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<div class="section" id="model-sounding-data">
<h1>Model Sounding Data<a class="headerlink" href="#model-sounding-data" 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/Model_Sounding_Data.ipynb">Notebook</a>
The EDEX modelsounding plugin creates 64-level vertical profiles from
GFS and ETA (NAM) BUFR products distirubted over NOAAport. Paramters
which are requestable are <strong>pressure</strong>, <strong>temperature</strong>, <strong>specHum</strong>,
<strong>uComp</strong>, <strong>vComp</strong>, <strong>omega</strong>, <strong>cldCvr</strong>.</p>
<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">matplotlib.tri</span> <span class="k">as</span> <span class="nn">mtri</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">mpl_toolkits.axes_grid1.inset_locator</span> <span class="kn">import</span> <span class="n">inset_axes</span>
<span class="kn">from</span> <span class="nn">math</span> <span class="kn">import</span> <span class="n">exp</span><span class="p">,</span> <span class="n">log</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">metpy.calc</span> <span class="kn">import</span> <span class="n">wind_components</span><span class="p">,</span> <span class="n">lcl</span><span class="p">,</span> <span class="n">dry_lapse</span><span class="p">,</span> <span class="n">parcel_profile</span><span class="p">,</span> <span class="n">dewpoint</span>
<span class="kn">from</span> <span class="nn">metpy.calc</span> <span class="kn">import</span> <span class="n">wind_speed</span><span class="p">,</span> <span class="n">wind_direction</span><span class="p">,</span> <span class="n">thermo</span><span class="p">,</span> <span class="n">vapor_pressure</span>
<span class="kn">from</span> <span class="nn">metpy.plots</span> <span class="kn">import</span> <span class="n">SkewT</span><span class="p">,</span> <span class="n">Hodograph</span>
<span class="kn">from</span> <span class="nn">metpy.units</span> <span class="kn">import</span> <span class="n">units</span><span class="p">,</span> <span class="n">concatenate</span>
<span class="kn">import</span> <span class="nn">warnings</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="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;modelsounding&quot;</span><span class="p">)</span>
<span class="n">forecastModel</span> <span class="o">=</span> <span class="s2">&quot;GFS&quot;</span>
<span class="n">request</span><span class="o">.</span><span class="n">addIdentifier</span><span class="p">(</span><span class="s2">&quot;reportType&quot;</span><span class="p">,</span> <span class="n">forecastModel</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;pressure&quot;</span><span class="p">,</span><span class="s2">&quot;temperature&quot;</span><span class="p">,</span><span class="s2">&quot;specHum&quot;</span><span class="p">,</span><span class="s2">&quot;uComp&quot;</span><span class="p">,</span><span class="s2">&quot;vComp&quot;</span><span class="p">,</span><span class="s2">&quot;omega&quot;</span><span class="p">,</span><span class="s2">&quot;cldCvr&quot;</span><span class="p">)</span>
</pre></div>
</div>
<div class="section" id="available-locations">
<h2>Available Locations<a class="headerlink" href="#available-locations" title="Permalink to this headline"></a></h2>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">locations</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">locations</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">locations</span><span class="p">)</span>
</pre></div>
</div>
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<span class="s1">&#39;KPDK&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPDT&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPDX&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPFN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPGA&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPHF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPHL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPHN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPHX&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPIA&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPIB&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPIE&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPIH&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPIR&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPIT&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPKB&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPLN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPMD&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPNC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPNE&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPNS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPOU&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPQI&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPRB&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPRC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPSC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPSM&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPSP&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPTK&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPUB&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPVD&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPVU&#39;</span><span class="p">,</span>
<span class="s1">&#39;KPWM&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRAD&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRAP&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRBL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRDD&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRDG&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRDM&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRDU&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRFD&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRIC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRIW&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRKD&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRKS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRNO&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRNT&#39;</span><span class="p">,</span>
