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<section id="nexrad-level3-radar">
<h1>NEXRAD Level3 Radar<a class="headerlink" href="#nexrad-level3-radar" title="Permalink to this headline"></a></h1>
<p><a class="reference external" href="http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/NEXRAD_Level3_Radar.ipynb">Notebook</a>
.. code:: ipython3</p>
<blockquote>
<div><p>This example plots NEXRAD 3 algorithm, precipitation, and derived products (not base data).</p>
</div></blockquote>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span> <span class="nn">warnings</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">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</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">numpy</span> <span class="k">as</span> <span class="nn">np</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="o">%</span><span class="k">matplotlib</span> inline
<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="s2">&quot;radar&quot;</span><span class="p">)</span>
<span class="n">available_locs</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">available_locs</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="nb">list</span><span class="p">(</span><span class="n">available_locs</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="s2">&quot;kmhx&quot;</span><span class="p">)</span>
<span class="n">availableParms</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">availableParms</span><span class="o">.</span><span class="n">sort</span><span class="p">()</span>
<span class="c1">#list(availableParms)</span>
<span class="n">productIDs</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getRadarProductIDs</span><span class="p">(</span><span class="n">availableParms</span><span class="p">)</span>
<span class="n">productNames</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getRadarProductNames</span><span class="p">(</span><span class="n">availableParms</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">productIDs</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="n">productNames</span><span class="p">)</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="s1">&#39;134&#39;</span><span class="p">,</span> <span class="s1">&#39;135&#39;</span><span class="p">,</span> <span class="s1">&#39;138&#39;</span><span class="p">,</span> <span class="s1">&#39;141&#39;</span><span class="p">,</span> <span class="s1">&#39;159&#39;</span><span class="p">,</span> <span class="s1">&#39;161&#39;</span><span class="p">,</span> <span class="s1">&#39;163&#39;</span><span class="p">,</span> <span class="s1">&#39;165&#39;</span><span class="p">,</span> <span class="s1">&#39;166&#39;</span><span class="p">,</span> <span class="s1">&#39;169&#39;</span><span class="p">,</span> <span class="s1">&#39;170&#39;</span><span class="p">,</span> <span class="s1">&#39;171&#39;</span><span class="p">,</span> <span class="s1">&#39;172&#39;</span><span class="p">,</span> <span class="s1">&#39;173&#39;</span><span class="p">,</span> <span class="s1">&#39;174&#39;</span><span class="p">,</span> <span class="s1">&#39;175&#39;</span><span class="p">,</span> <span class="s1">&#39;176&#39;</span><span class="p">,</span> <span class="s1">&#39;177&#39;</span><span class="p">,</span> <span class="s1">&#39;19&#39;</span><span class="p">,</span> <span class="s1">&#39;20&#39;</span><span class="p">,</span> <span class="s1">&#39;27&#39;</span><span class="p">,</span> <span class="s1">&#39;32&#39;</span><span class="p">,</span> <span class="s1">&#39;37&#39;</span><span class="p">,</span> <span class="s1">&#39;41&#39;</span><span class="p">,</span> <span class="s1">&#39;56&#39;</span><span class="p">,</span> <span class="s1">&#39;57&#39;</span><span class="p">,</span> <span class="s1">&#39;58&#39;</span><span class="p">,</span> <span class="s1">&#39;78&#39;</span><span class="p">,</span> <span class="s1">&#39;80&#39;</span><span class="p">,</span> <span class="s1">&#39;81&#39;</span><span class="p">,</span> <span class="s1">&#39;94&#39;</span><span class="p">,</span> <span class="s1">&#39;99&#39;</span><span class="p">]</span>
<span class="p">[</span><span class="s1">&#39;Composite Refl&#39;</span><span class="p">,</span> <span class="s1">&#39;Correlation Coeff&#39;</span><span class="p">,</span> <span class="s1">&#39;Diff Reflectivity&#39;</span><span class="p">,</span> <span class="s1">&#39;Digital Hybrid Scan Refl&#39;</span><span class="p">,</span> <span class="s1">&#39;Digital Inst Precip Rate&#39;</span><span class="p">,</span> <span class="s1">&#39;Digital Precip Array&#39;</span><span class="p">,</span> <span class="s1">&#39;Digital Vert Integ Liq&#39;</span><span class="p">,</span> <span class="s1">&#39;Echo Tops&#39;</span><span class="p">,</span> <span class="s1">&#39;Enhanced Echo Tops&#39;</span><span class="p">,</span> <span class="s1">&#39;Hybrid Hydrometeor Class&#39;</span><span class="p">,</span> <span class="s1">&#39;Hydrometeor Class&#39;</span><span class="p">,</span> <span class="s1">&#39;Melting Layer&#39;</span><span class="p">,</span> <span class="s1">&#39;Mesocyclone&#39;</span><span class="p">,</span> <span class="s1">&#39;One Hour Accum&#39;</span><span class="p">,</span> <span class="s1">&#39;One Hour Diff&#39;</span><span class="p">,</span> <span class="s1">&#39;One Hour Precip&#39;</span><span class="p">,</span> <span class="s1">&#39;One Hour Unbiased Accum&#39;</span><span class="p">,</span> <span class="s1">&#39;Reflectivity&#39;</span><span class="p">,</span> <span class="s1">&#39;Specific Diff Phase&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Rel Velocity&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Total Accum&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Total Diff&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Total Precip&#39;</span><span class="p">,</span> <span class="s1">&#39;Storm Track&#39;</span><span class="p">,</span> <span class="s1">&#39;User Select Accum&#39;</span><span class="p">,</span> <span class="s1">&#39;Velocity&#39;</span><span class="p">,</span> <span class="s1">&#39;Vert Integ Liq&#39;</span><span class="p">]</span>
