948' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9457344f-8389-4825-9c7f-06f15162c1c2' class='xr-var-data-in' type='checkbox'><label for='data-9457344f-8389-4825-9c7f-06f15162c1c2' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude bounds</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[-90. , -89.5],
        [-89.5, -89. ],
        [-89. , -88.5],
        [-88.5, -88. ],
@@ -1716,23 +1716,23 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
        [ 88. ,  88.5],
        [ 88.5,  89. ],
        [ 89. ,  89.5],
-       [ 89.5,  90. ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3125 0.9375 1.562 ... 359.1 359.7</div><input id='attrs-e190b7b6-63d9-4c19-b563-a85039f2cf10' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e190b7b6-63d9-4c19-b563-a85039f2cf10' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8f6961e1-2046-47e2-ae9a-1b4847806ab7' class='xr-var-data-in' type='checkbox'><label for='data-8f6961e1-2046-47e2-ae9a-1b4847806ab7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([3.125000e-01, 9.375000e-01, 1.562500e+00, ..., 3.584375e+02,
-       3.590625e+02, 3.596875e+02])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.625 0.625 ... 359.4 360.0</div><input id='attrs-a68699e1-7b5e-4719-adde-6fb7979faa84' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a68699e1-7b5e-4719-adde-6fb7979faa84' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5354baf-1421-4180-8e71-788c10c689ed' class='xr-var-data-in' type='checkbox'><label for='data-e5354baf-1421-4180-8e71-788c10c689ed' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude bounds</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[  0.   ,   0.625],
+       [ 89.5,  90. ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>lon</span></div><div class='xr-var-dims'>(lon)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.3125 0.9375 1.562 ... 359.1 359.7</div><input id='attrs-8ffccbfc-6287-4cbf-8789-02b5f140fc25' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ffccbfc-6287-4cbf-8789-02b5f140fc25' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3e61ece4-773b-411a-ba5b-51e9f70dc968' class='xr-var-data-in' type='checkbox'><label for='data-3e61ece4-773b-411a-ba5b-51e9f70dc968' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([3.125000e-01, 9.375000e-01, 1.562500e+00, ..., 3.584375e+02,
+       3.590625e+02, 3.596875e+02])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(lon, bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>0.0 0.625 0.625 ... 359.4 360.0</div><input id='attrs-e39a7cbd-d4f9-4d6d-b3e1-04bcd79fe453' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e39a7cbd-d4f9-4d6d-b3e1-04bcd79fe453' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c86a7f47-7335-41c1-8180-fb22784a7483' class='xr-var-data-in' type='checkbox'><label for='data-c86a7f47-7335-41c1-8180-fb22784a7483' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude bounds</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[  0.   ,   0.625],
        [  0.625,   1.25 ],
        [  1.25 ,   1.875],
        ...,
        [358.125, 358.75 ],
        [358.75 , 359.375],
-       [359.375, 360.   ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 9.25e+04 ... 500.0 100.0</div><input id='attrs-83c765af-0fb9-41df-9524-7d77692d90ad' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-83c765af-0fb9-41df-9524-7d77692d90ad' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-61cfe085-e62e-49dc-87ae-a5980c45ea0f' class='xr-var-data-in' type='checkbox'><label for='data-61cfe085-e62e-49dc-87ae-a5980c45ea0f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Z</dd><dt><span>description :</span></dt><dd>There are 19  requested levels. If the upper levels are above the model top they should be omitted.</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd><dt><span>units :</span></dt><dd>Pa</dd></dl></div><div class='xr-var-data'><pre>array([100000.,  92500.,  85000.,  70000.,  60000.,  50000.,  40000.,  30000.,
+       [359.375, 360.   ]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>plev</span></div><div class='xr-var-dims'>(plev)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1e+05 9.25e+04 ... 500.0 100.0</div><input id='attrs-de111006-5d47-4a77-b95c-695bb08bb4ed' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-de111006-5d47-4a77-b95c-695bb08bb4ed' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1625122a-076a-4754-ba64-620b08d73efa' class='xr-var-data-in' type='checkbox'><label for='data-1625122a-076a-4754-ba64-620b08d73efa' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Z</dd><dt><span>description :</span></dt><dd>There are 19  requested levels. If the upper levels are above the model top they should be omitted.</dd><dt><span>long_name :</span></dt><dd>pressure</dd><dt><span>positive :</span></dt><dd>down</dd><dt><span>standard_name :</span></dt><dd>air_pressure</dd><dt><span>units :</span></dt><dd>Pa</dd></dl></div><div class='xr-var-data'><pre>array([100000.,  92500.,  85000.,  70000.,  60000.,  50000.,  40000.,  30000.,
         25000.,  20000.,  15000.,  10000.,   7000.,   5000.,   3000.,   2000.,
-         1000.,    500.,    100.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1950-01-16 12:00:00 ... 2050-12-...</div><input id='attrs-906af83f-4bb9-4607-a533-b6c1a2277215' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-906af83f-4bb9-4607-a533-b6c1a2277215' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-07ed5c58-1547-426c-b0f5-4c8e7d23e4f8' class='xr-var-data-in' type='checkbox'><label for='data-07ed5c58-1547-426c-b0f5-4c8e7d23e4f8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>julian</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeJulian(1950, 1, 16, 12, 0, 0, 0, has_year_zero=False),
+         1000.,    500.,    100.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1950-01-16 12:00:00 ... 2050-12-...</div><input id='attrs-974a8998-7b92-4897-89c3-6440a2b6d543' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-974a8998-7b92-4897-89c3-6440a2b6d543' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-872c60be-e7ed-4f0c-8bae-28f88ca441d6' class='xr-var-data-in' type='checkbox'><label for='data-872c60be-e7ed-4f0c-8bae-28f88ca441d6' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>julian</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeJulian(1950, 1, 16, 12, 0, 0, 0, has_year_zero=False),
        cftime.DatetimeJulian(1950, 2, 15, 0, 0, 0, 0, has_year_zero=False),
        cftime.DatetimeJulian(1950, 3, 16, 12, 0, 0, 0, has_year_zero=False),
        ...,
        cftime.DatetimeJulian(2050, 10, 16, 12, 0, 0, 0, has_year_zero=False),
        cftime.DatetimeJulian(2050, 11, 16, 0, 0, 0, 0, has_year_zero=False),
        cftime.DatetimeJulian(2050, 12, 16, 12, 0, 0, 0, has_year_zero=False)],
-      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(780, 2), meta=np.ndarray&gt;</div><input id='attrs-332f5be7-a2b5-490c-9804-0871e93ef8ca' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-332f5be7-a2b5-490c-9804-0871e93ef8ca' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b250d486-3de0-470a-82e2-0a7aa21ed74b' class='xr-var-data-in' type='checkbox'><label for='data-b250d486-3de0-470a-82e2-0a7aa21ed74b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time axis boundaries</dd></dl></div><div class='xr-var-data'><table>
+      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(780, 2), meta=np.ndarray&gt;</div><input id='attrs-bee73f7a-294d-4d6d-80af-7a190a4326c0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bee73f7a-294d-4d6d-80af-7a190a4326c0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-552cd4c4-9358-4fb5-9119-49da6f4f8dda' class='xr-var-data-in' type='checkbox'><label for='data-552cd4c4-9358-4fb5-9119-49da6f4f8dda' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time axis boundaries</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1788,7 +1788,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;r1i1p1f1&#x27;</div><input id='attrs-d0b69d71-52b1-43ab-b787-4906573421e3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d0b69d71-52b1-43ab-b787-4906573421e3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ab140e06-d248-4322-870e-2bb466bf2622' class='xr-var-data-in' type='checkbox'><label for='data-ab140e06-d248-4322-870e-2bb466bf2622' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r1i1p1f1&#x27;, dtype=&#x27;&lt;U8&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dcpp_init_year</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan</div><input id='attrs-231c5065-a5c2-4969-8f26-6aa09d80000f' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-231c5065-a5c2-4969-8f26-6aa09d80000f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a749d61-a15b-45df-877d-95f64c4a142d' class='xr-var-data-in' type='checkbox'><label for='data-9a749d61-a15b-45df-877d-95f64c4a142d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(nan)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-18868890-fdd3-4f72-ad16-086452994c8f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-18868890-fdd3-4f72-ad16-086452994c8f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8a6f2c2d-de53-413b-acab-bc97c9ee26de' class='xr-var-data-in' type='checkbox'><label for='data-8a6f2c2d-de53-413b-acab-bc97c9ee26de' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Z</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>description :</span></dt><dd>~2 m standard surface air temperature and surface humidity  height</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b4d8a646-4982-49a6-98bc-a133a41540bb' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b4d8a646-4982-49a6-98bc-a133a41540bb' class='xr-section-summary' >Data variables: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>hur</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-55e885ba-5b4a-43ff-b85a-7bf75bb6655b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-55e885ba-5b4a-43ff-b85a-7bf75bb6655b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-1cf11a9d-c225-4e89-abc6-27979a1a7f64' class='xr-var-data-in' type='checkbox'><label for='data-1cf11a9d-c225-4e89-abc6-27979a1a7f64' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Relative Humidity</dd><dt><span>original_name :</span></dt><dd>hur</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>member_id</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>&lt;U8</div><div class='xr-var-preview xr-preview'>&#x27;r1i1p1f1&#x27;</div><input id='attrs-ab29104f-0caf-4de6-a81b-2cef1c22a26a' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-ab29104f-0caf-4de6-a81b-2cef1c22a26a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-031776a7-246c-4f0e-953b-2637ba6d6949' class='xr-var-data-in' type='checkbox'><label for='data-031776a7-246c-4f0e-953b-2637ba6d6949' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(&#x27;r1i1p1f1&#x27;, dtype=&#x27;&lt;U8&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>dcpp_init_year</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan</div><input id='attrs-2ce828b7-fbaa-4eaa-8467-c0bcfbe22376' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-2ce828b7-fbaa-4eaa-8467-c0bcfbe22376' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5386e0f3-3424-45af-bc3a-ea691896b1ce' class='xr-var-data-in' type='checkbox'><label for='data-5386e0f3-3424-45af-bc3a-ea691896b1ce' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array(nan)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>height</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.0</div><input id='attrs-7be5067c-29d5-4211-86e3-e0c2a2d238be' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7be5067c-29d5-4211-86e3-e0c2a2d238be' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-08cbcefa-86fa-420a-8ac4-4427934cef40' class='xr-var-data-in' type='checkbox'><label for='data-08cbcefa-86fa-420a-8ac4-4427934cef40' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Z</dd><dt><span>cell_methods :</span></dt><dd>time: point</dd><dt><span>description :</span></dt><dd>~2 m standard surface air temperature and surface humidity  height</dd><dt><span>long_name :</span></dt><dd>height</dd><dt><span>positive :</span></dt><dd>up</dd><dt><span>standard_name :</span></dt><dd>height</dd><dt><span>units :</span></dt><dd>m</dd></dl></div><div class='xr-var-data'><pre>array(2.)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9b050dcb-0729-433a-8483-3fbaf92ea518' class='xr-section-summary-in' type='checkbox'  checked><label for='section-9b050dcb-0729-433a-8483-3fbaf92ea518' class='xr-section-summary' >Data variables: <span>(8)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>hur</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-737bf620-0a14-4217-b287-eaaa936f5da1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-737bf620-0a14-4217-b287-eaaa936f5da1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce4ff0f3-c940-48ae-a4e3-4f5d40773bac' class='xr-var-data-in' type='checkbox'><label for='data-ce4ff0f3-c940-48ae-a4e3-4f5d40773bac' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Relative Humidity</dd><dt><span>original_name :</span></dt><dd>hur</dd><dt><span>standard_name :</span></dt><dd>relative_humidity</dd><dt><span>units :</span></dt><dd>%</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1913,7 +1913,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hus</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-2f2f3d0c-6f6d-4eee-afda-619e45b7970b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2f2f3d0c-6f6d-4eee-afda-619e45b7970b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-91c2143e-7f1b-44ea-9b0b-119eb1a0bce3' class='xr-var-data-in' type='checkbox'><label for='data-91c2143e-7f1b-44ea-9b0b-119eb1a0bce3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Specific Humidity</dd><dt><span>original_name :</span></dt><dd>hus</dd><dt><span>standard_name :</span></dt><dd>specific_humidity</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>hus</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(5, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-b6159065-4b54-41c9-9650-8a67822d2f70' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b6159065-4b54-41c9-9650-8a67822d2f70' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f4cbcf94-883a-4d24-a015-f2972703ffbd' class='xr-var-data-in' type='checkbox'><label for='data-f4cbcf94-883a-4d24-a015-f2972703ffbd' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Specific Humidity</dd><dt><span>original_name :</span></dt><dd>hus</dd><dt><span>standard_name :</span></dt><dd>specific_humidity</dd><dt><span>units :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2038,7 +2038,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prc</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(85, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-485ba0d2-a205-481d-aca6-6580dc9726b3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-485ba0d2-a205-481d-aca6-6580dc9726b3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a0ebabc0-6372-4d57-bcea-37dd756239c4' class='xr-var-data-in' type='checkbox'><label for='data-a0ebabc0-6372-4d57-bcea-37dd756239c4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order1</dd><dt><span>long_name :</span></dt><dd>Convective Precipitation</dd><dt><span>original_name :</span></dt><dd>prc</dd><dt><span>standard_name :</span></dt><dd>convective_precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>prc</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(85, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-a0ef6dd3-da48-4027-a742-1dd4f901b9f4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a0ef6dd3-da48-4027-a742-1dd4f901b9f4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-df8854ad-4a76-43f6-bdf2-b2ee21358996' class='xr-var-data-in' type='checkbox'><label for='data-df8854ad-4a76-43f6-bdf2-b2ee21358996' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order1</dd><dt><span>long_name :</span></dt><dd>Convective Precipitation</dd><dt><span>original_name :</span></dt><dd>prc</dd><dt><span>standard_name :</span></dt><dd>convective_precipitation_flux</dd><dt><span>units :</span></dt><dd>kg m-2 s-1</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2146,7 +2146,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>psl</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(131, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-62957a0c-cca8-4fb4-857e-cfb8906a0eae' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-62957a0c-cca8-4fb4-857e-cfb8906a0eae' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ae4095f3-5617-4d20-aa7e-037f03ba1062' class='xr-var-data-in' type='checkbox'><label for='data-ae4095f3-5617-4d20-aa7e-037f03ba1062' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Sea Level Pressure</dd><dt><span>original_name :</span></dt><dd>psl</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>units :</span></dt><dd>Pa</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>psl</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(131, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-af9eedda-cdae-449a-a3a8-75601da4d07e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-af9eedda-cdae-449a-a3a8-75601da4d07e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-244fae47-1bbc-4bc3-a781-6301eabc4230' class='xr-var-data-in' type='checkbox'><label for='data-244fae47-1bbc-4bc3-a781-6301eabc4230' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Sea Level Pressure</dd><dt><span>original_name :</span></dt><dd>psl</dd><dt><span>standard_name :</span></dt><dd>air_pressure_at_mean_sea_level</dd><dt><span>units :</span></dt><dd>Pa</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2242,7 +2242,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(112, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-dcc71874-d317-40f1-895e-b29d172721cf' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-dcc71874-d317-40f1-895e-b29d172721cf' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb58500c-f92a-474a-90a2-b7a75c9fdca1' class='xr-var-data-in' type='checkbox'><label for='data-cb58500c-f92a-474a-90a2-b7a75c9fdca1' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>original_name :</span></dt><dd>tas</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>tas</span></div><div class='xr-var-dims'>(time, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(112, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-a3885900-8537-43ad-8e31-a4e58c9d3b28' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a3885900-8537-43ad-8e31-a4e58c9d3b28' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-04b94ecd-9c3b-4132-9f72-196413d8bcef' class='xr-var-data-in' type='checkbox'><label for='data-04b94ecd-9c3b-4132-9f72-196413d8bcef' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>area: time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Near-Surface Air Temperature</dd><dt><span>original_name :</span></dt><dd>tas</dd><dt><span>standard_name :</span></dt><dd>air_temperature</dd><dt><span>units :</span></dt><dd>K</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2340,7 +2340,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ua</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-1e689c18-05d3-44bf-a7af-5a45336d732c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1e689c18-05d3-44bf-a7af-5a45336d732c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-098aec5c-a7f7-4097-b82f-e82bbe660f82' class='xr-var-data-in' type='checkbox'><label for='data-098aec5c-a7f7-4097-b82f-e82bbe660f82' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Eastward Wind</dd><dt><span>original_name :</span></dt><dd>ua</dd><dt><span>standard_name :</span></dt><dd>eastward_wind</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>ua</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-080ca409-790a-4a10-b50a-6dfc8f1ac5e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-080ca409-790a-4a10-b50a-6dfc8f1ac5e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7d1ba5d5-ef13-44ad-994b-7fd4ddbe3f01' class='xr-var-data-in' type='checkbox'><label for='data-7d1ba5d5-ef13-44ad-994b-7fd4ddbe3f01' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Eastward Wind</dd><dt><span>original_name :</span></dt><dd>ua</dd><dt><span>standard_name :</span></dt><dd>eastward_wind</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2465,7 +2465,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>va</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-8dff3676-3966-49d8-bf21-ac5215f1bfb4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8dff3676-3966-49d8-bf21-ac5215f1bfb4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-12228a77-4d0e-427b-a753-2697616a8f73' class='xr-var-data-in' type='checkbox'><label for='data-12228a77-4d0e-427b-a753-2697616a8f73' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Northward Wind</dd><dt><span>original_name :</span></dt><dd>va</dd><dt><span>standard_name :</span></dt><dd>northward_wind</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>va</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-c369d5ee-1be9-4cae-8103-3544ebe84222' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c369d5ee-1be9-4cae-8103-3544ebe84222' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-def46452-b183-43ad-8ed2-6aa6c3a51e09' class='xr-var-data-in' type='checkbox'><label for='data-def46452-b183-43ad-8ed2-6aa6c3a51e09' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>Northward Wind</dd><dt><span>original_name :</span></dt><dd>va</dd><dt><span>standard_name :</span></dt><dd>northward_wind</dd><dt><span>units :</span></dt><dd>m s-1</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2590,7 +2590,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wap</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-971d5711-ca8e-4a87-aa2a-ae8413d6a340' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-971d5711-ca8e-4a87-aa2a-ae8413d6a340' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8ebe78db-3875-4cb2-b84a-eab198d48c9d' class='xr-var-data-in' type='checkbox'><label for='data-8ebe78db-3875-4cb2-b84a-eab198d48c9d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>omega (=dp/dt)</dd><dt><span>original_name :</span></dt><dd>wap</dd><dt><span>standard_name :</span></dt><dd>lagrangian_tendency_of_air_pressure</dd><dt><span>units :</span></dt><dd>Pa s-1</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>wap</span></div><div class='xr-var-dims'>(time, plev, lat, lon)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(4, 19, 360, 576), meta=np.ndarray&gt;</div><input id='attrs-750b4929-40a3-438b-b034-fbc5ee828633' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-750b4929-40a3-438b-b034-fbc5ee828633' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bef846f-fbf1-4984-833e-b889dd010728' class='xr-var-data-in' type='checkbox'><label for='data-5bef846f-fbf1-4984-833e-b889dd010728' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacella</dd><dt><span>cell_methods :</span></dt><dd>time: mean</dd><dt><span>interp_method :</span></dt><dd>conserve_order2</dd><dt><span>long_name :</span></dt><dd>omega (=dp/dt)</dd><dt><span>original_name :</span></dt><dd>wap</dd><dt><span>standard_name :</span></dt><dd>lagrangian_tendency_of_air_pressure</dd><dt><span>units :</span></dt><dd>Pa s-1</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2715,12 +2715,12 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-645b1b03-ec19-49b2-b2bd-1a2eb35c9b87' class='xr-section-summary-in' type='checkbox'  ><label for='section-645b1b03-ec19-49b2-b2bd-1a2eb35c9b87' class='xr-section-summary' >Indexes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>bnds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-18aee08d-5381-489f-9538-96f50ea8fe00' class='xr-index-data-in' type='checkbox'/><label for='index-18aee08d-5381-489f-9538-96f50ea8fe00' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.0, 2.0], dtype=&#x27;float64&#x27;, name=&#x27;bnds&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-ee107866-fbe3-420f-84e8-451f10eed56b' class='xr-index-data-in' type='checkbox'/><label for='index-ee107866-fbe3-420f-84e8-451f10eed56b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.75, -89.25, -88.75, -88.25, -87.75, -87.25, -86.75, -86.25, -85.75,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-a6ebfcef-792d-4071-b050-ba409c11e6dc' class='xr-section-summary-in' type='checkbox'  ><label for='section-a6ebfcef-792d-4071-b050-ba409c11e6dc' class='xr-section-summary' >Indexes: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>bnds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-14e29e2c-a0a9-450e-b057-c64e2b719ee2' class='xr-index-data-in' type='checkbox'/><label for='index-14e29e2c-a0a9-450e-b057-c64e2b719ee2' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.0, 2.0], dtype=&#x27;float64&#x27;, name=&#x27;bnds&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lat</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2fec52d2-ca2c-4674-b2e4-edb11931dd04' class='xr-index-data-in' type='checkbox'/><label for='index-2fec52d2-ca2c-4674-b2e4-edb11931dd04' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-89.75, -89.25, -88.75, -88.25, -87.75, -87.25, -86.75, -86.25, -85.75,
        -85.25,
        ...
         85.25,  85.75,  86.25,  86.75,  87.25,  87.75,  88.25,  88.75,  89.25,
         89.75],
-      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fd616123-4759-475e-82de-83b494704b23' class='xr-index-data-in' type='checkbox'/><label for='index-fd616123-4759-475e-82de-83b494704b23' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([            0.3125, 0.9374999999999999,             1.5625,
+      dtype=&#x27;float64&#x27;, name=&#x27;lat&#x27;, length=360))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>lon</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c2f6af6d-147c-473a-a639-3c80c41c3124' class='xr-index-data-in' type='checkbox'/><label for='index-c2f6af6d-147c-473a-a639-3c80c41c3124' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([            0.3125, 0.9374999999999999,             1.5625,
                    2.1875,             2.8125,             3.4375,
                    4.0625,             4.6875,             5.3125,
                    5.9375,
@@ -2729,10 +2729,10 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
                  355.9375,           356.5625,           357.1875,
                  357.8125,           358.4375,           359.0625,
                  359.6875],
-      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=576))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>plev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0aaf5bd7-875b-4192-a956-0137960321e8' class='xr-index-data-in' type='checkbox'/><label for='index-0aaf5bd7-875b-4192-a956-0137960321e8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([100000.0,  92500.0,  85000.0,  70000.0,  60000.0,  50000.0,  40000.0,
+      dtype=&#x27;float64&#x27;, name=&#x27;lon&#x27;, length=576))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>plev</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-344fa0a2-ef18-4a08-8740-bf48cf922a5d' class='xr-index-data-in' type='checkbox'/><label for='index-344fa0a2-ef18-4a08-8740-bf48cf922a5d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([100000.0,  92500.0,  85000.0,  70000.0,  60000.0,  50000.0,  40000.0,
         30000.0,  25000.0,  20000.0,  15000.0,  10000.0,   7000.0,   5000.0,
          3000.0,   2000.0,   1000.0,    500.0,    100.0],
-      dtype=&#x27;float64&#x27;, name=&#x27;plev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-dd5730f9-ea3b-40dc-a294-d9948c0adf4f' class='xr-index-data-in' type='checkbox'/><label for='index-dd5730f9-ea3b-40dc-a294-d9948c0adf4f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1950-01-16 12:00:00, 1950-02-15 00:00:00, 1950-03-16 12:00:00,
+      dtype=&#x27;float64&#x27;, name=&#x27;plev&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a920d825-2eea-46d8-a792-46e1f35fef44' class='xr-index-data-in' type='checkbox'/><label for='index-a920d825-2eea-46d8-a792-46e1f35fef44' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1950-01-16 12:00:00, 1950-02-15 00:00:00, 1950-03-16 12:00:00,
              1950-04-16 00:00:00, 1950-05-16 12:00:00, 1950-06-16 00:00:00,
              1950-07-16 12:00:00, 1950-08-16 12:00:00, 1950-09-16 00:00:00,
              1950-10-16 12:00:00,
@@ -2741,7 +2741,7 @@ <h1>Load the CMIP6 HighResMIP data<a class="headerlink" href="#load-the-cmip6-hi
              2050-06-16 00:00:00, 2050-07-16 12:00:00, 2050-08-16 12:00:00,
              2050-09-16 00:00:00, 2050-10-16 12:00:00, 2050-11-16 00:00:00,
              2050-12-16 12:00:00],
-            dtype=&#x27;object&#x27;, length=1212, calendar=&#x27;julian&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-61d240e9-6f52-4b0a-b746-536e38c0bbc2' class='xr-section-summary-in' type='checkbox'  ><label for='section-61d240e9-6f52-4b0a-b746-536e38c0bbc2' class='xr-section-summary' >Attributes: <span>(51)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.0 UGRID-1.0</dd><dt><span>activity_id :</span></dt><dd>HighResMIP</dd><dt><span>branch_method :</span></dt><dd>none provided</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>comment :</span></dt><dd>&lt;null ref&gt;</dd><dt><span>contact :</span></dt><dd>gfdl.climate.model.info@noaa.gov</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>forced atmosphere experiment for 1950-2014</dd><dt><span>experiment_id :</span></dt><dd>highresSST-present</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFDL-CM4C192.highresSST-present.none.r1i1p1f1</dd><dt><span>grid_label :</span></dt><dd>gr3</dd><dt><span>history :</span></dt><dd>File was processed by fremetar (GFDL analog of CMOR). TripleID: [exper_id_1IW5hHhpew,realiz_id_cjfAsES9qh,run_id_Lbw0oduYeI]</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA</dd><dt><span>institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NOAA-GFDL is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>no parent</dd><dt><span>parent_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_mip_era :</span></dt><dd>no parent</dd><dt><span>parent_source_id :</span></dt><dd>no parent</dd><dt><span>parent_variant_label :</span></dt><dd>no parent</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>see further_info_url attribute</dd><dt><span>source :</span></dt><dd>GFDL-CM4C192 (2018): atmos: GFDL-AM4C192 (Cubed-sphere c192 - 0.5 degree nominal horizontal resolution; 720 x 360 longitude/latitude; 33 levels; top level 1 hPa); ocean: GFDL-OM4p25 (GFDL-MOM6, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 75 levels; top grid cell 0-2 m); seaIce: GFDL-SIM4p25 (GFDL-SIS2.0, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 5 layers; 5 thickness categories); land: GFDL-LM4.0.1; aerosol: interactive; atmosChem: fast chemistry, aerosol only; landIce: GFDL-LM4.0.1
+            dtype=&#x27;object&#x27;, length=1212, calendar=&#x27;julian&#x27;, freq=None))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f339d0be-ddca-4673-afe5-4fd1f9303004' class='xr-section-summary-in' type='checkbox'  ><label for='section-f339d0be-ddca-4673-afe5-4fd1f9303004' class='xr-section-summary' >Attributes: <span>(51)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.0 UGRID-1.0</dd><dt><span>activity_id :</span></dt><dd>HighResMIP</dd><dt><span>branch_method :</span></dt><dd>none provided</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>comment :</span></dt><dd>&lt;null ref&gt;</dd><dt><span>contact :</span></dt><dd>gfdl.climate.model.info@noaa.gov</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>forced atmosphere experiment for 1950-2014</dd><dt><span>experiment_id :</span></dt><dd>highresSST-present</dd><dt><span>external_variables :</span></dt><dd>areacella</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>mon</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFDL-CM4C192.highresSST-present.none.r1i1p1f1</dd><dt><span>grid_label :</span></dt><dd>gr3</dd><dt><span>history :</span></dt><dd>File was processed by fremetar (GFDL analog of CMOR). TripleID: [exper_id_1IW5hHhpew,realiz_id_cjfAsES9qh,run_id_Lbw0oduYeI]</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA</dd><dt><span>institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NOAA-GFDL is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>100 km</dd><dt><span>parent_activity_id :</span></dt><dd>no parent</dd><dt><span>parent_experiment_id :</span></dt><dd>no parent</dd><dt><span>parent_mip_era :</span></dt><dd>no parent</dd><dt><span>parent_source_id :</span></dt><dd>no parent</dd><dt><span>parent_variant_label :</span></dt><dd>no parent</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>atmos</dd><dt><span>references :</span></dt><dd>see further_info_url attribute</dd><dt><span>source :</span></dt><dd>GFDL-CM4C192 (2018): atmos: GFDL-AM4C192 (Cubed-sphere c192 - 0.5 degree nominal horizontal resolution; 720 x 360 longitude/latitude; 33 levels; top level 1 hPa); ocean: GFDL-OM4p25 (GFDL-MOM6, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 75 levels; top grid cell 0-2 m); seaIce: GFDL-SIM4p25 (GFDL-SIS2.0, tripolar - nominal 0.25 deg; 1440 x 1080 longitude/latitude; 5 layers; 5 thickness categories); land: GFDL-LM4.0.1; aerosol: interactive; atmosChem: fast chemistry, aerosol only; landIce: GFDL-LM4.0.1
