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<section id="satellite-imagery">
<h1>Satellite Imagery<a class="headerlink" href="#satellite-imagery" title="Permalink to this heading"></a></h1>
<p><a class="reference external" href="http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/Satellite_Imagery.ipynb">Notebook</a>
Satellite images are returned by Python AWIPS as grids, and can be
rendered with Cartopy pcolormesh the same as gridded forecast models in
other python-awips examples.</p>
<section id="available-sources-creating-entities-sectors-and-products">
<h2>Available Sources, Creating Entities, Sectors, and Products<a class="headerlink" href="#available-sources-creating-entities-sectors-and-products" title="Permalink to this heading"></a></h2>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">from</span> <span class="nn">awips.dataaccess</span> <span class="kn">import</span> <span class="n">DataAccessLayer</span>
<span class="kn">import</span> <span class="nn">cartopy.crs</span> <span class="k">as</span> <span class="nn">ccrs</span>
<span class="kn">import</span> <span class="nn">cartopy.feature</span> <span class="k">as</span> <span class="nn">cfeat</span>
<span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
<span class="kn">from</span> <span class="nn">cartopy.mpl.gridliner</span> <span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
<span class="kn">import</span> <span class="nn">numpy</span> <span class="k">as</span> <span class="nn">np</span>
<span class="kn">import</span> <span class="nn">datetime</span>
<span class="c1"># Create an EDEX data request</span>
<span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="s2">&quot;edex-cloud.unidata.ucar.edu&quot;</span><span class="p">)</span>
<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
<span class="c1"># get optional identifiers for satellite datatype</span>
<span class="n">identifiers</span> <span class="o">=</span> <span class="nb">set</span><span class="p">(</span><span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getOptionalIdentifiers</span><span class="p">(</span><span class="n">request</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Available Identifiers:&quot;</span><span class="p">)</span>
<span class="k">for</span> <span class="nb">id</span> <span class="ow">in</span> <span class="n">identifiers</span><span class="p">:</span>
<span class="k">if</span> <span class="nb">id</span><span class="o">.</span><span class="n">lower</span><span class="p">()</span> <span class="o">==</span> <span class="s1">&#39;datauri&#39;</span><span class="p">:</span>
<span class="k">continue</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot; - &quot;</span> <span class="o">+</span> <span class="nb">id</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Available</span> <span class="n">Identifiers</span><span class="p">:</span>
<span class="o">-</span> <span class="n">physicalElement</span>
<span class="o">-</span> <span class="n">creatingEntity</span>
<span class="o">-</span> <span class="n">source</span>
<span class="o">-</span> <span class="n">sectorID</span>
</pre></div>
</div>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Show available sources</span>
<span class="n">identifier</span> <span class="o">=</span> <span class="s2">&quot;source&quot;</span>
<span class="n">sources</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">identifier</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">identifier</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">sources</span><span class="p">))</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">source</span><span class="p">:</span>
<span class="p">[</span><span class="s1">&#39;NESDIS&#39;</span><span class="p">,</span> <span class="s1">&#39;WCDAS&#39;</span><span class="p">,</span> <span class="s1">&#39;NSOF&#39;</span><span class="p">,</span> <span class="s1">&#39;UCAR&#39;</span><span class="p">,</span> <span class="s1">&#39;McIDAS&#39;</span><span class="p">]</span>
</pre></div>
</div>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Show available creatingEntities</span>
<span class="n">identifier</span> <span class="o">=</span> <span class="s2">&quot;creatingEntity&quot;</span>
<span class="n">creatingEntities</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">identifier</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">identifier</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">creatingEntities</span><span class="p">))</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">creatingEntity</span><span class="p">:</span>
<span class="p">[</span><span class="s1">&#39;GOES-16&#39;</span><span class="p">,</span> <span class="s1">&#39;Composite&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-15(P)&#39;</span><span class="p">,</span> <span class="s1">&#39;POES-NPOESS&#39;</span><span class="p">,</span> <span class="s1">&#39;UNIWISC&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-11(L)&#39;</span><span class="p">,</span> <span class="s1">&#39;Miscellaneous&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-17&#39;</span><span class="p">,</span> <span class="s1">&#39;NEXRCOMP&#39;</span><span class="p">]</span>
</pre></div>
</div>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Show available sectorIDs</span>
<span class="n">identifier</span> <span class="o">=</span> <span class="s2">&quot;sectorID&quot;</span>