<span class="s1">&#39;KROA&#39;</span><span class="p">,</span>
<span class="s1">&#39;KROC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KROW&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRSL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRST&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRSW&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRUM&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRWF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRWI&#39;</span><span class="p">,</span>
<span class="s1">&#39;KRWL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSAC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSAF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSAN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSAT&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSAV&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSBA&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSBN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSBP&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSBY&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSCH&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSCK&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSDF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSDM&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSDY&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSEA&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSEP&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSFF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSFO&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSGF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSGU&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSHR&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSHV&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSJC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSJT&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSLC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSLE&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSLK&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSLN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSMF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSMX&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSNA&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSNS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSPI&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSPS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSRQ&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSSI&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSTJ&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSTL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSTP&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSTS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSUN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSUS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSUX&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSVE&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSWF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KSYR&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTCC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTCL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTCS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTEB&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTIW&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTLH&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTMB&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTOL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTOP&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTPA&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTPH&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTRI&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTRK&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTRM&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTTD&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTTN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTUL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTUP&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTUS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTVC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTVL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTWF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTXK&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTYR&#39;</span><span class="p">,</span>
<span class="s1">&#39;KTYS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KUCA&#39;</span><span class="p">,</span>
<span class="s1">&#39;KUIN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KUKI&#39;</span><span class="p">,</span>
<span class="s1">&#39;KUNV&#39;</span><span class="p">,</span>
<span class="s1">&#39;KVCT&#39;</span><span class="p">,</span>
<span class="s1">&#39;KVEL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KVLD&#39;</span><span class="p">,</span>
<span class="s1">&#39;KVNY&#39;</span><span class="p">,</span>
<span class="s1">&#39;KVRB&#39;</span><span class="p">,</span>
<span class="s1">&#39;KWJF&#39;</span><span class="p">,</span>
<span class="s1">&#39;KWMC&#39;</span><span class="p">,</span>
<span class="s1">&#39;KWRL&#39;</span><span class="p">,</span>
<span class="s1">&#39;KWYS&#39;</span><span class="p">,</span>
<span class="s1">&#39;KY22&#39;</span><span class="p">,</span>
<span class="s1">&#39;KY26&#39;</span><span class="p">,</span>
<span class="s1">&#39;KYKM&#39;</span><span class="p">,</span>
<span class="s1">&#39;KYKN&#39;</span><span class="p">,</span>
<span class="s1">&#39;KYNG&#39;</span><span class="p">,</span>
<span class="s1">&#39;KYUM&#39;</span><span class="p">,</span>
<span class="s1">&#39;KZZV&#39;</span><span class="p">,</span>
<span class="s1">&#39;LAA&#39;</span><span class="p">,</span>