 (GFDL ID: 2019_0287)</dd><dt><span>source_id :</span></dt><dd>GFDL-CM4C192</dd><dt><span>source_type :</span></dt><dd>AGCM AER</dd><dt><span>sub_experiment :</span></dt><dd>none</dd><dt><span>sub_experiment_id :</span></dt><dd>none</dd><dt><span>table_id :</span></dt><dd>Amon</dd><dt><span>title :</span></dt><dd>NOAA GFDL GFDL-CM4C192 model output prepared for CMIP6 forced atmosphere experiment for 1950-2014</dd><dt><span>variant_info :</span></dt><dd>N/A</dd><dt><span>variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>version_id :</span></dt><dd>v20180701</dd><dt><span>intake_esm_attrs:activity_id :</span></dt><dd>HighResMIP</dd><dt><span>intake_esm_attrs:institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>intake_esm_attrs:source_id :</span></dt><dd>GFDL-CM4C192</dd><dt><span>intake_esm_attrs:experiment_id :</span></dt><dd>highresSST-present</dd><dt><span>intake_esm_attrs:member_id :</span></dt><dd>r1i1p1f1</dd><dt><span>intake_esm_attrs:table_id :</span></dt><dd>Amon</dd><dt><span>intake_esm_attrs:grid_label :</span></dt><dd>gr3</dd><dt><span>intake_esm_attrs:version :</span></dt><dd>20180701</dd><dt><span>intake_esm_attrs:_data_format_ :</span></dt><dd>zarr</dd><dt><span>intake_esm_dataset_key :</span></dt><dd>HighResMIP.NOAA-GFDL.GFDL-CM4C192.highresSST-present.Amon.gr3</dd></dl></div></li></ul></div></div></div></div>
 </div>
 </section>
diff --git a/notebooks/cfc-ocean.html b/notebooks/cfc-ocean.html
index e0151e6..6624f6c 100644
--- a/notebooks/cfc-ocean.html
+++ b/notebooks/cfc-ocean.html
@@ -487,8 +487,8 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting git+https://github.com/mathause/regionmask.git
-  Cloning https://github.com/mathause/regionmask.git to /tmp/pip-req-build-9thy1o78
-  Running command git clone --filter=blob:none --quiet https://github.com/mathause/regionmask.git /tmp/pip-req-build-9thy1o78
+  Cloning https://github.com/mathause/regionmask.git to /tmp/pip-req-build-qdtj733w
+  Running command git clone --filter=blob:none --quiet https://github.com/mathause/regionmask.git /tmp/pip-req-build-qdtj733w
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  Resolved https://github.com/mathause/regionmask.git to commit 8fa448e1ae9131ecb028b52ce3740d3627d8fe75
@@ -509,6 +509,9 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> -
 </pre></div>
 </div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> \
+</pre></div>
+</div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> done
 </pre></div>
 </div>
@@ -538,12 +541,12 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 Requirement already satisfied: rasterio&gt;=1.2 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from regionmask==0.9.0.post1.dev95+g8fa448e) (1.3.10)
 Requirement already satisfied: shapely&gt;=1.8 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from regionmask==0.9.0.post1.dev95+g8fa448e) (2.0.4)
 Requirement already satisfied: xarray&gt;=0.20 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from regionmask==0.9.0.post1.dev95+g8fa448e) (2024.6.0)
-Requirement already satisfied: fiona&gt;=1.8.21 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (1.9.6)
-Requirement already satisfied: pandas&gt;=1.4.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (2.2.2)
-Requirement already satisfied: pyproj&gt;=3.3.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (3.6.1)
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: platformdirs&gt;=2.5.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pooch&gt;=1.4-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (4.2.2)
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: fiona&gt;=1.8.21 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (1.9.6)
+Requirement already satisfied: pandas&gt;=1.4.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (2.2.2)
+Requirement already satisfied: pyproj&gt;=3.3.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (3.6.1)
+Requirement already satisfied: platformdirs&gt;=2.5.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pooch&gt;=1.4-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (4.2.2)
 Requirement already satisfied: requests&gt;=2.19.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pooch&gt;=1.4-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (2.32.3)
 Requirement already satisfied: affine in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from rasterio&gt;=1.2-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (2.4.0)
 Requirement already satisfied: attrs in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from rasterio&gt;=1.2-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (23.2.0)
@@ -561,9 +564,7 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: python-dateutil&gt;=2.8.2 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pandas&gt;=1.4.0-&gt;geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (2.9.0)
 Requirement already satisfied: pytz&gt;=2020.1 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pandas&gt;=1.4.0-&gt;geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (2024.1)
 Requirement already satisfied: tzdata&gt;=2022.7 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pandas&gt;=1.4.0-&gt;geopandas&gt;=0.10-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (2024.1)
-</pre></div>
-</div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: charset-normalizer&lt;4,&gt;=2 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from requests&gt;=2.19.0-&gt;pooch&gt;=1.4-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (3.3.2)
+Requirement already satisfied: charset-normalizer&lt;4,&gt;=2 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from requests&gt;=2.19.0-&gt;pooch&gt;=1.4-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (3.3.2)
 Requirement already satisfied: idna&lt;4,&gt;=2.5 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from requests&gt;=2.19.0-&gt;pooch&gt;=1.4-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (3.7)
 Requirement already satisfied: urllib3&lt;3,&gt;=1.21.1 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from requests&gt;=2.19.0-&gt;pooch&gt;=1.4-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (2.2.1)
 Requirement already satisfied: pyparsing&gt;=2.1.6 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from snuggs&gt;=1.4.1-&gt;rasterio&gt;=1.2-&gt;regionmask==0.9.0.post1.dev95+g8fa448e) (3.1.2)
@@ -576,8 +577,8 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> done
-?25h  Created wheel for regionmask: filename=regionmask-0.9.0.post1.dev95+g8fa448e-py3-none-any.whl size=68020 sha256=f5dcb31fed8f3b641d0478436afeb340bc4eeefa63e4391425ee7e32d43568ef
-  Stored in directory: /tmp/pip-ephem-wheel-cache-_hhr0r4v/wheels/1a/62/0f/f392f37f9bd2d2d61b9a6b63de17bb421b3f7c2972b03c9934
+?25h  Created wheel for regionmask: filename=regionmask-0.9.0.post1.dev95+g8fa448e-py3-none-any.whl size=68020 sha256=679a0aef2896fa671c79851d9e1089121e6a43f0dd3e8f3e74145bb4a3c2052e
+  Stored in directory: /tmp/pip-ephem-wheel-cache-ipbms3_f/wheels/1a/62/0f/f392f37f9bd2d2d61b9a6b63de17bb421b3f7c2972b03c9934
 Successfully built regionmask
 </pre></div>
 </div>
@@ -601,8 +602,10 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting git+https://github.com/jbusecke/xmip.git
-  Cloning https://github.com/jbusecke/xmip.git to /tmp/pip-req-build-8r3g5lr0
-  Running command git clone --filter=blob:none --quiet https://github.com/jbusecke/xmip.git /tmp/pip-req-build-8r3g5lr0
+  Cloning https://github.com/jbusecke/xmip.git to /tmp/pip-req-build-n63s6b1x
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  Running command git clone --filter=blob:none --quiet https://github.com/jbusecke/xmip.git /tmp/pip-req-build-n63s6b1x
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  Resolved https://github.com/jbusecke/xmip.git to commit aff665950556abc1bdbae521c308a86f9ef8899a
@@ -636,18 +639,20 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting xgcm&lt;0.7.0 (from xmip==0.7.3.dev20+gaff6659)
-  Downloading xgcm-0.6.1-py3-none-any.whl.metadata (6.0 kB)
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  Downloading xgcm-0.6.1-py3-none-any.whl.metadata (6.0 kB)
 Requirement already satisfied: cftime in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xmip==0.7.3.dev20+gaff6659) (1.6.4)
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting xarrayutils (from xmip==0.7.3.dev20+gaff6659)
   Downloading xarrayutils-2.0.1-py3-none-any.whl.metadata (3.2 kB)
-Requirement already satisfied: pint in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xmip==0.7.3.dev20+gaff6659) (0.24)
-Requirement already satisfied: cf-xarray&gt;=0.6.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xmip==0.7.3.dev20+gaff6659) (0.9.1)
-Requirement already satisfied: pint-xarray in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xmip==0.7.3.dev20+gaff6659) (0.3)
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: packaging&gt;=23.1 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xarray&gt;=0.17.0-&gt;xmip==0.7.3.dev20+gaff6659) (24.1)
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: pint in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xmip==0.7.3.dev20+gaff6659) (0.24)
+Requirement already satisfied: cf-xarray&gt;=0.6.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xmip==0.7.3.dev20+gaff6659) (0.9.1)
+Requirement already satisfied: pint-xarray in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xmip==0.7.3.dev20+gaff6659) (0.3)
+Requirement already satisfied: packaging&gt;=23.1 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from xarray&gt;=0.17.0-&gt;xmip==0.7.3.dev20+gaff6659) (24.1)
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: python-dateutil&gt;=2.8.2 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pandas-&gt;xmip==0.7.3.dev20+gaff6659) (2.9.0)
@@ -680,25 +685,21 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Downloading xgcm-0.6.1-py3-none-any.whl (60 kB)
 ?25l   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ <span class=" -Color -Color-Green">0.0/60.4 kB</span> <span class=" -Color -Color-Red">?</span> eta <span class=" -Color -Color-Cyan">-:--:--</span>
-   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ <span class=" -Color -Color-Green">60.4/60.4 kB</span> <span class=" -Color -Color-Red">4.0 MB/s</span> eta <span class=" -Color -Color-Cyan">0:00:00</span>
-?25h
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Downloading xarrayutils-2.0.1-py3-none-any.whl (46 kB)
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ <span class=" -Color -Color-Green">60.4/60.4 kB</span> <span class=" -Color -Color-Red">2.4 MB/s</span> eta <span class=" -Color -Color-Cyan">0:00:00</span>
+?25hDownloading xarrayutils-2.0.1-py3-none-any.whl (46 kB)
 ?25l   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ <span class=" -Color -Color-Green">0.0/46.8 kB</span> <span class=" -Color -Color-Red">?</span> eta <span class=" -Color -Color-Cyan">-:--:--</span>
-   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ <span class=" -Color -Color-Green">46.8/46.8 kB</span> <span class=" -Color -Color-Red">9.9 MB/s</span> eta <span class=" -Color -Color-Cyan">0:00:00</span>
+   ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ <span class=" -Color -Color-Green">46.8/46.8 kB</span> <span class=" -Color -Color-Red">14.2 MB/s</span> eta <span class=" -Color -Color-Cyan">0:00:00</span>
 ?25hBuilding wheels for collected packages: xmip
 </pre></div>
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  Building wheel for xmip (pyproject.toml) ... ?25l-
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> \
-</pre></div>
-</div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> done
-?25h  Created wheel for xmip: filename=xmip-0.7.3.dev20+gaff6659-py3-none-any.whl size=58791 sha256=9707a3d7aa690686179c2cf525f14ed090e10dd0cc17cc06767c3cf4c6a084f8
-  Stored in directory: /tmp/pip-ephem-wheel-cache-luibntfr/wheels/14/81/1d/2382ef5c4df3bc79c5b5a3c37400af047e5a775a4b2cf79b42
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span> \ done
+?25h  Created wheel for xmip: filename=xmip-0.7.3.dev20+gaff6659-py3-none-any.whl size=58791 sha256=e636c246da47019a23b1e9c2147d8b2d2dcd2614178ee472e9c81369a92cb2f4
+  Stored in directory: /tmp/pip-ephem-wheel-cache-98rgolae/wheels/14/81/1d/2382ef5c4df3bc79c5b5a3c37400af047e5a775a4b2cf79b42
 Successfully built xmip
 </pre></div>
 </div>
@@ -711,9 +712,7 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
 </div>
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  Attempting uninstall: xmip
     Found existing installation: xmip 0.7.2
-</pre></div>
-</div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>    Uninstalling xmip-0.7.2:
+    Uninstalling xmip-0.7.2:
       Successfully uninstalled xmip-0.7.2
 </pre></div>
 </div>
@@ -753,7 +752,7 @@ <h1>Pip install <code class="docutils literal notranslate"><span class="pre">reg
     <div style="width: 24px; height: 24px; background-color: #e1e1e1; border: 3px solid #9D9D9D; border-radius: 5px; position: absolute;"> </div>
     <div style="margin-left: 48px;">
         <h3 style="margin-bottom: 0px;">Client</h3>
-        <p style="color: #9D9D9D; margin-bottom: 0px;">Client-5d785609-2aa1-11ef-8a55-6045bde8dbe6</p>
+        <p style="color: #9D9D9D; margin-bottom: 0px;">Client-80d596d5-2aa4-11ef-8a21-000d3a3daf99</p>
         <table style="width: 100%; text-align: left;">
 
         <tr>
@@ -784,7 +783,7 @@ <h3 style="margin-bottom: 0px;">Client</h3>
     </div>
     <div style="margin-left: 48px;">
         <h3 style="margin-bottom: 0px; margin-top: 0px;">LocalCluster</h3>
-        <p style="color: #9D9D9D; margin-bottom: 0px;">a70b6b89</p>
+        <p style="color: #9D9D9D; margin-bottom: 0px;">83ff6b74</p>
         <table style="width: 100%; text-align: left;">
             <tr>
                 <td style="text-align: left;">
@@ -821,11 +820,11 @@ <h3 style="display: inline;">Scheduler Info</h3>
         <div style="width: 24px; height: 24px; background-color: #FFF7E5; border: 3px solid #FF6132; border-radius: 5px; position: absolute;"> </div>
         <div style="margin-left: 48px;">
             <h3 style="margin-bottom: 0px;">Scheduler</h3>
-            <p style="color: #9D9D9D; margin-bottom: 0px;">Scheduler-85ddd5da-330f-4bab-8768-56371ac4514d</p>
+            <p style="color: #9D9D9D; margin-bottom: 0px;">Scheduler-fafe52fb-8f7a-4d52-a929-26f2911fd00f</p>
             <table style="width: 100%; text-align: left;">
                 <tr>
                     <td style="text-align: left;">
-                        <strong>Comm:</strong> tcp://127.0.0.1:40073
+                        <strong>Comm:</strong> tcp://127.0.0.1:40965
                     </td>
                     <td style="text-align: left;">
                         <strong>Workers:</strong> 4
@@ -867,7 +866,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 0</h4>
                 <table style="width: 100%; text-align: left;">
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Comm: </strong> tcp://127.0.0.1:33365
+                            <strong>Comm: </strong> tcp://127.0.0.1:37379
                         </td>
                         <td style="text-align: left;">
                             <strong>Total threads: </strong> 1