<span class="n">sectorIDs</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getIdentifierValues</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="n">identifier</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">identifier</span> <span class="o">+</span> <span class="s2">&quot;:&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">sectorIDs</span><span class="p">))</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">sectorID</span><span class="p">:</span>
<span class="p">[</span><span class="s1">&#39;EMESO-2&#39;</span><span class="p">,</span> <span class="s1">&#39;Northern Hemisphere Composite&#39;</span><span class="p">,</span> <span class="s1">&#39;EFD&#39;</span><span class="p">,</span> <span class="s1">&#39;TCONUS&#39;</span><span class="p">,</span> <span class="s1">&#39;Arctic&#39;</span><span class="p">,</span> <span class="s1">&#39;TFD&#39;</span><span class="p">,</span> <span class="s1">&#39;PRREGI&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-Sounder&#39;</span><span class="p">,</span> <span class="s1">&#39;EMESO-1&#39;</span><span class="p">,</span> <span class="s1">&#39;NEXRCOMP&#39;</span><span class="p">,</span> <span class="s1">&#39;ECONUS&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-West&#39;</span><span class="p">,</span> <span class="s1">&#39;Antarctic&#39;</span><span class="p">,</span> <span class="s1">&#39;GOES-East&#39;</span><span class="p">,</span> <span class="s1">&#39;Supernational&#39;</span><span class="p">,</span> <span class="s1">&#39;West CONUS&#39;</span><span class="p">,</span> <span class="s1">&#39;NH Composite - Meteosat-GOES E-GOES W-GMS&#39;</span><span class="p">]</span>
</pre></div>
</div>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Contrust a full satellite product tree</span>
<span class="k">for</span> <span class="n">entity</span> <span class="ow">in</span> <span class="n">creatingEntities</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="n">entity</span><span class="p">)</span>
<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;creatingEntity&quot;</span><span class="p">,</span> <span class="n">entity</span><span class="p">)</span>
<span class="n">availableSectors</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableLocationNames</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
<span class="n">availableSectors</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="k">for</span> <span class="n">sector</span> <span class="ow">in</span> <span class="n">availableSectors</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot; - &quot;</span> <span class="o">+</span> <span class="n">sector</span><span class="p">)</span>
<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">sector</span><span class="p">)</span>
<span class="n">availableProducts</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableParameters</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
<span class="n">availableProducts</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="k">for</span> <span class="n">product</span> <span class="ow">in</span> <span class="n">availableProducts</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot; - &quot;</span> <span class="o">+</span> <span class="n">product</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">GOES</span><span class="o">-</span><span class="mi">16</span>
<span class="o">-</span> <span class="n">ECONUS</span>
<span class="o">-</span> <span class="n">ACTP</span>
<span class="o">-</span> <span class="n">ADP</span>
<span class="o">-</span> <span class="n">AOD</span>
<span class="o">-</span> <span class="n">CAPE</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CSM</span>
<span class="o">-</span> <span class="n">CTH</span>
<span class="o">-</span> <span class="n">FDC</span> <span class="n">Area</span>
<span class="o">-</span> <span class="n">FDC</span> <span class="n">Power</span>
<span class="o">-</span> <span class="n">FDC</span> <span class="n">Temp</span>
<span class="o">-</span> <span class="n">KI</span>
<span class="o">-</span> <span class="n">LI</span>
<span class="o">-</span> <span class="n">LST</span>
<span class="o">-</span> <span class="n">SI</span>
<span class="o">-</span> <span class="n">TPW</span>
<span class="o">-</span> <span class="n">TT</span>
<span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.00</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.02</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.04</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VMP</span><span class="o">-</span><span class="mf">0.08</span><span class="n">hPa</span>
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<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">358.97</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">374.72</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">39.26</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">390.89</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">4.08</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">4.92</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">407.47</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">424.47</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">43.10</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">441.88</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">459.71</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">47.19</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">477.96</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">496.63</