<span class="s1">&#39;LAP&#39;</span><span class="p">,</span>
<span class="s1">&#39;LBY&#39;</span><span class="p">,</span>
<span class="s1">&#39;LDL&#39;</span><span class="p">,</span>
<span class="s1">&#39;LHX&#39;</span><span class="p">,</span>
<span class="s1">&#39;LIC&#39;</span><span class="p">,</span>
<span class="s1">&#39;LOR&#39;</span><span class="p">,</span>
<span class="s1">&#39;LRR&#39;</span><span class="p">,</span>
<span class="s1">&#39;LSF&#39;</span><span class="p">,</span>
<span class="s1">&#39;LUS&#39;</span><span class="p">,</span>
<span class="s1">&#39;LVM&#39;</span><span class="p">,</span>
<span class="s1">&#39;LW1&#39;</span><span class="p">,</span>
<span class="s1">&#39;MAC&#39;</span><span class="p">,</span>
<span class="s1">&#39;MAX&#39;</span><span class="p">,</span>
<span class="s1">&#39;MAZ&#39;</span><span class="p">,</span>
<span class="s1">&#39;MDPC&#39;</span><span class="p">,</span>
<span class="s1">&#39;MDPP&#39;</span><span class="p">,</span>
<span class="s1">&#39;MDSD&#39;</span><span class="p">,</span>
<span class="s1">&#39;MDST&#39;</span><span class="p">,</span>
<span class="s1">&#39;MGFL&#39;</span><span class="p">,</span>
<span class="s1">&#39;MGGT&#39;</span><span class="p">,</span>
<span class="s1">&#39;MGHT&#39;</span><span class="p">,</span>
<span class="s1">&#39;MGPB&#39;</span><span class="p">,</span>
<span class="s1">&#39;MGSJ&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHAM&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHCA&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHCH&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHLC&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHLE&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHLM&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHNJ&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHPL&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHRO&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHSR&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHTE&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHTG&#39;</span><span class="p">,</span>
<span class="s1">&#39;MHYR&#39;</span><span class="p">,</span>
<span class="s1">&#39;MIB&#39;</span><span class="p">,</span>
<span class="s1">&#39;MIE&#39;</span><span class="p">,</span>
<span class="s1">&#39;MKJP&#39;</span><span class="p">,</span>
<span class="s1">&#39;MKJS&#39;</span><span class="p">,</span>
<span class="s1">&#39;MLD&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMAA&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMAS&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMBT&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMCE&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMCL&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMCN&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMCS&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMCU&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMCV&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMCZ&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMDO&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMGL&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMGM&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMHO&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMLP&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMMA&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMMD&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMML&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMMM&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMMT&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMMX&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMMY&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMMZ&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMNL&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMPR&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMRX&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMSD&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMSP&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMTC&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMTJ&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMTM&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMTO&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMTP&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMUN&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMVR&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMZC&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMZH&#39;</span><span class="p">,</span>
<span class="s1">&#39;MMZO&#39;</span><span class="p">,</span>
<span class="s1">&#39;MNMG&#39;</span><span class="p">,</span>
<span class="s1">&#39;MNPC&#39;</span><span class="p">,</span>
<span class="s1">&#39;MOR&#39;</span><span class="p">,</span>
<span class="s1">&#39;MPBO&#39;</span><span class="p">,</span>
<span class="s1">&#39;MPCH&#39;</span><span class="p">,</span>
<span class="s1">&#39;MPDA&#39;</span><span class="p">,</span>
<span class="s1">&#39;MPMG&#39;</span><span class="p">,</span>
<span class="s1">&#39;MPSA&#39;</span><span class="p">,</span>
<span class="s1">&#39;MPTO&#39;</span><span class="p">,</span>
<span class="s1">&#39;MPX&#39;</span><span class="p">,</span>
<span class="s1">&#39;MRCH&#39;</span><span class="p">,</span>
<span class="s1">&#39;MRF&#39;</span><span class="p">,</span>
<span class="s1">&#39;MRLB&#39;</span><span class="p">,</span>
<span class="s1">&#39;MRLM&#39;</span><span class="p">,</span>
<span class="s1">&#39;MROC&#39;</span><span class="p">,</span>
<span class="s1">&#39;MRPV&#39;</span><span class="p">,</span>
<span class="s1">&#39;MRS&#39;</span><span class="p">,</span>
<span class="s1">&#39;MSAC&#39;</span><span class="p">,</span>
<span class="s1">&#39;MSLP&#39;</span><span class="p">,</span>
<span class="s1">&#39;MSSS&#39;</span><span class="p">,</span>
<span class="s1">&#39;MTCH&#39;</span><span class="p">,</span>
<span class="s1">&#39;MTL&#39;</span><span class="p">,</span>
<span class="s1">&#39;MTPP&#39;</span><span class="p">,</span>