@@ -875,7 +874,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 0</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:34163/status" target="_blank">http://127.0.0.1:34163/status</a>
+                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:42703/status" target="_blank">http://127.0.0.1:42703/status</a>
                         </td>
                         <td style="text-align: left;">
                             <strong>Memory: </strong> 3.90 GiB
@@ -883,13 +882,13 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 0</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Nanny: </strong> tcp://127.0.0.1:33825
+                            <strong>Nanny: </strong> tcp://127.0.0.1:38605
                         </td>
                         <td style="text-align: left;"></td>
                     </tr>
                     <tr>
                         <td colspan="2" style="text-align: left;">
-                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-koi7d2b2
+                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ffqxsqcv
                         </td>
                     </tr>
 
@@ -912,7 +911,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 1</h4>
                 <table style="width: 100%; text-align: left;">
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Comm: </strong> tcp://127.0.0.1:35227
+                            <strong>Comm: </strong> tcp://127.0.0.1:44447
                         </td>
                         <td style="text-align: left;">
                             <strong>Total threads: </strong> 1
@@ -920,7 +919,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 1</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:35025/status" target="_blank">http://127.0.0.1:35025/status</a>
+                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:42629/status" target="_blank">http://127.0.0.1:42629/status</a>
                         </td>
                         <td style="text-align: left;">
                             <strong>Memory: </strong> 3.90 GiB
@@ -928,13 +927,13 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 1</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Nanny: </strong> tcp://127.0.0.1:43147
+                            <strong>Nanny: </strong> tcp://127.0.0.1:33795
                         </td>
                         <td style="text-align: left;"></td>
                     </tr>
                     <tr>
                         <td colspan="2" style="text-align: left;">
-                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-d7tyq7e0
+                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-80fvpewv
                         </td>
                     </tr>
 
@@ -957,7 +956,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 2</h4>
                 <table style="width: 100%; text-align: left;">
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Comm: </strong> tcp://127.0.0.1:38867
+                            <strong>Comm: </strong> tcp://127.0.0.1:41563
                         </td>
                         <td style="text-align: left;">
                             <strong>Total threads: </strong> 1
@@ -965,7 +964,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 2</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:43717/status" target="_blank">http://127.0.0.1:43717/status</a>
+                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:33067/status" target="_blank">http://127.0.0.1:33067/status</a>
                         </td>
                         <td style="text-align: left;">
                             <strong>Memory: </strong> 3.90 GiB
@@ -973,13 +972,13 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 2</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Nanny: </strong> tcp://127.0.0.1:38435
+                            <strong>Nanny: </strong> tcp://127.0.0.1:45507
                         </td>
                         <td style="text-align: left;"></td>
                     </tr>
                     <tr>
                         <td colspan="2" style="text-align: left;">
-                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-w3ekrh5i
+                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-5q7f2z9_
                         </td>
                     </tr>
 
@@ -1002,7 +1001,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 3</h4>
                 <table style="width: 100%; text-align: left;">
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Comm: </strong> tcp://127.0.0.1:37737
+                            <strong>Comm: </strong> tcp://127.0.0.1:38141
                         </td>
                         <td style="text-align: left;">
                             <strong>Total threads: </strong> 1
@@ -1010,7 +1009,7 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 3</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:35833/status" target="_blank">http://127.0.0.1:35833/status</a>
+                            <strong>Dashboard: </strong> <a href="http://127.0.0.1:35007/status" target="_blank">http://127.0.0.1:35007/status</a>
                         </td>
                         <td style="text-align: left;">
                             <strong>Memory: </strong> 3.90 GiB
@@ -1018,13 +1017,13 @@ <h4 style="margin-bottom: 0px; display: inline;">Worker: 3</h4>
                     </tr>
                     <tr>
                         <td style="text-align: left;">
-                            <strong>Nanny: </strong> tcp://127.0.0.1:46743
+                            <strong>Nanny: </strong> tcp://127.0.0.1:45325
                         </td>
                         <td style="text-align: left;"></td>
                     </tr>
                     <tr>
                         <td colspan="2" style="text-align: left;">
-                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-iqzs2jdb
+                            <strong>Local directory: </strong> /tmp/dask-scratch-space/worker-ri2n28fw
                         </td>
                     </tr>
 
@@ -1695,7 +1694,7 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
     variant_label:          r1i1p1f1
     status:                 2019-11-16;created;by nhn2@columbia.edu
     netcdf_tracking_ids:    hdl:21.14100/e3b86300-29b2-4220-97ce-40fa504858e5...
-    version_id:             v20180701</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6ed71b21-6d3f-41d7-a1ef-4eef56200975' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6ed71b21-6d3f-41d7-a1ef-4eef56200975' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>bnds</span>: 2</li><li><span class='xr-has-index'>y</span>: 1080</li><li><span class='xr-has-index'>x</span>: 1440</li><li><span>vertex</span>: 4</li><li><span class='xr-has-index'>time</span>: 60225</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-6695bb22-4130-427e-904a-46606b30bb81' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6695bb22-4130-427e-904a-46606b30bb81' class='xr-section-summary' >Coordinates: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0</div><input id='attrs-1056d2a3-aafc-42ae-a07d-1817a5cd1e0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1056d2a3-aafc-42ae-a07d-1817a5cd1e0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5660967d-4ad2-4216-81aa-95b43730c905' class='xr-var-data-in' type='checkbox'><label for='data-5660967d-4ad2-4216-81aa-95b43730c905' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>vertex number</dd></dl></div><div class='xr-var-data'><pre>array([1., 2.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-cbf4a487-6fff-4931-8970-c6b2a908552f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-cbf4a487-6fff-4931-8970-c6b2a908552f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c3f76c06-f809-4758-a1cb-ef7adb59d2b8' class='xr-var-data-in' type='checkbox'><label for='data-c3f76c06-f809-4758-a1cb-ef7adb59d2b8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>
+    version_id:             v20180701</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-c6110d35-55db-47da-a965-4074af028fa5' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c6110d35-55db-47da-a965-4074af028fa5' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>bnds</span>: 2</li><li><span class='xr-has-index'>y</span>: 1080</li><li><span class='xr-has-index'>x</span>: 1440</li><li><span>vertex</span>: 4</li><li><span class='xr-has-index'>time</span>: 60225</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-3f7b3995-4ffd-4c78-b716-58cb4ffff5f8' class='xr-section-summary-in' type='checkbox'  checked><label for='section-3f7b3995-4ffd-4c78-b716-58cb4ffff5f8' class='xr-section-summary' >Coordinates: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>bnds</span></div><div class='xr-var-dims'>(bnds)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>1.0 2.0</div><input id='attrs-c3206b2a-39b7-4951-ba50-6b6c809ce2e9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-c3206b2a-39b7-4951-ba50-6b6c809ce2e9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ce8b45a7-1724-4605-a5cd-f690235d7079' class='xr-var-data-in' type='checkbox'><label for='data-ce8b45a7-1724-4605-a5cd-f690235d7079' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>vertex number</dd></dl></div><div class='xr-var-data'><pre>array([1., 2.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-72bf452d-40d5-4b8f-9c48-e010e4006620' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-72bf452d-40d5-4b8f-9c48-e010e4006620' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ca494dbf-dd82-427b-b672-2945f3f514e7' class='xr-var-data-in' type='checkbox'><label for='data-ca494dbf-dd82-427b-b672-2945f3f514e7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1750,7 +1749,7 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(y, x, vertex)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440, 4), meta=np.ndarray&gt;</div><input id='attrs-79ec3292-912f-4a93-bcdb-d116a3982735' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79ec3292-912f-4a93-bcdb-d116a3982735' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-452f3ee1-fc0b-4018-b820-70dd0cf80afb' class='xr-var-data-in' type='checkbox'><label for='data-452f3ee1-fc0b-4018-b820-70dd0cf80afb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude bounds</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lat_bnds</span></div><div class='xr-var-dims'>(y, x, vertex)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440, 4), meta=np.ndarray&gt;</div><input id='attrs-f2f5d0d0-4a94-4423-bc40-1886e0f89e69' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f2f5d0d0-4a94-4423-bc40-1886e0f89e69' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4a17b6fc-4f54-46f2-8f61-b81f97fba7b5' class='xr-var-data-in' type='checkbox'><label for='data-4a17b6fc-4f54-46f2-8f61-b81f97fba7b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>latitude bounds</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1828,7 +1827,7 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-56aedfd3-9438-4999-a8a3-0076c56e701d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-56aedfd3-9438-4999-a8a3-0076c56e701d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a84f7e30-984d-4ab8-8c87-7f9bda5bc78d' class='xr-var-data-in' type='checkbox'><label for='data-a84f7e30-984d-4ab8-8c87-7f9bda5bc78d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-f8c4707b-f2e4-48ed-ba9f-73909b356f6a' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f8c4707b-f2e4-48ed-ba9f-73909b356f6a' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-85ea543d-a130-41e3-82d6-7b4c6446a69c' class='xr-var-data-in' type='checkbox'><label for='data-85ea543d-a130-41e3-82d6-7b4c6446a69c' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1883,7 +1882,7 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(y, x, vertex)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440, 4), meta=np.ndarray&gt;</div><input id='attrs-9601a138-9adc-4823-9650-f8aba8b0ad54' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9601a138-9adc-4823-9650-f8aba8b0ad54' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-e5c43288-880d-4875-888e-61bbce3b0a07' class='xr-var-data-in' type='checkbox'><label for='data-e5c43288-880d-4875-888e-61bbce3b0a07' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude bounds</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon_bnds</span></div><div class='xr-var-dims'>(y, x, vertex)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440, 4), meta=np.ndarray&gt;</div><input id='attrs-f3795ade-173e-4a9c-808b-4d89e465cd4e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f3795ade-173e-4a9c-808b-4d89e465cd4e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-13c8c21a-2dba-41ac-94f1-167130cb40be' class='xr-var-data-in' type='checkbox'><label for='data-13c8c21a-2dba-41ac-94f1-167130cb40be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>longitude bounds</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -1961,13 +1960,13 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-01-01 12:00:00 ... 2014-12-...</div><input id='attrs-7febfd1a-06c3-417b-880b-177fa5e42464' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7febfd1a-06c3-417b-880b-177fa5e42464' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-16c50459-9c30-407d-bb8a-3429a01a7d34' class='xr-var-data-in' type='checkbox'><label for='data-16c50459-9c30-407d-bb8a-3429a01a7d34' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 1, 1, 12, 0, 0, 0, has_year_zero=True),
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1850-01-01 12:00:00 ... 2014-12-...</div><input id='attrs-7e4fe912-5128-4f24-86ff-88f21e19066d' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e4fe912-5128-4f24-86ff-88f21e19066d' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-25ab466f-fb73-4bcc-b1e3-24a28d861b53' class='xr-var-data-in' type='checkbox'><label for='data-25ab466f-fb73-4bcc-b1e3-24a28d861b53' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1850, 1, 1, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(1850, 1, 2, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(1850, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,
        cftime.DatetimeNoLeap(2014, 12, 29, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(2014, 12, 30, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(2014, 12, 31, 12, 0, 0, 0, has_year_zero=True)],
-      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(30113, 1), meta=np.ndarray&gt;</div><input id='attrs-60453135-7293-4221-acb5-86d5d00b74ec' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-60453135-7293-4221-acb5-86d5d00b74ec' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-a4801f70-9348-49ba-b1f6-a50c7ba89ae0' class='xr-var-data-in' type='checkbox'><label for='data-a4801f70-9348-49ba-b1f6-a50c7ba89ae0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time axis boundaries</dd></dl></div><div class='xr-var-data'><table>
+      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time_bnds</span></div><div class='xr-var-dims'>(time, bnds)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(30113, 1), meta=np.ndarray&gt;</div><input id='attrs-87b42944-6acf-4bd4-adee-89ae7bbfcab2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87b42944-6acf-4bd4-adee-89ae7bbfcab2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-23881349-fc2d-4ef6-a911-5c358a29cc87' class='xr-var-data-in' type='checkbox'><label for='data-23881349-fc2d-4ef6-a911-5c358a29cc87' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>long_name :</span></dt><dd>time axis boundaries</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2024,9 +2023,9 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-299.7 -299.5 ... 59.78 60.03</div><input id='attrs-fe535568-327b-4dbd-be06-fc914e4d24d5' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-fe535568-327b-4dbd-be06-fc914e4d24d5' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-76cb5d2d-d32e-4ca5-b742-1641d1e30c2a' class='xr-var-data-in' type='checkbox'><label for='data-76cb5d2d-d32e-4ca5-b742-1641d1e30c2a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-299.724244, -299.476198, -299.22815 , ...,   59.531631,   59.77967 ,