</pre></div>
</div>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">&quot;ignore&quot;</span><span class="p">,</span><span class="n">category</span> <span class="o">=</span><span class="ne">RuntimeWarning</span><span class="p">)</span>
<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">16</span><span class="p">,</span> <span class="mi">16</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="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">nexrad_data</span> <span class="o">=</span> <span class="p">{}</span>
<span class="k">for</span> <span class="n">prod</span> <span class="ow">in</span> <span class="n">productNames</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="n">prod</span><span class="p">)</span>
<span class="n">availableLevels</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getAvailableLevels</span><span class="p">(</span><span class="n">request</span><span class="p">)</span>
<span class="k">if</span> <span class="n">availableLevels</span><span class="p">:</span>
<span class="n">request</span><span class="o">.</span><span class="n">setLevels</span><span class="p">(</span><span class="n">availableLevels</span><span class="p">[</span><span class="mi">0</span><span class="p">])</span>
<span class="k">else</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;No levels found for &quot;</span> <span class="o">+</span> <span class="n">prod</span><span class="p">)</span>
<span class="k">continue</span>
<span class="n">cycles</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="kc">True</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="k">if</span> <span class="n">times</span><span class="p">:</span>
<span class="nb">print</span><span class="p">()</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="nb">print</span><span class="p">(</span><span class="s2">&quot;Recs : &quot;</span><span class="p">,</span> <span class="nb">len</span><span class="p">(</span><span class="n">response</span><span class="p">))</span>
<span class="k">if</span> <span class="n">response</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="k">else</span><span class="p">:</span>
<span class="k">continue</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">nexrad_data</span><span class="p">[</span><span class="n">prod</span><span class="p">]</span> <span class="o">=</span> <span class="n">data</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Time :&#39;</span><span class="p">,</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="n">flat</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">ndarray</span><span class="o">.</span><span class="n">flatten</span><span class="p">(</span><span class="n">data</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Name :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getLocationName</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Prod :&#39;</span><span class="p">,</span> <span class="nb">str</span><span class="p">(</span><span class="n">grid</span><span class="o">.</span><span class="n">getParameter</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Range:&#39;</span> <span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmin</span><span class="p">(</span><span class="n">flat</span><span class="p">),</span> <span class="s2">&quot; to &quot;</span><span class="p">,</span> <span class="n">np</span><span class="o">.</span><span class="n">nanmax</span><span class="p">(</span><span class="n">flat</span><span class="p">),</span> <span class="s2">&quot; (Unit :&quot;</span><span class="p">,</span> <span class="n">grid</span><span class="o">.</span><span class="n">getUnit</span><span class="p">(),</span> <span class="s2">&quot;)&quot;</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;Size :&#39;</span><span class="p">,</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="n">cmap</span> <span class="o">=</span> <span class="n">plt</span><span class="o">.</span><span class="n">get_cmap</span><span class="p">(</span><span class="s1">&#39;rainbow&#39;</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="o">-</span><span class="mf">0.5</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="o">+</span><span class="mf">0.5</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="o">-</span><span class="mf">0.5</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="o">+</span><span class="mf">0.5</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">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="n">cmap</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">extend</span><span class="o">=</span><span class="s1">&#39;both&#39;</span><span class="p">,</span> <span class="n">shrink</span><span class="o">=</span><span class="mf">0.5</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">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="n">grid</span><span class="o">.</span><span class="n">getLevel</span><span class="p">()</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">getLocationName</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot; (&quot;</span> <span class="o">+</span> <span class="n">prod</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">getUnit</span><span class="p">()</span> <span class="o">+</span> <span class="s2">&quot;) &quot;</span> \