<span class="s1">&#39;MTV&#39;</span><span class="p">,</span>
<span class="s1">&#39;MTY&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUBA&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUBY&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUCA&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUCL&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUCM&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUCU&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUGM&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUGT&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUHA&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUMO&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUMZ&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUNG&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUVR&#39;</span><span class="p">,</span>
<span class="s1">&#39;MUVT&#39;</span><span class="p">,</span>
<span class="s1">&#39;MWCR&#39;</span><span class="p">,</span>
<span class="s1">&#39;MYBS&#39;</span><span class="p">,</span>
<span class="s1">&#39;MYEG&#39;</span><span class="p">,</span>
<span class="s1">&#39;MYGF&#39;</span><span class="p">,</span>
<span class="s1">&#39;MYGW&#39;</span><span class="p">,</span>
<span class="s1">&#39;MYL&#39;</span><span class="p">,</span>
<span class="s1">&#39;MYNN&#39;</span><span class="p">,</span>
<span class="s1">&#39;MZBZ&#39;</span><span class="p">,</span>
<span class="s1">&#39;MZT&#39;</span><span class="p">,</span>
<span class="s1">&#39;NCK&#39;</span><span class="p">,</span>
<span class="s1">&#39;NGX&#39;</span><span class="p">,</span>
<span class="s1">&#39;NHK&#39;</span><span class="p">,</span>
<span class="s1">&#39;NID&#39;</span><span class="p">,</span>
<span class="s1">&#39;NKX&#39;</span><span class="p">,</span>
<span class="s1">&#39;NOA&#39;</span><span class="p">,</span>
<span class="s1">&#39;NRU&#39;</span><span class="p">,</span>
<span class="s1">&#39;NTD&#39;</span><span class="p">,</span>
<span class="o">...</span><span class="p">]</span>
</pre></div>
</div>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">&quot;KFRM&quot;</span><span class="p">)</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">try</span><span class="p">:</span>
<span class="n">fcstRun</span> <span class="o">=</span> <span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">getForecastRun</span><span class="p">(</span><span class="n">cycles</span><span class="p">[</span><span class="o">-</span><span class="mi">1</span><span class="p">],</span> <span class="n">times</span><span class="p">)</span>
<span class="nb">list</span><span class="p">(</span><span class="n">fcstRun</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">getGeometryData</span><span class="p">(</span><span class="n">request</span><span class="p">,[</span><span class="n">fcstRun</span><span class="p">[</span><span class="mi">0</span><span class="p">]])</span>
<span class="k">except</span><span class="p">:</span>
<span class="nb">print</span><span class="p">(</span><span class="s1">&#39;No times available&#39;</span><span class="p">)</span>
<span class="n">exit</span>
</pre></div>
</div>
</div>
<div class="section" id="model-sounding-parameters">
<h2>Model Sounding Parameters<a class="headerlink" href="#model-sounding-parameters" title="Permalink to this headline"></a></h2>
<p>Construct arrays for each parameter to plot (temperature, pressure,
moisutre (spec. humidity), wind components, and cloud cover)</p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">tmp</span><span class="p">,</span><span class="n">prs</span><span class="p">,</span><span class="n">sh</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([]),</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([]),</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([])</span>
<span class="n">uc</span><span class="p">,</span><span class="n">vc</span><span class="p">,</span><span class="n">om</span><span class="p">,</span><span class="n">cld</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([]),</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([]),</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([]),</span><span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">([])</span>
<span class="k">for</span> <span class="n">ob</span> <span class="ow">in</span> <span class="n">response</span><span class="p">:</span>
<span class="n">tmp</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">tmp</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;temperature&quot;</span><span class="p">))</span>
<span class="n">prs</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">prs</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;pressure&quot;</span><span class="p">))</span>
<span class="n">sh</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">sh</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;specHum&quot;</span><span class="p">))</span>
<span class="n">uc</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">uc</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;uComp&quot;</span><span class="p">))</span>
<span class="n">vc</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">vc</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;vComp&quot;</span><span class="p">))</span>
<span class="n">om</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">om</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;omega&quot;</span><span class="p">))</span>
<span class="n">cld</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">append</span><span class="p">(</span><span class="n">cld</span><span class="p">,</span><span class="n">ob</span><span class="o">.</span><span class="n">getNumber</span><span class="p">(</span><span class="s2">&quot;cldCvr&quot;</span><span class="p">))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;parms = &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getParameters</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;site = &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ob</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="s2">&quot;geom = &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;datetime = &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;reftime = &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ob</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="nb">print</span><span class="p">(</span><span class="s2">&quot;fcstHour = &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getFcstTime</span><span class="p">()))</span>