-         60.027712])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-80.39 -80.31 ... 89.84 89.95</div><input id='attrs-79046156-b015-4ced-8848-a4e01537b3f1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-79046156-b015-4ced-8848-a4e01537b3f1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f9845537-1de5-4269-bd32-6d27f8de4f5d' class='xr-var-data-in' type='checkbox'><label for='data-f9845537-1de5-4269-bd32-6d27f8de4f5d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-80.389238, -80.308075, -80.226911, ...,  89.729781,  89.837868,
-        89.945956])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-6e80927d-dbaa-4c9e-b1fe-ffe2d1981272' class='xr-section-summary-in' type='checkbox'  checked><label for='section-6e80927d-dbaa-4c9e-b1fe-ffe2d1981272' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tos</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(18, 1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-f86d46c8-c1fd-4eb9-a8f6-21f7a2601afe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-f86d46c8-c1fd-4eb9-a8f6-21f7a2601afe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f59d5b27-dddb-4819-9208-8615706bd37e' class='xr-var-data-in' type='checkbox'><label for='data-f59d5b27-dddb-4819-9208-8615706bd37e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>original_name :</span></dt><dd>tos</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-299.7 -299.5 ... 59.78 60.03</div><input id='attrs-360ad7e2-5a84-4ef7-9598-39af69d6b1db' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-360ad7e2-5a84-4ef7-9598-39af69d6b1db' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b93435e-545e-467f-b60a-b9d1e26514b4' class='xr-var-data-in' type='checkbox'><label for='data-5b93435e-545e-467f-b60a-b9d1e26514b4' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-299.724244, -299.476198, -299.22815 , ...,   59.531631,   59.77967 ,
+         60.027712])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-80.39 -80.31 ... 89.84 89.95</div><input id='attrs-80b42b75-3078-48bf-9055-fe4a86093f90' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-80b42b75-3078-48bf-9055-fe4a86093f90' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-810f64f1-c05e-44b7-a3a1-0efe9b5720be' class='xr-var-data-in' type='checkbox'><label for='data-810f64f1-c05e-44b7-a3a1-0efe9b5720be' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-80.389238, -80.308075, -80.226911, ...,  89.729781,  89.837868,
+        89.945956])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-22d01417-4ed1-463d-bc16-cd19d0e192b1' class='xr-section-summary-in' type='checkbox'  checked><label for='section-22d01417-4ed1-463d-bc16-cd19d0e192b1' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>tos</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(18, 1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-2b5a8430-6577-4df7-825b-8f3c5efe1067' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-2b5a8430-6577-4df7-825b-8f3c5efe1067' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-257058ea-0a3b-4afd-8b6c-91f9ed3029e0' class='xr-var-data-in' type='checkbox'><label for='data-257058ea-0a3b-4afd-8b6c-91f9ed3029e0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>original_name :</span></dt><dd>tos</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2140,7 +2139,7 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
 </svg>
         </td>
     </tr>
-</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-b93bf243-9193-44ad-a330-9decead609c5' class='xr-section-summary-in' type='checkbox'  ><label for='section-b93bf243-9193-44ad-a330-9decead609c5' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>bnds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-6777e1c3-1e72-4ead-9945-e806092069d9' class='xr-index-data-in' type='checkbox'/><label for='index-6777e1c3-1e72-4ead-9945-e806092069d9' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.0, 2.0], dtype=&#x27;float64&#x27;, name=&#x27;bnds&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-0ff5f494-ff89-4247-8b47-f43bee3ddc3b' class='xr-index-data-in' type='checkbox'/><label for='index-0ff5f494-ff89-4247-8b47-f43bee3ddc3b' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1850-01-01 12:00:00, 1850-01-02 12:00:00, 1850-01-03 12:00:00,
+</table></div></li></ul></div></li><li class='xr-section-item'><input id='section-ce826fd0-caf0-45ff-ab9d-5dbc6c94e317' class='xr-section-summary-in' type='checkbox'  ><label for='section-ce826fd0-caf0-45ff-ab9d-5dbc6c94e317' class='xr-section-summary' >Indexes: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>bnds</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c26f8a17-9da3-4c88-838c-e19c86aae882' class='xr-index-data-in' type='checkbox'/><label for='index-c26f8a17-9da3-4c88-838c-e19c86aae882' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([1.0, 2.0], dtype=&#x27;float64&#x27;, name=&#x27;bnds&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-265c00fa-4071-4e51-bea5-8c0d751c65f6' class='xr-index-data-in' type='checkbox'/><label for='index-265c00fa-4071-4e51-bea5-8c0d751c65f6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1850-01-01 12:00:00, 1850-01-02 12:00:00, 1850-01-03 12:00:00,
              1850-01-04 12:00:00, 1850-01-05 12:00:00, 1850-01-06 12:00:00,
              1850-01-07 12:00:00, 1850-01-08 12:00:00, 1850-01-09 12:00:00,
              1850-01-10 12:00:00,
@@ -2149,7 +2148,7 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
              2014-12-25 12:00:00, 2014-12-26 12:00:00, 2014-12-27 12:00:00,
              2014-12-28 12:00:00, 2014-12-29 12:00:00, 2014-12-30 12:00:00,
              2014-12-31 12:00:00],
-            dtype=&#x27;object&#x27;, length=60225, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a420a262-be86-4aa8-8db7-cfb8b3a7b304' class='xr-index-data-in' type='checkbox'/><label for='index-a420a262-be86-4aa8-8db7-cfb8b3a7b304' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-299.72424385142534, -299.47619795417893, -299.22815003129284,
+            dtype=&#x27;object&#x27;, length=60225, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b8b3b89e-9ffb-4554-82ad-a6c178941f29' class='xr-index-data-in' type='checkbox'/><label for='index-b8b3b89e-9ffb-4554-82ad-a6c178941f29' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-299.72424385142534, -299.47619795417893, -299.22815003129284,
         -298.9801000979502, -298.73204816972844, -298.48399426259493,
         -298.2359383929031, -297.98788057738807,  -297.7398208331622,
        -297.49175917771095,
@@ -2158,7 +2157,7 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
          58.53949277642749,   58.78752410305645,    59.0355575502213,
         59.283593105613505,   59.53163075650182,   59.77967048973631,
          60.02771229175239],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1440))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-47361ec2-e809-4534-a4ff-9d1d1b448892' class='xr-index-data-in' type='checkbox'/><label for='index-47361ec2-e809-4534-a4ff-9d1d1b448892' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-80.38923793857394, -80.30807479101273, -80.22691082925455,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1440))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-395850d1-ccc2-49de-8f2f-4a6d08c9ec99' class='xr-index-data-in' type='checkbox'/><label for='index-395850d1-ccc2-49de-8f2f-4a6d08c9ec99' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-80.38923793857394, -80.30807479101273, -80.22691082925455,
        -80.14574767486899, -80.06458691047965,  -79.9834300812582,
        -79.90227869634805, -79.82113423022128, -79.73999812397257,
        -79.65887178655316,
@@ -2167,7 +2166,7 @@ <h2>Load in the data<a class="headerlink" href="#load-in-the-data" title="Link t
         89.29743015934592,  89.40551782713882,  89.51360549493178,
         89.62169316272471,  89.72978083051767,  89.83786849831056,
          89.9459561661037],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1080))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-9e633c35-af44-4263-8996-e6d14136459a' class='xr-section-summary-in' type='checkbox'  ><label for='section-9e633c35-af44-4263-8996-e6d14136459a' class='xr-section-summary' >Attributes: <span>(49)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.0 UGRID-1.0</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>36500.0</dd><dt><span>comment :</span></dt><dd>&lt;null ref&gt;</dd><dt><span>contact :</span></dt><dd>gfdl.climate.model.info@noaa.gov</dd><dt><span>creation_date :</span></dt><dd>2019-02-23T02:54:09Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>external_variables :</span></dt><dd>areacello</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFDL-CM4.historical.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>ocean data on native grid tripolar - nominal 0.25 deg latitude/longitude</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>File was processed by fremetar (GFDL analog of CMOR). TripleID: [exper_id_NIX4LXCc18,realiz_id_p1BNnppz5X,run_id_F8Xk5tsZcx]</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA</dd><dt><span>institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NOAA-GFDL is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>25 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>GFDL-CM4</dd><dt><span>parent_time_units :</span></dt><dd>days since 0001-1-1</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>ocean</dd><dt><span>references :</span></dt><dd>see further_info_url attribute</dd><dt><span>source :</span></dt><dd>GFDL-CM4 (2018): 
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1080))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f8d27fd8-6362-4778-922a-621622378caa' class='xr-section-summary-in' type='checkbox'  ><label for='section-f8d27fd8-6362-4778-922a-621622378caa' class='xr-section-summary' >Attributes: <span>(49)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>Conventions :</span></dt><dd>CF-1.7 CMIP-6.0 UGRID-1.0</dd><dt><span>activity_id :</span></dt><dd>CMIP</dd><dt><span>branch_method :</span></dt><dd>standard</dd><dt><span>branch_time_in_child :</span></dt><dd>0.0</dd><dt><span>branch_time_in_parent :</span></dt><dd>36500.0</dd><dt><span>comment :</span></dt><dd>&lt;null ref&gt;</dd><dt><span>contact :</span></dt><dd>gfdl.climate.model.info@noaa.gov</dd><dt><span>creation_date :</span></dt><dd>2019-02-23T02:54:09Z</dd><dt><span>data_specs_version :</span></dt><dd>01.00.27</dd><dt><span>experiment :</span></dt><dd>historical</dd><dt><span>experiment_id :</span></dt><dd>historical</dd><dt><span>external_variables :</span></dt><dd>areacello</dd><dt><span>forcing_index :</span></dt><dd>1</dd><dt><span>frequency :</span></dt><dd>day</dd><dt><span>further_info_url :</span></dt><dd>https://furtherinfo.es-doc.org/CMIP6.NOAA-GFDL.GFDL-CM4.historical.none.r1i1p1f1</dd><dt><span>grid :</span></dt><dd>ocean data on native grid tripolar - nominal 0.25 deg latitude/longitude</dd><dt><span>grid_label :</span></dt><dd>gn</dd><dt><span>history :</span></dt><dd>File was processed by fremetar (GFDL analog of CMOR). TripleID: [exper_id_NIX4LXCc18,realiz_id_p1BNnppz5X,run_id_F8Xk5tsZcx]</dd><dt><span>initialization_index :</span></dt><dd>1</dd><dt><span>institution :</span></dt><dd>National Oceanic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory, Princeton, NJ 08540, USA</dd><dt><span>institution_id :</span></dt><dd>NOAA-GFDL</dd><dt><span>license :</span></dt><dd>CMIP6 model data produced by NOAA-GFDL is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License (https://creativecommons.org/licenses/). Consult https://pcmdi.llnl.gov/CMIP6/TermsOfUse for terms of use governing CMIP6 output, including citation requirements and proper acknowledgment. Further information about this data, including some limitations, can be found via the further_info_url (recorded as a global attribute in this file). The data producers and data providers make no warranty, either express or implied, including, but not limited to, warranties of merchantability and fitness for a particular purpose. All liabilities arising from the supply of the information (including any liability arising in negligence) are excluded to the fullest extent permitted by law.</dd><dt><span>mip_era :</span></dt><dd>CMIP6</dd><dt><span>nominal_resolution :</span></dt><dd>25 km</dd><dt><span>parent_activity_id :</span></dt><dd>CMIP</dd><dt><span>parent_experiment_id :</span></dt><dd>piControl</dd><dt><span>parent_mip_era :</span></dt><dd>CMIP6</dd><dt><span>parent_source_id :</span></dt><dd>GFDL-CM4</dd><dt><span>parent_time_units :</span></dt><dd>days since 0001-1-1</dd><dt><span>parent_variant_label :</span></dt><dd>r1i1p1f1</dd><dt><span>physics_index :</span></dt><dd>1</dd><dt><span>product :</span></dt><dd>model-output</dd><dt><span>realization_index :</span></dt><dd>1</dd><dt><span>realm :</span></dt><dd>ocean</dd><dt><span>references :</span></dt><dd>see further_info_url attribute</dd><dt><span>source :</span></dt><dd>GFDL-CM4 (2018): 
 aerosol: interactive
 atmos: GFDL-AM4.0.1 (Cubed-sphere (c96) - 1 degree nominal horizontal resolution; 360 x 180 longitude/latitude; 33 levels; top level 1 hPa)
 atmosChem: fast chemistry, aerosol only
@@ -2627,13 +2626,13 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
     lat      (y, x) float32 6MB dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;
     lon      (y, x) float32 6MB dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;
   * x        (x) float64 12kB -299.7 -299.5 -299.2 -299.0 ... 59.53 59.78 60.03
-  * y        (y) float64 9kB -80.39 -80.31 -80.23 -80.15 ... 89.73 89.84 89.95</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'mask'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 1080</li><li><span class='xr-has-index'>x</span>: 1440</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-9e3e5907-4dac-4150-9b3e-d3a717d0299b' class='xr-array-in' type='checkbox' checked><label for='section-9e3e5907-4dac-4150-9b3e-d3a717d0299b' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],
+  * y        (y) float64 9kB -80.39 -80.31 -80.23 -80.15 ... 89.73 89.84 89.95</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'mask'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 1080</li><li><span class='xr-has-index'>x</span>: 1440</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-1c83b9f7-2abb-4848-8c79-7548520b99fd' class='xr-array-in' type='checkbox' checked><label for='section-1c83b9f7-2abb-4848-8c79-7548520b99fd' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
        ...,
        [nan, nan, nan, ..., nan, nan, nan],
        [nan, nan, nan, ..., nan, nan, nan],
-       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></div></li><li class='xr-section-item'><input id='section-76243bdf-d5f2-4a85-9164-85da2757aec5' class='xr-section-summary-in' type='checkbox'  checked><label for='section-76243bdf-d5f2-4a85-9164-85da2757aec5' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-a10209a3-e380-462b-9abd-87802a698a74' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a10209a3-e380-462b-9abd-87802a698a74' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-110976a7-17ec-487e-95d3-245ae1118a80' class='xr-var-data-in' type='checkbox'><label for='data-110976a7-17ec-487e-95d3-245ae1118a80' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>
+       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></div></li><li class='xr-section-item'><input id='section-48574a88-3d7e-4756-851a-609604cbfa7a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-48574a88-3d7e-4756-851a-609604cbfa7a' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-a1b9b218-87eb-4e4c-a00f-41b29ee52263' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a1b9b218-87eb-4e4c-a00f-41b29ee52263' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-102c6a6b-f757-4f0e-8482-d12684bb6551' class='xr-var-data-in' type='checkbox'><label for='data-102c6a6b-f757-4f0e-8482-d12684bb6551' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2688,7 +2687,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-7e98fef0-8696-47eb-b66d-5933f0fdfa30' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-7e98fef0-8696-47eb-b66d-5933f0fdfa30' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b0fe0294-bf55-45f8-a792-7dd9e83bfb5f' class='xr-var-data-in' type='checkbox'><label for='data-b0fe0294-bf55-45f8-a792-7dd9e83bfb5f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>dask.array&lt;chunksize=(1080, 1440), meta=np.ndarray&gt;</div><input id='attrs-e32fc405-9ee8-4399-890e-474ce18e7aa1' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e32fc405-9ee8-4399-890e-474ce18e7aa1' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b951ae87-785d-47b2-b1d0-9665031980cb' class='xr-var-data-in' type='checkbox'><label for='data-b951ae87-785d-47b2-b1d0-9665031980cb' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><table>