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">5.88</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">51.53</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">515.72</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">535.23</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">555.17</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">56.13</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">575.52</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">596.31</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">6.96</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">60.99</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">617.51</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">639.14</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">66.13</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">661.19</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">683.67</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">706.57</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">71.54</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">729.89</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">753.63</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">77.24</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">777.79</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">8.17</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">802.37</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">827.37</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">83.23</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">852.79</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">878.62</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">89.52</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">9.51</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">904.87</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">931.52</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">958.59</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">96.11</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">VTP</span><span class="o">-</span><span class="mf">986.07</span><span class="n">hPa</span>
<span class="o">-</span> <span class="n">EFD</span>
<span class="o">-</span> <span class="n">ACTP</span>
<span class="o">-</span> <span class="n">ADP</span>
<span class="o">-</span> <span class="n">AOD</span>
<span class="o">-</span> <span class="n">CAPE</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CSM</span>
<span class="o">-</span> <span class="n">CTH</span>
<span class="o">-</span> <span class="n">CTT</span>
<span class="o">-</span> <span class="n">FDC</span> <span class="n">Area</span>
<span class="o">-</span> <span class="n">FDC</span> <span class="n">Power</span>
<span class="o">-</span> <span class="n">FDC</span> <span class="n">Temp</span>
<span class="o">-</span> <span class="n">KI</span>
<span class="o">-</span> <span class="n">LI</span>
<span class="o">-</span> <span class="n">LST</span>
<span class="o">-</span> <span class="n">RRQPE</span>
<span class="o">-</span> <span class="n">SI</span>
<span class="o">-</span> <span class="n">SST</span>
<span class="o">-</span> <span class="n">TPW</span>
<span class="o">-</span> <span class="n">TT</span>
<span class="o">-</span> <span class="n">VAH</span>
<span class="o">-</span> <span class="n">VAML</span>
<span class="o">-</span> <span class="n">EMESO</span><span class="o">-</span><span class="mi">1</span>
<span class="o">-</span> <span class="n">ACTP</span>
<span class="o">-</span> <span class="n">ADP</span>
<span class="o">-</span> <span class="n">CAPE</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CSM</span>
<span class="o">-</span> <span class="n">CTH</span>
<span class="o">-</span> <span class="n">CTT</span>
<span class="o">-</span> <span class="n">KI</span>
<span class="o">-</span> <span class="n">LI</span>
<span class="o">-</span> <span class="n">LST</span>
<span class="o">-</span> <span class="n">SI</span>
<span class="o">-</span> <span class="n">TPW</span>
<span class="o">-</span> <span class="n">TT</span>
<span class="o">-</span> <span class="n">EMESO</span><span class="o">-</span><span class="mi">2</span>
<span class="o">-</span> <span class="n">ACTP</span>
<span class="o">-</span> <span class="n">ADP</span>
<span class="o">-</span> <span class="n">CAPE</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CSM</span>
<span class="o">-</span> <span class="n">CTH</span>
<span class="o">-</span> <span class="n">CTT</span>
<span class="o">-</span> <span class="n">KI</span>
<span class="o">-</span> <span class="n">LI</span>
<span class="o">-</span> <span class="n">LST</span>
<span class="o">-</span> <span class="n">SI</span>
<span class="o">-</span> <span class="n">TPW</span>
<span class="o">-</span> <span class="n">TT</span>
<span class="o">-</span> <span class="n">PRREGI</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
<span class="n">Composite</span>
<span class="o">-</span> <span class="n">NH</span> <span class="n">Composite</span> <span class="o">-</span> <span class="n">Meteosat</span><span class="o">-</span><span class="n">GOES</span> <span class="n">E</span><span class="o">-</span><span class="n">GOES</span> <span class="n">W</span><span class="o">-</span><span class="n">GMS</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
<span class="o">-</span> <span class="n">Supernational</span>