<span class="nb">print</span><span class="p">(</span><span class="s2">&quot;period = &quot;</span> <span class="o">+</span> <span class="nb">str</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">()</span><span class="o">.</span><span class="n">getValidPeriod</span><span class="p">()))</span>
</pre></div>
</div>
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="n">parms</span> <span class="o">=</span> <span class="p">[</span><span class="s1">&#39;temperature&#39;</span><span class="p">,</span> <span class="s1">&#39;pressure&#39;</span><span class="p">,</span> <span class="s1">&#39;vComp&#39;</span><span class="p">,</span> <span class="s1">&#39;uComp&#39;</span><span class="p">,</span> <span class="s1">&#39;cldCvr&#39;</span><span class="p">,</span> <span class="s1">&#39;specHum&#39;</span><span class="p">,</span> <span class="s1">&#39;omega&#39;</span><span class="p">]</span>
<span class="n">site</span> <span class="o">=</span> <span class="n">KFRM</span>
<span class="n">geom</span> <span class="o">=</span> <span class="n">POINT</span> <span class="p">(</span><span class="o">-</span><span class="mf">94.41999816894531</span> <span class="mf">43.65000152587891</span><span class="p">)</span>
<span class="n">datetime</span> <span class="o">=</span> <span class="mi">2020</span><span class="o">-</span><span class="mi">09</span><span class="o">-</span><span class="mi">04</span> <span class="mi">12</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span>
<span class="n">reftime</span> <span class="o">=</span> <span class="n">Sep</span> <span class="mi">04</span> <span class="mi">20</span> <span class="mi">12</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="n">GMT</span>
<span class="n">fcstHour</span> <span class="o">=</span> <span class="mi">0</span>
<span class="n">period</span> <span class="o">=</span> <span class="p">(</span><span class="n">Sep</span> <span class="mi">04</span> <span class="mi">20</span> <span class="mi">12</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="p">,</span> <span class="n">Sep</span> <span class="mi">04</span> <span class="mi">20</span> <span class="mi">12</span><span class="p">:</span><span class="mi">00</span><span class="p">:</span><span class="mi">00</span> <span class="p">)</span>
</pre></div>
</div>
</div>
<div class="section" id="calculating-dewpoint-from-specific-humidity">
<h2>Calculating Dewpoint from Specific Humidity<a class="headerlink" href="#calculating-dewpoint-from-specific-humidity" title="Permalink to this headline"></a></h2>
<p>Because the modelsounding plugin does not return dewpoint values, we
must calculate the profile ourselves. Here are three examples of
dewpoint calculated from specific humidity, including a manual
calculation following NCEP AWIPS/NSHARP.</p>
<p><strong>1) MetPy calculated mixing ratio and vapor pressure</strong></p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">t</span> <span class="o">=</span> <span class="p">(</span><span class="n">tmp</span><span class="o">-</span><span class="mf">273.15</span><span class="p">)</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degC</span>
<span class="n">p</span> <span class="o">=</span> <span class="n">prs</span><span class="o">/</span><span class="mi">100</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">mbar</span>
<span class="n">u</span><span class="p">,</span><span class="n">v</span> <span class="o">=</span> <span class="n">uc</span><span class="o">*</span><span class="mf">1.94384</span><span class="p">,</span><span class="n">vc</span><span class="o">*</span><span class="mf">1.94384</span> <span class="c1"># m/s to knots</span>
<span class="n">spd</span> <span class="o">=</span> <span class="n">wind_speed</span><span class="p">(</span><span class="n">u</span><span class="o">*</span><span class="n">units</span><span class="o">.</span><span class="n">knots</span><span class="p">,</span> <span class="n">v</span><span class="o">*</span><span class="n">units</span><span class="o">.</span><span class="n">knots</span><span class="p">)</span>
<span class="nb">dir</span> <span class="o">=</span> <span class="n">wind_direction</span><span class="p">(</span><span class="n">u</span><span class="o">*</span><span class="n">units</span><span class="o">.</span><span class="n">knots</span><span class="p">,</span> <span class="n">v</span><span class="o">*</span><span class="n">units</span><span class="o">.</span><span class="n">knots</span><span class="p">)</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">deg</span>
</pre></div>
</div>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">rmix</span> <span class="o">=</span> <span class="p">(</span><span class="n">sh</span><span class="o">/</span><span class="p">(</span><span class="mi">1</span><span class="o">-</span><span class="n">sh</span><span class="p">))</span> <span class="o">*</span><span class="mi">1000</span> <span class="o">*</span> <span class="n">units</span><span class="p">(</span><span class="s1">&#39;g/kg&#39;</span><span class="p">)</span>
<span class="n">e</span> <span class="o">=</span> <span class="n">vapor_pressure</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">rmix</span><span class="p">)</span>
<span class="n">td</span> <span class="o">=</span> <span class="n">dewpoint</span><span class="p">(</span><span class="n">e</span><span class="p">)</span>
</pre></div>
</div>
<p><strong>2) metpy calculated assuming spec. humidity = mixing ratio</strong></p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">td2</span> <span class="o">=</span> <span class="n">dewpoint</span><span class="p">(</span><span class="n">vapor_pressure</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">sh</span><span class="p">))</span>