<span class="o">+</span> <span class="s2">&quot;valid &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>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">37</span><span class="p">:</span><span class="mi">23</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_464_464</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Composite</span> <span class="n">Refl</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">5.0</span> <span class="n">to</span> <span class="mf">50.0</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">dBZ</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">464</span><span class="p">,</span> <span class="mi">464</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_1.png" src="../../_images/NEXRAD_Level3_Radar_2_1.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Correlation</span> <span class="n">Coeff</span>
<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Diff</span> <span class="n">Reflectivity</span>
<span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_230_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Digital</span> <span class="n">Hybrid</span> <span class="n">Scan</span> <span class="n">Refl</span>
<span class="n">Range</span><span class="p">:</span> <span class="o">-</span><span class="mf">27.5</span> <span class="n">to</span> <span class="mf">51.5</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">dBZ</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">230</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_3.png" src="../../_images/NEXRAD_Level3_Radar_2_3.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_920_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Digital</span> <span class="n">Inst</span> <span class="n">Precip</span> <span class="n">Rate</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">7.0555557e-09</span> <span class="n">to</span> <span class="mf">2.3071667e-05</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span><span class="o">*</span><span class="n">sec</span><span class="o">^-</span><span class="mi">1</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_5.png" src="../../_images/NEXRAD_Level3_Radar_2_5.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_13_13</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Digital</span> <span class="n">Precip</span> <span class="n">Array</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">190.0</span> <span class="n">to</span> <span class="mf">690.0</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">count</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">13</span><span class="p">,</span> <span class="mi">13</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_7.png" src="../../_images/NEXRAD_Level3_Radar_2_7.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">37</span><span class="p">:</span><span class="mi">23</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_460_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Digital</span> <span class="n">Vert</span> <span class="n">Integ</span> <span class="n">Liq</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span> <span class="n">to</span> <span class="mf">18.834518</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">kg</span><span class="o">*</span><span class="n">m</span><span class="o">^-</span><span class="mi">2</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">460</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_9.png" src="../../_images/NEXRAD_Level3_Radar_2_9.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">37</span><span class="p">:</span><span class="mi">23</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_116_116</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Echo</span> <span class="n">Tops</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span> <span class="n">to</span> <span class="mf">12192.0</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">116</span><span class="p">,</span> <span class="mi">116</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_11.png" src="../../_images/NEXRAD_Level3_Radar_2_11.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">37</span><span class="p">:</span><span class="mi">23</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_346_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Enhanced</span> <span class="n">Echo</span> <span class="n">Tops</span>
<span class="n">Range</span><span class="p">:</span> <span class="n">nan</span> <span class="n">to</span> <span class="n">nan</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">346</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_13.png" src="../../_images/NEXRAD_Level3_Radar_2_13.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_920_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Hybrid</span> <span class="n">Hydrometeor</span> <span class="n">Class</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">1.0</span> <span class="n">to</span> <span class="mf">14.0</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">count</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_15.png" src="../../_images/NEXRAD_Level3_Radar_2_15.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Hydrometeor</span> <span class="n">Class</span>
<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Melting</span> <span class="n">Layer</span>
<span class="n">Recs</span> <span class="p">:</span> <span class="mi">0</span>