<span class="o">-</span> <span class="n">Gridded</span> <span class="n">Cloud</span> <span class="n">Amount</span>
<span class="o">-</span> <span class="n">Gridded</span> <span class="n">Cloud</span> <span class="n">Top</span> <span class="n">Pressure</span> <span class="ow">or</span> <span class="n">Height</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Lifted</span> <span class="n">Index</span> <span class="p">(</span><span class="n">LI</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Precipitable</span> <span class="n">Water</span> <span class="p">(</span><span class="n">PW</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Surface</span> <span class="n">Skin</span> <span class="n">Temp</span> <span class="p">(</span><span class="n">SFC</span> <span class="n">Skin</span><span class="p">)</span>
<span class="n">GOES</span><span class="o">-</span><span class="mi">15</span><span class="p">(</span><span class="n">P</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Northern</span> <span class="n">Hemisphere</span> <span class="n">Composite</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
<span class="o">-</span> <span class="n">Supernational</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
<span class="o">-</span> <span class="n">West</span> <span class="n">CONUS</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">13</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.9</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="mf">11.03</span> <span class="n">micron</span> <span class="n">imagery</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="mf">14.06</span> <span class="n">micron</span> <span class="n">imagery</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="mf">3.98</span> <span class="n">micron</span> <span class="n">imagery</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="mf">4.45</span> <span class="n">micron</span> <span class="n">imagery</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="mf">6.51</span> <span class="n">micron</span> <span class="n">imagery</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="mf">7.02</span> <span class="n">micron</span> <span class="n">imagery</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="mf">7.43</span> <span class="n">micron</span> <span class="n">imagery</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="n">Visible</span> <span class="n">imagery</span>
<span class="n">POES</span><span class="o">-</span><span class="n">NPOESS</span>
<span class="o">-</span> <span class="n">Supernational</span>
<span class="o">-</span> <span class="n">Rain</span> <span class="n">fall</span> <span class="n">rate</span>
<span class="n">UNIWISC</span>
<span class="o">-</span> <span class="n">Antarctic</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">12</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.5</span><span class="o">-</span><span class="mf">4.0</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">Fog</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
<span class="o">-</span> <span class="n">Arctic</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">12</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.5</span><span class="o">-</span><span class="mf">4.0</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">Fog</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
<span class="o">-</span> <span class="n">GOES</span><span class="o">-</span><span class="n">East</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">13</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.5</span><span class="o">-</span><span class="mf">4.0</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">Fog</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
<span class="o">-</span> <span class="n">GOES</span><span class="o">-</span><span class="n">Sounder</span>
<span class="o">-</span> <span class="n">CAPE</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Lifted</span> <span class="n">Index</span> <span class="p">(</span><span class="n">LI</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Precipitable</span> <span class="n">Water</span> <span class="p">(</span><span class="n">PW</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Total</span> <span class="n">Column</span> <span class="n">Ozone</span>
<span class="o">-</span> <span class="n">GOES</span><span class="o">-</span><span class="n">West</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">11</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mi">13</span> <span class="n">micron</span> <span class="n">IR</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">3.5</span><span class="o">-</span><span class="mf">4.0</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">Fog</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="mf">6.7</span><span class="o">-</span><span class="mf">6.5</span> <span class="n">micron</span> <span class="n">IR</span> <span class="p">(</span><span class="n">WV</span><span class="p">)</span>
<span class="o">-</span> <span class="n">Imager</span> <span class="n">Visible</span>
<span class="n">GOES</span><span class="o">-</span><span class="mi">11</span><span class="p">(</span><span class="n">L</span><span class="p">)</span>
<span class="o">-</span> <span class="n">West</span> <span class="n">CONUS</span>
<span class="o">-</span> <span class="n">Low</span> <span class="n">cloud</span> <span class="n">base</span> <span class="n">imagery</span>
<span class="n">Miscellaneous</span>