     <tr>
         <td>
             <table style="border-collapse: collapse;">
@@ -2743,9 +2742,9 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
 </svg>
         </td>
     </tr>
-</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-299.7 -299.5 ... 59.78 60.03</div><input id='attrs-bea8eef3-a385-482e-aebf-960d09a81f9e' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-bea8eef3-a385-482e-aebf-960d09a81f9e' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d28ce75f-8b60-44d0-a719-cdef06c05ac5' class='xr-var-data-in' type='checkbox'><label for='data-d28ce75f-8b60-44d0-a719-cdef06c05ac5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-299.724244, -299.476198, -299.22815 , ...,   59.531631,   59.77967 ,
-         60.027712])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-80.39 -80.31 ... 89.84 89.95</div><input id='attrs-a58a5791-2759-4f1e-ac53-c3d9534bcdcc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-a58a5791-2759-4f1e-ac53-c3d9534bcdcc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7447adac-bb8b-432c-9d0e-3f5570657131' class='xr-var-data-in' type='checkbox'><label for='data-7447adac-bb8b-432c-9d0e-3f5570657131' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-80.389238, -80.308075, -80.226911, ...,  89.729781,  89.837868,
-        89.945956])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e592cd84-a574-463d-a6ea-d4390e33148f' class='xr-section-summary-in' type='checkbox'  ><label for='section-e592cd84-a574-463d-a6ea-d4390e33148f' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-fef3c15f-934d-46fb-85d5-175ef5dba07d' class='xr-index-data-in' type='checkbox'/><label for='index-fef3c15f-934d-46fb-85d5-175ef5dba07d' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-299.72424385142534, -299.47619795417893, -299.22815003129284,
+</table></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-299.7 -299.5 ... 59.78 60.03</div><input id='attrs-70f02e0c-e079-4c29-8399-efdedea42ae4' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-70f02e0c-e079-4c29-8399-efdedea42ae4' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-492a1002-1f05-40c7-8557-a375b605e438' class='xr-var-data-in' type='checkbox'><label for='data-492a1002-1f05-40c7-8557-a375b605e438' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-299.724244, -299.476198, -299.22815 , ...,   59.531631,   59.77967 ,
+         60.027712])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-80.39 -80.31 ... 89.84 89.95</div><input id='attrs-24861616-a0da-4532-b44a-70f1c99fb080' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-24861616-a0da-4532-b44a-70f1c99fb080' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d991302e-4357-490d-b2e6-e1ca2d317580' class='xr-var-data-in' type='checkbox'><label for='data-d991302e-4357-490d-b2e6-e1ca2d317580' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-80.389238, -80.308075, -80.226911, ...,  89.729781,  89.837868,
+        89.945956])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-f416154d-3651-4825-90bb-2ff6d0cc4e05' class='xr-section-summary-in' type='checkbox'  ><label for='section-f416154d-3651-4825-90bb-2ff6d0cc4e05' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5fe82442-1230-40ea-9642-bbaf10997a39' class='xr-index-data-in' type='checkbox'/><label for='index-5fe82442-1230-40ea-9642-bbaf10997a39' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-299.72424385142534, -299.47619795417893, -299.22815003129284,
         -298.9801000979502, -298.73204816972844, -298.48399426259493,
         -298.2359383929031, -297.98788057738807,  -297.7398208331622,
        -297.49175917771095,
@@ -2754,7 +2753,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
          58.53949277642749,   58.78752410305645,    59.0355575502213,
         59.283593105613505,   59.53163075650182,   59.77967048973631,
          60.02771229175239],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1440))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-4ed697b5-fed0-49ab-87ce-00ad79137189' class='xr-index-data-in' type='checkbox'/><label for='index-4ed697b5-fed0-49ab-87ce-00ad79137189' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-80.38923793857394, -80.30807479101273, -80.22691082925455,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=1440))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-b253a435-20a4-4c48-9886-54c70a53613f' class='xr-index-data-in' type='checkbox'/><label for='index-b253a435-20a4-4c48-9886-54c70a53613f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([-80.38923793857394, -80.30807479101273, -80.22691082925455,
        -80.14574767486899, -80.06458691047965,  -79.9834300812582,
        -79.90227869634805, -79.82113423022128, -79.73999812397257,
        -79.65887178655316,
@@ -2763,7 +2762,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
         89.29743015934592,  89.40551782713882,  89.51360549493178,
         89.62169316272471,  89.72978083051767,  89.83786849831056,
          89.9459561661037],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1080))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-c2d6e564-f481-4663-affd-bc81ffdec98c' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-c2d6e564-f481-4663-affd-bc81ffdec98c' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=1080))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-a363baf8-9834-4e3c-8b8e-275b824a597e' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-a363baf8-9834-4e3c-8b8e-275b824a597e' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div></div>
 </div>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
@@ -2772,7 +2771,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
 </div>
 </div>
 <div class="cell_output docutils container">
-<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.QuadMesh at 0x7f3c2aa02e30&gt;
+<div class="output text_plain highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>&lt;matplotlib.collections.QuadMesh at 0x7fd888462380&gt;
 </pre></div>
 </div>
 <img alt="../_images/5c1d74eaef59754638604fc34163dbf894cf7280a79564b2dae0229d21ac0fd7.png" src="../_images/5c1d74eaef59754638604fc34163dbf894cf7280a79564b2dae0229d21ac0fd7.png" />
@@ -3219,7 +3218,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
     long_name:      Sea Surface Temperature
     original_name:  tos
     standard_name:  sea_surface_temperature
-    units:          degC</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tos'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12775</li><li><span class='xr-has-index'>y</span>: 98</li><li><span class='xr-has-index'>x</span>: 169</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-da889853-4f3c-4b18-8511-065ade47715e' class='xr-array-in' type='checkbox' checked><label for='section-da889853-4f3c-4b18-8511-065ade47715e' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan ... 20.31 20.27 20.35 20.65 20.85 20.92</span></div><div class='xr-array-data'><pre>array([[[      nan,       nan,       nan, ..., 25.8405  , 25.837206,
+    units:          degC</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tos'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12775</li><li><span class='xr-has-index'>y</span>: 98</li><li><span class='xr-has-index'>x</span>: 169</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-ef5b1269-95c8-4440-ab29-256786db5a66' class='xr-array-in' type='checkbox' checked><label for='section-ef5b1269-95c8-4440-ab29-256786db5a66' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan ... 20.31 20.27 20.35 20.65 20.85 20.92</span></div><div class='xr-array-data'><pre>array([[[      nan,       nan,       nan, ..., 25.8405  , 25.837206,
          25.840914],
         [      nan,       nan,       nan, ..., 25.810337, 25.781202,
          25.783344],
@@ -3259,7 +3258,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
         [      nan,       nan,       nan, ..., 21.071938, 21.265345,
          21.223864],
         [      nan,       nan,       nan, ..., 20.654604, 20.853203,
-         20.919558]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-b960e20c-6c34-4af6-a799-3c5e845c56dd' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b960e20c-6c34-4af6-a799-3c5e845c56dd' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>8.222 8.222 8.222 ... 30.89 30.89</div><input id='attrs-e156a3d0-caaa-4183-9c95-923eff5a0b04' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e156a3d0-caaa-4183-9c95-923eff5a0b04' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4444c027-d9f9-4d5d-9df5-e570aa389bc7' class='xr-var-data-in' type='checkbox'><label for='data-4444c027-d9f9-4d5d-9df5-e570aa389bc7' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[ 8.221639,  8.221639,  8.221639, ...,  8.221639,  8.221639,
+         20.919558]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-aea8a65f-4d2c-4beb-84bb-3068bbbf149c' class='xr-section-summary-in' type='checkbox'  checked><label for='section-aea8a65f-4d2c-4beb-84bb-3068bbbf149c' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>8.222 8.222 8.222 ... 30.89 30.89</div><input id='attrs-21cb321e-7259-4eac-9456-43fa7b1fc240' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-21cb321e-7259-4eac-9456-43fa7b1fc240' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5675a3e3-1e7e-4a75-b5ad-60ae81fab613' class='xr-var-data-in' type='checkbox'><label for='data-5675a3e3-1e7e-4a75-b5ad-60ae81fab613' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[ 8.221639,  8.221639,  8.221639, ...,  8.221639,  8.221639,
          8.221639],
        [ 8.468991,  8.468991,  8.468991, ...,  8.468991,  8.468991,
          8.468991],
@@ -3271,20 +3270,20 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
        [30.670675, 30.670675, 30.670675, ..., 30.670675, 30.670675,
         30.670675],
        [30.885464, 30.885464, 30.885464, ..., 30.885464, 30.885464,
-        30.885464]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-97.88 -97.62 ... -56.12 -55.88</div><input id='attrs-b714f87e-2242-4ae5-b45d-a0896dfa5577' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b714f87e-2242-4ae5-b45d-a0896dfa5577' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-77b960e9-c107-440d-be02-04c36c4eb064' class='xr-var-data-in' type='checkbox'><label for='data-77b960e9-c107-440d-be02-04c36c4eb064' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
+        30.885464]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-97.88 -97.62 ... -56.12 -55.88</div><input id='attrs-25c5fef7-9cee-4bfd-b128-faad32f80fd3' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-25c5fef7-9cee-4bfd-b128-faad32f80fd3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-539ab574-1ab3-47f7-9ef9-239fc5ee5f88' class='xr-var-data-in' type='checkbox'><label for='data-539ab574-1ab3-47f7-9ef9-239fc5ee5f88' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        ...,
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875]],
-      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-01-01 12:00:00 ... 2014-12-...</div><input id='attrs-e1c16e40-d01b-46f4-989b-4f635df5098f' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-e1c16e40-d01b-46f4-989b-4f635df5098f' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-724574b9-8b21-4e71-84cd-cfd66b2fd520' class='xr-var-data-in' type='checkbox'><label for='data-724574b9-8b21-4e71-84cd-cfd66b2fd520' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 1, 1, 12, 0, 0, 0, has_year_zero=True),
+      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-01-01 12:00:00 ... 2014-12-...</div><input id='attrs-1f4cae7a-066c-44f3-9639-26fb72a3ff47' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1f4cae7a-066c-44f3-9639-26fb72a3ff47' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-44fad13f-196f-4575-8495-68dc850af8ca' class='xr-var-data-in' type='checkbox'><label for='data-44fad13f-196f-4575-8495-68dc850af8ca' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 1, 1, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(1980, 1, 2, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(1980, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,
        cftime.DatetimeNoLeap(2014, 12, 29, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(2014, 12, 30, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(2014, 12, 31, 12, 0, 0, 0, has_year_zero=True)],
-      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-97.84 -97.58 ... -55.5 -55.25</div><input id='attrs-3327cb7d-7de8-451c-8df9-3760028fa112' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-3327cb7d-7de8-451c-8df9-3760028fa112' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0869ae61-1321-4421-9c97-08dde1e95c49' class='xr-var-data-in' type='checkbox'><label for='data-0869ae61-1321-4421-9c97-08dde1e95c49' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-97.83846 , -97.584165, -97.329872, -97.075581, -96.821291, -96.567004,
+      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-97.84 -97.58 ... -55.5 -55.25</div><input id='attrs-1ae731ad-e480-4797-8971-875e0a823973' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-1ae731ad-e480-4797-8971-875e0a823973' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-c8c0d1b2-d25a-42ab-8397-cbd674d08082' class='xr-var-data-in' type='checkbox'><label for='data-c8c0d1b2-d25a-42ab-8397-cbd674d08082' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-97.83846 , -97.584165, -97.329872, -97.075581, -96.821291, -96.567004,
        -96.312718, -96.058435, -95.804154, -95.549876, -95.2956  , -95.041328,
        -94.787058, -94.532792, -94.278528, -94.024269, -93.770013, -93.51576 ,
        -93.261512, -93.007268, -92.753028, -92.498792, -92.244561, -91.990335,
@@ -3312,7 +3311,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
        -59.789339, -59.536778, -59.284237, -59.031715, -58.779212, -58.526728,
        -58.274264, -58.02182 , -57.769395, -57.51699 , -57.264605, -57.012239,
        -56.759893, -56.507567, -56.255261, -56.002975, -55.750709, -55.498462,
-       -55.246236])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.222 8.469 8.716 ... 30.67 30.89</div><input id='attrs-0ea1dec9-9160-4c74-929a-caf75b7001bb' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-0ea1dec9-9160-4c74-929a-caf75b7001bb' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-928bd6cd-85f4-4a5d-848c-f662239f58ab' class='xr-var-data-in' type='checkbox'><label for='data-928bd6cd-85f4-4a5d-848c-f662239f58ab' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([ 8.221639,  8.468992,  8.716185,  8.963216,  9.210078,  9.456768,
+       -55.246236])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.222 8.469 8.716 ... 30.67 30.89</div><input id='attrs-31c12cfb-ce5a-4f9a-93f5-352479a5e4e7' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31c12cfb-ce5a-4f9a-93f5-352479a5e4e7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-042b92a8-62d5-41c5-aa87-d496b05f4a26' class='xr-var-data-in' type='checkbox'><label for='data-042b92a8-62d5-41c5-aa87-d496b05f4a26' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([ 8.221639,  8.468992,  8.716185,  8.963216,  9.210078,  9.456768,
         9.703282,  9.949614, 10.19576 , 10.441717, 10.687479, 10.933042,
        11.178402, 11.423555, 11.668495, 11.91322 , 12.157725, 12.402005,
        12.646056, 12.889874, 13.133455, 13.376794, 13.619888, 13.862732,
@@ -3328,7 +3327,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
        26.724678, 26.947753, 27.170388, 27.392579, 27.614324, 27.835622,
        28.056469, 28.276863, 28.496803, 28.716284, 28.935307, 29.153867,