<span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_115_360_359.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">One</span> <span class="n">Hour</span> <span class="n">Accum</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span> <span class="n">to</span> <span class="mf">0.0127</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">115</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_17.png" src="../../_images/NEXRAD_Level3_Radar_2_17.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_920_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">One</span> <span class="n">Hour</span> <span class="n">Diff</span>
<span class="n">Range</span><span class="p">:</span> <span class="o">-</span><span class="mf">0.008382</span> <span class="n">to</span> <span class="mf">0.0027720002</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_19.png" src="../../_images/NEXRAD_Level3_Radar_2_19.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_115_360_359.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">One</span> <span class="n">Hour</span> <span class="n">Precip</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span> <span class="n">to</span> <span class="mf">0.0127</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">115</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_21.png" src="../../_images/NEXRAD_Level3_Radar_2_21.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_920_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">One</span> <span class="n">Hour</span> <span class="n">Unbiased</span> <span class="n">Accum</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">2.5775646e-05</span> <span class="n">to</span> <span class="mf">0.017472787</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_23.png" src="../../_images/NEXRAD_Level3_Radar_2_23.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Reflectivity</span>
<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Specific</span> <span class="n">Diff</span> <span class="n">Phase</span>
<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Storm</span> <span class="n">Rel</span> <span class="n">Velocity</span>
<span class="n">Recs</span> <span class="p">:</span> <span class="mi">2</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_920_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Storm</span> <span class="n">Total</span> <span class="n">Accum</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">0.000508</span> <span class="n">to</span> <span class="mf">0.082804</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_25.png" src="../../_images/NEXRAD_Level3_Radar_2_25.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_920_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Storm</span> <span class="n">Total</span> <span class="n">Diff</span>
<span class="n">Range</span><span class="p">:</span> <span class="o">-</span><span class="mf">0.08255</span> <span class="n">to</span> <span class="mf">0.019499999</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_27.png" src="../../_images/NEXRAD_Level3_Radar_2_27.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">2</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_116_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Storm</span> <span class="n">Total</span> <span class="n">Precip</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">0.0</span> <span class="n">to</span> <span class="mf">0.088392</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">116</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_29.png" src="../../_images/NEXRAD_Level3_Radar_2_29.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">Recs</span> <span class="p">:</span> <span class="mi">0</span>
<span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">11</span><span class="p">:</span><span class="mi">08</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_920_360_0.0_359.0</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">User</span> <span class="n">Select</span> <span class="n">Accum</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">2.5399999e-05</span> <span class="n">to</span> <span class="mf">0.033959802</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">m</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">920</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_31.png" src="../../_images/NEXRAD_Level3_Radar_2_31.png" />
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">Velocity</span>
<span class="n">Recs</span> <span class="p">:</span> <span class="mi">1</span>
<span class="n">Time</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">17</span> <span class="mi">16</span><span class="p">:</span><span class="mi">42</span><span class="p">:</span><span class="mi">31</span>
<span class="n">Name</span> <span class="p">:</span> <span class="n">kmhx_0</span><span class="mf">.0_116_116</span>
<span class="n">Prod</span> <span class="p">:</span> <span class="n">Vert</span> <span class="n">Integ</span> <span class="n">Liq</span>
<span class="n">Range</span><span class="p">:</span> <span class="mf">1.0</span> <span class="n">to</span> <span class="mf">20.0</span> <span class="p">(</span><span class="n">Unit</span> <span class="p">:</span> <span class="n">kg</span><span class="o">*</span><span class="n">m</span><span class="o">^-</span><span class="mi">2</span> <span class="p">)</span>
<span class="n">Size</span> <span class="p">:</span> <span class="p">(</span><span class="mi">116</span><span class="p">,</span> <span class="mi">116</span><span class="p">)</span>
</pre></div>
</div>
<img alt="../../_images/NEXRAD_Level3_Radar_2_33.png" src="../../_images/NEXRAD_Level3_Radar_2_33.png" />
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