<span class="o">-</span> <span class="n">Supernational</span>
<span class="o">-</span> <span class="n">Percent</span> <span class="n">of</span> <span class="n">Normal</span> <span class="n">TPW</span>
<span class="o">-</span> <span class="n">Sounder</span> <span class="n">Based</span> <span class="n">Derived</span> <span class="n">Precipitable</span> <span class="n">Water</span> <span class="p">(</span><span class="n">PW</span><span class="p">)</span>
<span class="n">GOES</span><span class="o">-</span><span class="mi">17</span>
<span class="o">-</span> <span class="n">TCONUS</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">TFD</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">01</span><span class="o">-</span><span class="mf">0.47</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">02</span><span class="o">-</span><span class="mf">0.64</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">03</span><span class="o">-</span><span class="mf">0.87</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">04</span><span class="o">-</span><span class="mf">1.38</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mf">1.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">06</span><span class="o">-</span><span class="mf">2.25</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">07</span><span class="o">-</span><span class="mf">3.90</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">08</span><span class="o">-</span><span class="mf">6.19</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mf">6.95</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mf">7.34</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">11</span><span class="o">-</span><span class="mf">8.50</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">12</span><span class="o">-</span><span class="mf">9.61</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">13</span><span class="o">-</span><span class="mf">10.35</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">14</span><span class="o">-</span><span class="mf">11.20</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">15</span><span class="o">-</span><span class="mf">12.30</span><span class="n">um</span>
<span class="o">-</span> <span class="n">CH</span><span class="o">-</span><span class="mi">16</span><span class="o">-</span><span class="mf">13.30</span><span class="n">um</span>
<span class="n">NEXRCOMP</span>
<span class="o">-</span> <span class="n">NEXRCOMP</span>
<span class="o">-</span> <span class="n">DHR</span>
<span class="o">-</span> <span class="n">DVL</span>
<span class="o">-</span> <span class="n">EET</span>
<span class="o">-</span> <span class="n">HHC</span>
<span class="o">-</span> <span class="n">N0R</span>
<span class="o">-</span> <span class="n">N1P</span>
<span class="o">-</span> <span class="n">NTP</span>
</pre></div>
</div>
<section id="goes-16-mesoscale-sectors">
<h3>GOES 16 Mesoscale Sectors<a class="headerlink" href="#goes-16-mesoscale-sectors" title="Permalink to this heading"></a></h3>
<p>Define our imports, and define our map properties first.</p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="k">def</span> <span class="nf">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="p">,</span> <span class="n">projection</span><span class="o">=</span><span class="n">ccrs</span><span class="o">.</span><span class="n">PlateCarree</span><span class="p">()):</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">subplots</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">10</span><span class="p">,</span><span class="mi">12</span><span class="p">),</span>
<span class="n">subplot_kw</span><span class="o">=</span><span class="nb">dict</span><span class="p">(</span><span class="n">projection</span><span class="o">=</span><span class="n">projection</span><span class="p">))</span>
<span class="k">if</span> <span class="n">bbox</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span> <span class="ow">is</span> <span class="ow">not</span> <span class="n">np</span><span class="o">.</span><span class="n">nan</span><span class="p">:</span>
<span class="n">ax</span><span class="o">.</span><span class="n">set_extent</span><span class="p">(</span><span class="n">bbox</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">coastlines</span><span class="p">(</span><span class="n">resolution</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">)</span>
<span class="n">gl</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">gridlines</span><span class="p">(</span><span class="n">draw_labels</span><span class="o">=</span><span class="kc">True</span><span class="p">)</span>
<span class="n">gl</span><span class="o">.</span><span class="n">top_labels</span> <span class="o">=</span> <span class="n">gl</span><span class="o">.</span><span class="n">right_labels</span> <span class="o">=</span> <span class="kc">False</span>
<span class="n">gl</span><span class="o">.</span><span class="n">xformatter</span> <span class="o">=</span> <span class="n">LONGITUDE_FORMATTER</span>
<span class="n">gl</span><span class="o">.</span><span class="n">yformatter</span> <span class="o">=</span> <span class="n">LATITUDE_FORMATTER</span>
<span class="k">return</span> <span class="n">fig</span><span class="p">,</span> <span class="n">ax</span>
<span class="n">sectors</span> <span class="o">=</span> <span class="p">[</span><span class="s2">&quot;EMESO-1&quot;</span><span class="p">,</span><span class="s2">&quot;EMESO-2&quot;</span><span class="p">]</span>