        29.371963, 29.589593, 29.806755, 30.023446, 30.239665, 30.455408,
-       30.670676, 30.885465])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-1345ec54-542c-4008-8c11-f39df8934177' class='xr-section-summary-in' type='checkbox'  ><label for='section-1345ec54-542c-4008-8c11-f39df8934177' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-24cb774d-b11c-4154-bc1d-9a1a9aa363cd' class='xr-index-data-in' type='checkbox'/><label for='index-24cb774d-b11c-4154-bc1d-9a1a9aa363cd' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-01-01 12:00:00, 1980-01-02 12:00:00, 1980-01-03 12:00:00,
+       30.670676, 30.885465])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-232521a3-08c3-4252-b448-0ccceff74035' class='xr-section-summary-in' type='checkbox'  ><label for='section-232521a3-08c3-4252-b448-0ccceff74035' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-59ff1ae1-126e-4bdd-ab41-383e0d2731db' class='xr-index-data-in' type='checkbox'/><label for='index-59ff1ae1-126e-4bdd-ab41-383e0d2731db' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-01-01 12:00:00, 1980-01-02 12:00:00, 1980-01-03 12:00:00,
              1980-01-04 12:00:00, 1980-01-05 12:00:00, 1980-01-06 12:00:00,
              1980-01-07 12:00:00, 1980-01-08 12:00:00, 1980-01-09 12:00:00,
              1980-01-10 12:00:00,
@@ -3337,7 +3336,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
              2014-12-25 12:00:00, 2014-12-26 12:00:00, 2014-12-27 12:00:00,
              2014-12-28 12:00:00, 2014-12-29 12:00:00, 2014-12-30 12:00:00,
              2014-12-31 12:00:00],
-            dtype=&#x27;object&#x27;, length=12775, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e731d1d4-a38c-44d6-94e7-ac7f36a3a541' class='xr-index-data-in' type='checkbox'/><label for='index-e731d1d4-a38c-44d6-94e7-ac7f36a3a541' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -97.83845967701791,  -97.58416524687331,  -97.32987229325035,
+            dtype=&#x27;object&#x27;, length=12775, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-05ac4490-02ce-4267-8671-02aef0188591' class='xr-index-data-in' type='checkbox'/><label for='index-05ac4490-02ce-4267-8671-02aef0188591' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -97.83845967701791,  -97.58416524687331,  -97.32987229325035,
         -97.07558097125349,  -96.82129143589161,    -96.567003842069,
         -96.31271834457618,  -96.05843509808098,   -95.8041542571193,
         -95.54987597608627,
@@ -3346,7 +3345,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
        -56.759893179028644, -56.507567140677075,  -56.25526099248123,
         -56.00297478015022, -55.750708548374135,  -55.49846234082351,
         -55.24623620014874],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=169))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-1405b157-0b5b-4358-81b4-66529f322a93' class='xr-index-data-in' type='checkbox'/><label for='index-1405b157-0b5b-4358-81b4-66529f322a93' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  8.22163897284192,  8.468991599524765,   8.71618532806131,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=169))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-a2a7cff4-dfb0-4dd2-87d4-214f5d1019ee' class='xr-index-data-in' type='checkbox'/><label for='index-a2a7cff4-dfb0-4dd2-87d4-214f5d1019ee' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  8.22163897284192,  8.468991599524765,   8.71618532806131,
         8.963215662388485,  9.210078121568138,  9.456768240176679,
         9.703281568691343,  9.949613673872904, 10.195760139144719,
        10.441716564968209, 10.687478569214495, 10.933041787532273,
@@ -3379,7 +3378,7 @@ <h2>Define the Caribbean Sea &amp; Gulf of Mexico region<a class="headerlink" hr
         29.37196323676637, 29.589593233996453,  29.80675484538876,
        30.023445966112146, 30.239664522842773, 30.455408473726525,
        30.670675808337315,  30.88546454763145],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-90e3ce22-0195-43b1-b15b-100d2be61f7d' class='xr-section-summary-in' type='checkbox'  checked><label for='section-90e3ce22-0195-43b1-b15b-100d2be61f7d' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>original_name :</span></dt><dd>tos</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div></li></ul></div></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-fe150ae0-17a4-40a5-9c0b-785621f02096' class='xr-section-summary-in' type='checkbox'  checked><label for='section-fe150ae0-17a4-40a5-9c0b-785621f02096' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>original_name :</span></dt><dd>tos</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div></li></ul></div></div></div></div>
 </div>
 <div class="admonition alert alert-warning">
 <p class="admonition-title">Warning</p>
@@ -3902,7 +3901,7 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
     long_name:      Sea Surface Temperature
     original_name:  tos
     standard_name:  sea_surface_temperature
-    units:          degC</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tos'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12775</li><li><span class='xr-has-index'>y</span>: 98</li><li><span class='xr-has-index'>x</span>: 169</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-b36a3597-a204-4c32-9a17-f5a5d7514495' class='xr-array-in' type='checkbox' checked><label for='section-b36a3597-a204-4c32-9a17-f5a5d7514495' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],
+    units:          degC</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tos'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12775</li><li><span class='xr-has-index'>y</span>: 98</li><li><span class='xr-has-index'>x</span>: 169</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-0d014bd6-b0e1-4daa-ad8e-46b0562bc3ed' class='xr-array-in' type='checkbox' checked><label for='section-0d014bd6-b0e1-4daa-ad8e-46b0562bc3ed' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([[[nan, nan, nan, ..., nan, nan, nan],
         [nan, nan, nan, ..., nan, nan, nan],
         [nan, nan, nan, ..., nan, nan, nan],
         ...,
@@ -3942,7 +3941,7 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
         ...,
         [nan, nan, nan, ..., nan, nan, nan],
         [nan, nan, nan, ..., nan, nan, nan],
-        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-f4239d9b-0109-4ddb-8411-6a7e0abe9168' class='xr-section-summary-in' type='checkbox'  checked><label for='section-f4239d9b-0109-4ddb-8411-6a7e0abe9168' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>8.222 8.222 8.222 ... 30.89 30.89</div><input id='attrs-5f21f16e-270d-4f45-a38d-e09b6d8dbf5c' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-5f21f16e-270d-4f45-a38d-e09b6d8dbf5c' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3f0becec-5816-44d0-952b-3e5134d9ed68' class='xr-var-data-in' type='checkbox'><label for='data-3f0becec-5816-44d0-952b-3e5134d9ed68' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[ 8.221639,  8.221639,  8.221639, ...,  8.221639,  8.221639,
+        [nan, nan, nan, ..., nan, nan, nan]]], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-4c99b31c-8b92-48d1-9816-57e864277d5a' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4c99b31c-8b92-48d1-9816-57e864277d5a' class='xr-section-summary' >Coordinates: <span>(5)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>lat</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>8.222 8.222 8.222 ... 30.89 30.89</div><input id='attrs-9f6fa58f-d4f8-43ea-94a6-9bafc83ad3d6' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-9f6fa58f-d4f8-43ea-94a6-9bafc83ad3d6' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ade58de9-97f0-4fb6-9ee0-fdbb309a502d' class='xr-var-data-in' type='checkbox'><label for='data-ade58de9-97f0-4fb6-9ee0-fdbb309a502d' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lat_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>latitude</dd><dt><span>standard_name :</span></dt><dd>latitude</dd><dt><span>units :</span></dt><dd>degrees_north</dd></dl></div><div class='xr-var-data'><pre>array([[ 8.221639,  8.221639,  8.221639, ...,  8.221639,  8.221639,
          8.221639],
        [ 8.468991,  8.468991,  8.468991, ...,  8.468991,  8.468991,
          8.468991],
@@ -3954,20 +3953,20 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
        [30.670675, 30.670675, 30.670675, ..., 30.670675, 30.670675,
         30.670675],
        [30.885464, 30.885464, 30.885464, ..., 30.885464, 30.885464,
-        30.885464]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-97.88 -97.62 ... -56.12 -55.88</div><input id='attrs-8ddad7c3-8096-4c14-8fca-d6de91affadc' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-8ddad7c3-8096-4c14-8fca-d6de91affadc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-62454fa1-fb9e-4222-b230-53c47b954c2e' class='xr-var-data-in' type='checkbox'><label for='data-62454fa1-fb9e-4222-b230-53c47b954c2e' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
+        30.885464]], dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>lon</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float32</div><div class='xr-var-preview xr-preview'>-97.88 -97.62 ... -56.12 -55.88</div><input id='attrs-040e4958-4512-4357-861a-3fd1752026fe' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-040e4958-4512-4357-861a-3fd1752026fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d67f005a-abbc-4c1a-826f-0e10bddf72af' class='xr-var-data-in' type='checkbox'><label for='data-d67f005a-abbc-4c1a-826f-0e10bddf72af' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>bounds :</span></dt><dd>lon_bnds</dd><dt><span>cell_methods :</span></dt><dd>y: point x: point</dd><dt><span>long_name :</span></dt><dd>longitude</dd><dt><span>standard_name :</span></dt><dd>longitude</dd><dt><span>units :</span></dt><dd>degrees_east</dd></dl></div><div class='xr-var-data'><pre>array([[-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        ...,
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875],
        [-97.875, -97.625, -97.375, ..., -56.375, -56.125, -55.875]],
-      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-01-01 12:00:00 ... 2014-12-...</div><input id='attrs-783d5d9d-d813-42cc-9072-4dee08a1ffb9' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-783d5d9d-d813-42cc-9072-4dee08a1ffb9' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0aef1add-42b1-4964-8c30-e28c9cfe8e01' class='xr-var-data-in' type='checkbox'><label for='data-0aef1add-42b1-4964-8c30-e28c9cfe8e01' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 1, 1, 12, 0, 0, 0, has_year_zero=True),
+      dtype=float32)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-01-01 12:00:00 ... 2014-12-...</div><input id='attrs-b96d38fb-08d9-4171-906c-3041d18c62f0' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-b96d38fb-08d9-4171-906c-3041d18c62f0' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-4fae273f-91f6-4926-8baa-9bc46d66fdec' class='xr-var-data-in' type='checkbox'><label for='data-4fae273f-91f6-4926-8baa-9bc46d66fdec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 1, 1, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(1980, 1, 2, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(1980, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,
        cftime.DatetimeNoLeap(2014, 12, 29, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(2014, 12, 30, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(2014, 12, 31, 12, 0, 0, 0, has_year_zero=True)],
-      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-97.84 -97.58 ... -55.5 -55.25</div><input id='attrs-346fc58e-f04e-4825-aca8-f293b529ceb2' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-346fc58e-f04e-4825-aca8-f293b529ceb2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-83959bb2-c660-4728-b875-876a7011d585' class='xr-var-data-in' type='checkbox'><label for='data-83959bb2-c660-4728-b875-876a7011d585' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-97.83846 , -97.584165, -97.329872, -97.075581, -96.821291, -96.567004,
+      dtype=object)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>-97.84 -97.58 ... -55.5 -55.25</div><input id='attrs-50e1950b-27ba-414c-8918-62d972ea5b0b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-50e1950b-27ba-414c-8918-62d972ea5b0b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-7bdb7115-5339-4834-b5ec-8228265c5905' class='xr-var-data-in' type='checkbox'><label for='data-7bdb7115-5339-4834-b5ec-8228265c5905' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>X</dd><dt><span>long_name :</span></dt><dd>x coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_x_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([-97.83846 , -97.584165, -97.329872, -97.075581, -96.821291, -96.567004,
        -96.312718, -96.058435, -95.804154, -95.549876, -95.2956  , -95.041328,
        -94.787058, -94.532792, -94.278528, -94.024269, -93.770013, -93.51576 ,
        -93.261512, -93.007268, -92.753028, -92.498792, -92.244561, -91.990335,
@@ -3995,7 +3994,7 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
        -59.789339, -59.536778, -59.284237, -59.031715, -58.779212, -58.526728,
        -58.274264, -58.02182 , -57.769395, -57.51699 , -57.264605, -57.012239,
        -56.759893, -56.507567, -56.255261, -56.002975, -55.750709, -55.498462,
-       -55.246236])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.222 8.469 8.716 ... 30.67 30.89</div><input id='attrs-87f27890-8169-48d5-8779-b80db7974a20' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-87f27890-8169-48d5-8779-b80db7974a20' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cb4d33a2-5bcc-42ef-a8b4-2123af25df72' class='xr-var-data-in' type='checkbox'><label for='data-cb4d33a2-5bcc-42ef-a8b4-2123af25df72' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([ 8.221639,  8.468992,  8.716185,  8.963216,  9.210078,  9.456768,
+       -55.246236])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>8.222 8.469 8.716 ... 30.67 30.89</div><input id='attrs-13047132-0446-4735-8eea-0b708d678484' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-13047132-0446-4735-8eea-0b708d678484' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5bf02889-9509-496a-9978-08044879d22b' class='xr-var-data-in' type='checkbox'><label for='data-5bf02889-9509-496a-9978-08044879d22b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>Y</dd><dt><span>long_name :</span></dt><dd>y coordinate of projection</dd><dt><span>standard_name :</span></dt><dd>projection_y_coordinate</dd><dt><span>units :</span></dt><dd>degrees</dd></dl></div><div class='xr-var-data'><pre>array([ 8.221639,  8.468992,  8.716185,  8.963216,  9.210078,  9.456768,
         9.703282,  9.949614, 10.19576 , 10.441717, 10.687479, 10.933042,
        11.178402, 11.423555, 11.668495, 11.91322 , 12.157725, 12.402005,
        12.646056, 12.889874, 13.133455, 13.376794, 13.619888, 13.862732,
@@ -4011,7 +4010,7 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
        26.724678, 26.947753, 27.170388, 27.392579, 27.614324, 27.835622,
        28.056469, 28.276863, 28.496803, 28.716284, 28.935307, 29.153867,
        29.371963, 29.589593, 29.806755, 30.023446, 30.239665, 30.455408,
-       30.670676, 30.885465])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b3e058cb-d797-4e9f-a357-8e968f76e843' class='xr-section-summary-in' type='checkbox'  ><label for='section-b3e058cb-d797-4e9f-a357-8e968f76e843' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-10ff9dea-beb1-4951-b224-37e67ca27c88' class='xr-index-data-in' type='checkbox'/><label for='index-10ff9dea-beb1-4951-b224-37e67ca27c88' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-01-01 12:00:00, 1980-01-02 12:00:00, 1980-01-03 12:00:00,
+       30.670676, 30.885465])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-761d741e-2074-44a3-b145-9ccb776caf74' class='xr-section-summary-in' type='checkbox'  ><label for='section-761d741e-2074-44a3-b145-9ccb776caf74' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e2bc7837-4b3d-4e94-b07f-760ef19d94f8' class='xr-index-data-in' type='checkbox'/><label for='index-e2bc7837-4b3d-4e94-b07f-760ef19d94f8' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-01-01 12:00:00, 1980-01-02 12:00:00, 1980-01-03 12:00:00,