<span class="n">fig</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">figure</span><span class="p">(</span><span class="n">figsize</span><span class="o">=</span><span class="p">(</span><span class="mi">16</span><span class="p">,</span><span class="mi">7</span><span class="o">*</span><span class="nb">len</span><span class="p">(</span><span class="n">sectors</span><span class="p">)))</span>
<span class="k">for</span> <span class="n">i</span><span class="p">,</span> <span class="n">sector</span> <span class="ow">in</span> <span class="nb">enumerate</span><span class="p">(</span><span class="n">sectors</span><span class="p">):</span>
<span class="n">request</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">newDataRequest</span><span class="p">()</span>
<span class="n">request</span><span class="o">.</span><span class="n">setDatatype</span><span class="p">(</span><span class="s2">&quot;satellite&quot;</span><span class="p">)</span>
<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="n">sector</span><span class="p">)</span>
<span class="n">request</span><span class="o">.</span><span class="n">setParameters</span><span class="p">(</span><span class="s2">&quot;CH-13-10.35um&quot;</span><span class="p">)</span>
<span class="n">utc</span> <span class="o">=</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">utcnow</span><span class="p">()</span>
<span class="n">times</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableTimes</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
<span class="n">hourdiff</span> <span class="o">=</span> <span class="n">utc</span> <span class="o">-</span> <span class="n">datetime</span><span class="o">.</span><span class="n">datetime</span><span class="o">.</span><span class="n">strptime</span><span class="p">(</span><span class="nb">str</span><span class="p">(</span><span class="n">times</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]),</span><span class="s1">&#39;%Y-%m-</span><span class="si">%d</span><span class="s1"> %H:%M:%S&#39;</span><span class="p">)</span>
<span class="n">hours</span><span class="p">,</span><span class="n">days</span> <span class="o">=</span> <span class="n">hourdiff</span><span class="o">.</span><span class="n">seconds</span><span class="o">/</span><span class="mi">3600</span><span class="p">,</span><span class="n">hourdiff</span><span class="o">.</span><span class="n">days</span>
<span class="n">minute</span> <span class="o">=</span> <span class="nb">str</span><span class="p">((</span><span class="n">hourdiff</span><span class="o">.</span><span class="n">seconds</span> <span class="o">-</span> <span class="p">(</span><span class="mi">3600</span> <span class="o">*</span> <span class="n">hours</span><span class="p">))</span> <span class="o">/</span> <span class="mi">60</span><span class="p">)</span>
<span class="n">offsetStr</span> <span class="o">=</span> <span class="s1">&#39;&#39;</span>
<span class="k">if</span> <span class="n">hours</span> <span class="o">&gt;</span> <span class="mi">0</span><span class="p">:</span>
<span class="n">offsetStr</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">hours</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;hr &quot;</span>
<span class="n">offsetStr</span> <span class="o">+=</span> <span class="nb">str</span><span class="p">(</span><span class="n">minute</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot;m ago&quot;</span>
<span class="k">if</span> <span class="n">days</span> <span class="o">&gt;</span> <span class="mi">1</span><span class="p">:</span>
<span class="n">offsetStr</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">days</span><span class="p">)</span> <span class="o">+</span> <span class="s2">&quot; days ago&quot;</span>
<span class="n">response</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getGridData</span><span class="p">(</span><span class="n">request</span><span class="p">,</span> <span class="p">[</span><span class="n">times</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">]])</span>
<span class="n">grid</span> <span class="o">=</span> <span class="n">response</span><span class="p">[</span><span class="mi">0</span><span class="p">]</span>
<span class="n">data</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getRawData</span><span class="p">()</span>
<span class="n">lons</span><span class="p">,</span><span class="n">lats</span> <span class="o">=</span> <span class="n">grid</span><span class="o">.</span><span class="n">getLatLonCoords</span><span class="p">()</span>
<span class="n">bbox</span> <span class="o">=</span> <span class="p">[</span><span class="n">lons</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lons</span><span class="o">.</span><span class="n">max</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">min</span><span class="p">(),</span> <span class="n">lats</span><span class="o">.</span><span class="n">max</span><span class="p">()]</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Latest image available: &quot;</span><span class="o">+</span><span class="nb">str</span><span class="p">(</span><span class="n">times</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">])</span> <span class="o">+</span> <span class="s2">&quot; (&quot;</span><span class="o">+</span><span class="n">offsetStr</span><span class="o">+</span><span class="s2">&quot;)&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Image grid size: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">data</span><span class="o">.</span><span class="n">shape</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;Image grid extent: &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="nb">list</span><span class="p">(</span><span class="n">bbox</span><span class="p">)))</span>
<span class="n">fig</span><span class="p">,</span> <span class="n">ax</span> <span class="o">=</span> <span class="n">make_map</span><span class="p">(</span><span class="n">bbox</span><span class="o">=</span><span class="n">bbox</span><span class="p">)</span>
<span class="n">states</span> <span class="o">=</span> <span class="n">cfeat</span><span class="o">.</span><span class="n">NaturalEarthFeature</span><span class="p">(</span><span class="n">category</span><span class="o">=</span><span class="s1">&#39;cultural&#39;</span><span class="p">,</span>
<span class="n">name</span><span class="o">=</span><span class="s1">&#39;admin_1_states_provinces_lines&#39;</span><span class="p">,</span>
<span class="n">scale</span><span class="o">=</span><span class="s1">&#39;50m&#39;</span><span class="p">,</span> <span class="n">facecolor</span><span class="o">=</span><span class="s1">&#39;none&#39;</span><span class="p">)</span>
<span class="n">ax</span><span class="o">.</span><span class="n">add_feature</span><span class="p">(</span><span class="n">states</span><span class="p">,</span> <span class="n">linestyle</span><span class="o">=</span><span class="s1">&#39;:&#39;</span><span class="p">)</span>
<span class="n">cs</span> <span class="o">=</span> <span class="n">ax</span><span class="o">.</span><span class="n">pcolormesh</span><span class="p">(</span><span class="n">lons</span><span class="p">,</span> <span class="n">lats</span><span class="p">,</span> <span class="n">data</span><span class="p">,</span> <span class="n">cmap</span><span class="o">=</span><span class="s1">&#39;coolwarm&#39;</span><span class="p">)</span>
<span class="n">cbar</span> <span class="o">=</span> <span class="n">fig</span><span class="o">.</span><span class="n">colorbar</span><span class="p">(</span><span class="n">cs</span><span class="p">,</span> <span class="n">shrink</span><span class="o">=</span><span class="mf">0.6</span><span class="p">,</span> <span class="n">orientation</span><span class="o">=</span><span class="s1">&#39;horizontal&#39;</span><span class="p">)</span>
<span class="n">cbar</span><span class="o">.</span><span class="n">set_label</span><span class="p">(</span><span class="n">sector</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> <span class="o">+</span> <span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> \
<span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getRefTime</span><span class="p">()))</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Latest</span> <span class="n">image</span> <span class="n">available</span><span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">09</span> <span class="mi">19</span><span class="p">:</span><span class="mi">17</span><span class="p">:</span><span class="mi">28</span> <span class="p">(</span><span class="mf">0.021388888888888888</span><span class="n">hr</span> <span class="mf">0.0</span><span class="n">m</span> <span class="n">ago</span><span class="p">)</span>
<span class="n">Image</span> <span class="n">grid</span> <span class="n">size</span><span class="p">:</span> <span class="p">(</span><span class="mi">500</span><span class="p">,</span> <span class="mi">500</span><span class="p">)</span>
<span class="n">Image</span> <span class="n">grid</span> <span class="n">extent</span><span class="p">:</span> <span class="p">[</span><span class="o">-</span><span class="mf">92.47462</span><span class="p">,</span> <span class="o">-</span><span class="mf">80.657455</span><span class="p">,</span> <span class="mf">20.24799</span><span class="p">,</span> <span class="mf">31.116167</span><span class="p">]</span>
<span class="n">Latest</span> <span class="n">image</span> <span class="n">available</span><span class="p">:</span> <span class="mi">2018</span><span class="o">-</span><span class="mi">10</span><span class="o">-</span><span class="mi">09</span> <span class="mi">14</span><span class="p">:</span><span class="mi">30</span><span class="p">:</span><span class="mi">58</span> <span class="p">(</span><span class="mf">4.797777777777778</span><span class="n">hr</span> <span class="mf">0.0</span><span class="n">m</span> <span class="n">ago</span><span class="p">)</span>
<span class="n">Image</span> <span class="n">grid</span> <span class="n">size</span><span class="p">:</span> <span class="p">(</span><span class="mi">500</span><span class="p">,</span> <span class="mi">500</span><span class="p">)</span>
<span class="n">Image</span> <span class="n">grid</span> <span class="n">extent</span><span class="p">:</span> <span class="p">[</span><span class="o">-</span><span class="mf">104.61595</span><span class="p">,</span> <span class="o">-</span><span class="mf">87.45227</span><span class="p">,</span> <span class="mf">29.422266</span><span class="p">,</span> <span class="mf">42.70851</span><span class="p">]</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="o">&lt;</span><span class="n">Figure</span> <span class="n">size</span> <span class="mi">1152</span><span class="n">x1008</span> <span class="k">with</span> <span class="mi">0</span> <span class="n">Axes</span><span class="o">&gt;</span>
</pre></div>
</div>
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