              1980-01-04 12:00:00, 1980-01-05 12:00:00, 1980-01-06 12:00:00,
              1980-01-07 12:00:00, 1980-01-08 12:00:00, 1980-01-09 12:00:00,
              1980-01-10 12:00:00,
@@ -4020,7 +4019,7 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
              2014-12-25 12:00:00, 2014-12-26 12:00:00, 2014-12-27 12:00:00,
              2014-12-28 12:00:00, 2014-12-29 12:00:00, 2014-12-30 12:00:00,
              2014-12-31 12:00:00],
-            dtype=&#x27;object&#x27;, length=12775, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-15ef4138-de25-429e-a8ca-8e76455ad237' class='xr-index-data-in' type='checkbox'/><label for='index-15ef4138-de25-429e-a8ca-8e76455ad237' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -97.83845967701791,  -97.58416524687331,  -97.32987229325035,
+            dtype=&#x27;object&#x27;, length=12775, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c7280759-74a1-42d0-9137-c38ce60a9193' class='xr-index-data-in' type='checkbox'/><label for='index-c7280759-74a1-42d0-9137-c38ce60a9193' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([ -97.83845967701791,  -97.58416524687331,  -97.32987229325035,
         -97.07558097125349,  -96.82129143589161,    -96.567003842069,
         -96.31271834457618,  -96.05843509808098,   -95.8041542571193,
         -95.54987597608627,
@@ -4029,7 +4028,7 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
        -56.759893179028644, -56.507567140677075,  -56.25526099248123,
         -56.00297478015022, -55.750708548374135,  -55.49846234082351,
         -55.24623620014874],
-      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=169))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2cf0d9f6-0ef4-45ef-bc4e-7ae5cc6cc2e1' class='xr-index-data-in' type='checkbox'/><label for='index-2cf0d9f6-0ef4-45ef-bc4e-7ae5cc6cc2e1' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  8.22163897284192,  8.468991599524765,   8.71618532806131,
+      dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=169))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-5e110c70-5bbf-4a51-a3cb-3707a1615703' class='xr-index-data-in' type='checkbox'/><label for='index-5e110c70-5bbf-4a51-a3cb-3707a1615703' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Index([  8.22163897284192,  8.468991599524765,   8.71618532806131,
         8.963215662388485,  9.210078121568138,  9.456768240176679,
         9.703281568691343,  9.949613673872904, 10.195760139144719,
        10.441716564968209, 10.687478569214495, 10.933041787532273,
@@ -4062,7 +4061,7 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
         29.37196323676637, 29.589593233996453,  29.80675484538876,
        30.023445966112146, 30.239664522842773, 30.455408473726525,
        30.670675808337315,  30.88546454763145],
-      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4197d7bb-dc61-471a-8977-c37e057a41e3' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4197d7bb-dc61-471a-8977-c37e057a41e3' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>original_name :</span></dt><dd>tos</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div></li></ul></div></div></div></div>
+      dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4e39f931-3467-4b53-b54c-92c9c421d17b' class='xr-section-summary-in' type='checkbox'  checked><label for='section-4e39f931-3467-4b53-b54c-92c9c421d17b' class='xr-section-summary' >Attributes: <span>(6)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>cell_measures :</span></dt><dd>area: areacello</dd><dt><span>cell_methods :</span></dt><dd>area: mean where sea time: mean</dd><dt><span>long_name :</span></dt><dd>Sea Surface Temperature</dd><dt><span>original_name :</span></dt><dd>tos</dd><dt><span>standard_name :</span></dt><dd>sea_surface_temperature</dd><dt><span>units :</span></dt><dd>degC</dd></dl></div></li></ul></div></div></div></div>
 </div>
 <div class="cell docutils container">
 <div class="cell_input docutils container">
@@ -4437,13 +4436,13 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
 </style><pre class='xr-text-repr-fallback'>&lt;xarray.DataArray &#x27;tos&#x27; (time: 12775)&gt; Size: 51kB
 array([nan, nan, nan, ..., nan, nan, nan], dtype=float32)
 Coordinates:
-  * time     (time) object 102kB 1980-01-01 12:00:00 ... 2014-12-31 12:00:00</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tos'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12775</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-69dee6b6-c298-4f1d-98b2-26551ebdfea8' class='xr-array-in' type='checkbox' checked><label for='section-69dee6b6-c298-4f1d-98b2-26551ebdfea8' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([nan, nan, nan, ..., nan, nan, nan], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-80454651-ece4-4dd9-bf19-a9a47c6b2492' class='xr-section-summary-in' type='checkbox'  checked><label for='section-80454651-ece4-4dd9-bf19-a9a47c6b2492' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-01-01 12:00:00 ... 2014-12-...</div><input id='attrs-6ade4357-f542-4fc5-a024-5ba82a516790' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-6ade4357-f542-4fc5-a024-5ba82a516790' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-227b4f77-b4d3-48c3-897f-534eff80b70f' class='xr-var-data-in' type='checkbox'><label for='data-227b4f77-b4d3-48c3-897f-534eff80b70f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 1, 1, 12, 0, 0, 0, has_year_zero=True),
+  * time     (time) object 102kB 1980-01-01 12:00:00 ... 2014-12-31 12:00:00</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.DataArray</div><div class='xr-array-name'>'tos'</div><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 12775</li></ul></div><ul class='xr-sections'><li class='xr-section-item'><div class='xr-array-wrap'><input id='section-6dc60bb4-b7a9-41a0-b02c-9eb52699f886' class='xr-array-in' type='checkbox' checked><label for='section-6dc60bb4-b7a9-41a0-b02c-9eb52699f886' title='Show/hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-array-preview xr-preview'><span>nan nan nan nan nan nan nan nan ... nan nan nan nan nan nan nan nan</span></div><div class='xr-array-data'><pre>array([nan, nan, nan, ..., nan, nan, nan], dtype=float32)</pre></div></div></li><li class='xr-section-item'><input id='section-50da2f5f-f590-4cd2-b7c3-716321d8cc29' class='xr-section-summary-in' type='checkbox'  checked><label for='section-50da2f5f-f590-4cd2-b7c3-716321d8cc29' class='xr-section-summary' >Coordinates: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>object</div><div class='xr-var-preview xr-preview'>1980-01-01 12:00:00 ... 2014-12-...</div><input id='attrs-da9e1c49-2607-4b5e-8dd9-13f80c56f192' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-da9e1c49-2607-4b5e-8dd9-13f80c56f192' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0f06b411-dfc4-4be0-a89a-17ca46a9b87a' class='xr-var-data-in' type='checkbox'><label for='data-0f06b411-dfc4-4be0-a89a-17ca46a9b87a' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>axis :</span></dt><dd>T</dd><dt><span>bounds :</span></dt><dd>time_bnds</dd><dt><span>calendar_type :</span></dt><dd>noleap</dd><dt><span>description :</span></dt><dd>Temporal mean</dd><dt><span>long_name :</span></dt><dd>time</dd><dt><span>standard_name :</span></dt><dd>time</dd></dl></div><div class='xr-var-data'><pre>array([cftime.DatetimeNoLeap(1980, 1, 1, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(1980, 1, 2, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(1980, 1, 3, 12, 0, 0, 0, has_year_zero=True), ...,
        cftime.DatetimeNoLeap(2014, 12, 29, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(2014, 12, 30, 12, 0, 0, 0, has_year_zero=True),
        cftime.DatetimeNoLeap(2014, 12, 31, 12, 0, 0, 0, has_year_zero=True)],
-      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-7ba41464-0705-4e6f-a46b-4d7c7ca96eb9' class='xr-section-summary-in' type='checkbox'  ><label for='section-7ba41464-0705-4e6f-a46b-4d7c7ca96eb9' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-c946337e-2137-4168-839a-13ce6a791339' class='xr-index-data-in' type='checkbox'/><label for='index-c946337e-2137-4168-839a-13ce6a791339' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-01-01 12:00:00, 1980-01-02 12:00:00, 1980-01-03 12:00:00,
+      dtype=object)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-282ad370-470c-44dd-8a1d-e922f331415f' class='xr-section-summary-in' type='checkbox'  ><label for='section-282ad370-470c-44dd-8a1d-e922f331415f' class='xr-section-summary' >Indexes: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-76d994d4-e963-4f4e-ac4d-741be052b19f' class='xr-index-data-in' type='checkbox'/><label for='index-76d994d4-e963-4f4e-ac4d-741be052b19f' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(CFTimeIndex([1980-01-01 12:00:00, 1980-01-02 12:00:00, 1980-01-03 12:00:00,
              1980-01-04 12:00:00, 1980-01-05 12:00:00, 1980-01-06 12:00:00,
              1980-01-07 12:00:00, 1980-01-08 12:00:00, 1980-01-09 12:00:00,
              1980-01-10 12:00:00,
@@ -4452,7 +4451,7 @@ <h1>Meet the conditions: above 30.4 ˚C and &gt;10 days<a class="headerlink" hre
              2014-12-25 12:00:00, 2014-12-26 12:00:00, 2014-12-27 12:00:00,
              2014-12-28 12:00:00, 2014-12-29 12:00:00, 2014-12-30 12:00:00,
              2014-12-31 12:00:00],
-            dtype=&#x27;object&#x27;, length=12775, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-2e99ce3c-65db-42c7-aa2b-e6ce7abc8b7f' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-2e99ce3c-65db-42c7-aa2b-e6ce7abc8b7f' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div></div>
+            dtype=&#x27;object&#x27;, length=12775, calendar=&#x27;noleap&#x27;, freq=&#x27;D&#x27;))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4ab07f93-d13b-4395-ad4f-9dedd1c77967' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-4ab07f93-d13b-4395-ad4f-9dedd1c77967' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div></div></div>
 </div>
 </section>
 <section id="plot-timeseries-of-extreme-ssts">
@@ -4522,11 +4521,13 @@ <h1>El Niño 3.4 idnex<a class="headerlink" href="#el-nino-3-4-idnex" title="Lin
 </div>
 <div class="cell_output docutils container">
 <div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Collecting pythia_datasets
-  Downloading pythia_datasets-2021.9.21-py3-none-any.whl.metadata (5.3 kB)
 </pre></div>
 </div>
-<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: pooch in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pythia_datasets) (1.8.2)
-Requirement already satisfied: platformdirs&gt;=2.5.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pooch-&gt;pythia_datasets) (4.2.2)
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>  Downloading pythia_datasets-2021.9.21-py3-none-any.whl.metadata (5.3 kB)
+Requirement already satisfied: pooch in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pythia_datasets) (1.8.2)
+</pre></div>
+</div>
+<div class="output stream highlight-myst-ansi notranslate"><div class="highlight"><pre><span></span>Requirement already satisfied: platformdirs&gt;=2.5.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pooch-&gt;pythia_datasets) (4.2.2)
 Requirement already satisfied: packaging&gt;=20.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pooch-&gt;pythia_datasets) (24.1)
 Requirement already satisfied: requests&gt;=2.19.0 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from pooch-&gt;pythia_datasets) (2.32.3)
 Requirement already satisfied: charset-normalizer&lt;4,&gt;=2 in /home/runner/miniconda3/envs/cookbook-dev/lib/python3.10/site-packages (from requests&gt;=2.19.0-&gt;pooch-&gt;pythia_datasets) (3.3.2)
diff --git a/notebooks/notebook-template.html b/notebooks/notebook-template.html
index a6b79d7..db3f8d0 100644
--- a/notebooks/notebook-template.html
+++ b/notebooks/notebook-template.html
@@ -540,8 +540,8 @@ <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>as well <span class="math notranslate nohighlight">\(m = a * t / h\)</span> text! Similarly, you have access to other <span class="math notranslate nohighlight">\(\LaTeX\)</span> equation <a class="reference external" href="https://jupyter-notebook.readthedocs.io/en/stable/examples/Notebook/Typesetting%20Equations.html"><strong>functionality</strong></a> via MathJax (demo below from link),</p>
-<div class="amsmath math notranslate nohighlight" id="equation-a9fd5bee-d0cd-4d1b-bc26-61f7bddd11b5">
-<span class="eqno">(1)<a class="headerlink" href="#equation-a9fd5bee-d0cd-4d1b-bc26-61f7bddd11b5" title="Permalink to this equation"><i class="fas fa-link"></i></a></span>\[\begin{align}
+<div class="amsmath math notranslate nohighlight" id="equation-0a9b759c-62a5-4331-b2b5-417f9feadc99">
+<span class="eqno">(1)<a class="headerlink" href="#equation-0a9b759c-62a5-4331-b2b5-417f9feadc99" 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
diff --git a/searchindex.js b/searchindex.js
index d8aa829..0bf9322 100644
--- a/searchindex.js
+++ b/searchindex.js
@@ -1 +1 @@
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[[2, "extreme-ssts"]], "Find the 99th percentile SST": [[2, "find-the-99th-percentile-sst"]], "How to Cite This Cookbook": [[3, "how-to-cite-this-cookbook"]], "Imports": [[1, "imports"], [2, "imports"], [4, "imports"]], "Info": [[4, null]], "Initiate compute cluster": [[1, "initiate-compute-cluster"]], "Installs": [[1, "installs"]], "Last Section": [[4, "last-section"]], "Load in the data": [[2, "load-in-the-data"]], "Load the CMIP6 HighResMIP data": [[1, "load-the-cmip6-highresmip-data"]], "Meet the conditions: above 30.4 \u02daC and >10 days": [[2, "meet-the-conditions-above-30-4-c-and-10-days"]], "Motivation": [[0, "motivation"]], "Overview": [[1, "overview"], [2, "overview"], [4, "overview"]], "Pip install regionmask and xmip packages into current environment": [[2, "pip-install-regionmask-and-xmip-packages-into-current-environment"]], "Plot timeseries": [[2, "plot-timeseries"]], "Plot timeseries of extreme SSTs": [[2, "plot-timeseries-of-extreme-ssts"]], "Prerequisites": [[1, 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+Search.setIndex({"alltitles": {"A content subsection": [[4, "a-content-subsection"]], "Acknowledgements": [[0, "acknowledgements"]], "Another content subsection": [[4, "another-content-subsection"]], "Authors": [[0, "authors"]], "Calculating potential intensity with TCPyPI": [[1, "calculating-potential-intensity-with-tcpypi"]], "Caribbean precipitation extremes using HighResMIP": [[1, "caribbean-precipitation-extremes-using-highresmip"]], "Caribbeans for Climate: Understanding extreme weather variability in the Caribbean region Cookbook": [[0, "caribbeans-for-climate-understanding-extreme-weather-variability-in-the-caribbean-region-cookbook"]], "Contributors": [[0, "contributors"]], "Danger": [[4, null]], "Define the Caribbean Sea & Gulf of Mexico region": [[2, "define-the-caribbean-sea-gulf-of-mexico-region"]], "El Ni\u00f1o 3.4 idnex": [[2, "el-nino-3-4-idnex"]], "Examining environmental changes by experiment": [[1, "examining-environmental-changes-by-experiment"]], "Extreme SSTs": 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"prerequisites"], [2, "prerequisites"], [4, "prerequisites"]], "Project Pythia Notebook Template": [[4, "project-pythia-notebook-template"]], "Resources and references": [[1, "resources-and-references"], [2, "resources-and-references"], [4, "resources-and-references"]], "Running on Binder": [[0, "running-on-binder"]], "Running on Your Own Machine": [[0, "running-on-your-own-machine"]], "Running the Notebooks": [[0, "running-the-notebooks"]], "Section 1 Extreme SSTs": [[0, "section-1-extreme-ssts"]], "Section 2 Precipitation extremes using HighResMIP": [[0, "section-2-precipitation-extremes-using-highresmip"]], "Section 3 Links between atmosphere, ocean and ENSO": [[0, "section-3-links-between-atmosphere-ocean-and-enso"]], "Structure": [[0, "structure"]], "Subsection to the second section": [[4, "subsection-to-the-second-section"]], "Success": [[4, null]], "Summary": [[1, "summary"], [2, "summary"], [4, "summary"]], "The global warming trend: Creating spatial trend maps": [[1, 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\ No newline at end of file