</pre></div>
</div>
<p><strong>3) NCEP AWIPS soundingrequest plugin</strong></p>
<p>based on GEMPAK/NSHARP, from
<a class="reference external" href="https://github.com/Unidata/awips2-ncep/blob/unidata_16.2.2/edex/gov.noaa.nws.ncep.edex.plugin.soundingrequest/src/gov/noaa/nws/ncep/edex/plugin/soundingrequest/handler/MergeSounding.java#L1783">https://github.com/Unidata/awips2-ncep/blob/unidata_16.2.2/edex/gov.noaa.nws.ncep.edex.plugin.soundingrequest/src/gov/noaa/nws/ncep/edex/plugin/soundingrequest/handler/MergeSounding.java#L1783</a></p>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># new arrays</span>
<span class="n">ntmp</span> <span class="o">=</span> <span class="n">tmp</span>
<span class="c1"># where p=pressure(pa), T=temp(C), T0=reference temp(273.16)</span>
<span class="n">rh</span> <span class="o">=</span> <span class="mf">0.263</span><span class="o">*</span><span class="n">prs</span><span class="o">*</span><span class="n">sh</span> <span class="o">/</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">(</span><span class="mf">17.67</span><span class="o">*</span><span class="n">ntmp</span><span class="o">/</span><span class="p">(</span><span class="n">ntmp</span><span class="o">+</span><span class="mf">273.15</span><span class="o">-</span><span class="mf">29.65</span><span class="p">)))</span>
<span class="n">vaps</span> <span class="o">=</span> <span class="mf">6.112</span> <span class="o">*</span> <span class="n">np</span><span class="o">.</span><span class="n">exp</span><span class="p">((</span><span class="mf">17.67</span> <span class="o">*</span> <span class="n">ntmp</span><span class="p">)</span> <span class="o">/</span> <span class="p">(</span><span class="n">ntmp</span> <span class="o">+</span> <span class="mf">243.5</span><span class="p">))</span>
<span class="n">vapr</span> <span class="o">=</span> <span class="n">rh</span> <span class="o">*</span> <span class="n">vaps</span> <span class="o">/</span> <span class="mi">100</span>
<span class="n">dwpc</span> <span class="o">=</span> <span class="n">np</span><span class="o">.</span><span class="n">array</span><span class="p">(</span><span class="mf">243.5</span> <span class="o">*</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="mf">6.112</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">vapr</span><span class="p">))</span> <span class="o">/</span> <span class="p">(</span><span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="n">vapr</span><span class="p">)</span> <span class="o">-</span> <span class="n">np</span><span class="o">.</span><span class="n">log</span><span class="p">(</span><span class="mf">6.112</span><span class="p">)</span> <span class="o">-</span> <span class="mf">17.67</span><span class="p">))</span> <span class="o">*</span> <span class="n">units</span><span class="o">.</span><span class="n">degC</span>
</pre></div>
</div>
</div>
<div class="section" id="metpy-skewt-and-hodograph">
<h2>MetPy SkewT and Hodograph<a class="headerlink" href="#metpy-skewt-and-hodograph" title="Permalink to this headline"></a></h2>
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="o">%</span><span class="k">matplotlib</span> inline
<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">12</span><span class="p">,</span> <span class="mi">14</span><span class="p">)</span>
<span class="c1"># Create a skewT plot</span>
<span class="n">skew</span> <span class="o">=</span> <span class="n">SkewT</span><span class="p">()</span>
<span class="c1"># Plot the data</span>
<span class="n">skew</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">t</span><span class="p">,</span> <span class="s1">&#39;r&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">skew</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">td</span><span class="p">,</span> <span class="s1">&#39;b&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">skew</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">td2</span><span class="p">,</span> <span class="s1">&#39;y&#39;</span><span class="p">)</span>
<span class="n">skew</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">dwpc</span><span class="p">,</span> <span class="s1">&#39;g&#39;</span><span class="p">,</span> <span class="n">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="n">skew</span><span class="o">.</span><span class="n">plot_barbs</span><span class="p">(</span><span class="n">p</span><span class="p">,</span> <span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">)</span>
<span class="n">skew</span><span class="o">.</span><span class="n">ax</span><span class="o">.</span><span class="n">set_ylim</span><span class="p">(</span><span class="mi">1000</span><span class="p">,</span> <span class="mi">100</span><span class="p">)</span>
<span class="n">skew</span><span class="o">.</span><span class="n">ax</span><span class="o">.</span><span class="n">set_xlim</span><span class="p">(</span><span class="o">-</span><span class="mi">40</span><span class="p">,</span> <span class="mi">60</span><span class="p">)</span>
<span class="n">plt</span><span class="o">.</span><span class="n">title</span><span class="p">(</span> <span class="n">forecastModel</span> <span class="o">+</span> <span class="s2">&quot; &quot;</span> \
<span class="o">+</span> <span class="n">ob</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="nb">str</span><span class="p">(</span><span class="n">ob</span><span class="o">.</span><span class="n">getGeometry</span><span class="p">())</span> <span class="o">+</span> <span class="s2">&quot;)&quot;</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">ob</span><span class="o">.</span><span class="n">getDataTime</span><span class="p">())</span>
<span class="p">)</span>
<span class="c1"># An example of a slanted line at constant T -- in this case the 0 isotherm</span>
<span class="n">l</span> <span class="o">=</span> <span class="n">skew</span><span class="o">.</span><span class="n">ax</span><span class="o">.</span><span class="n">axvline</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="n">color</span><span class="o">=</span><span class="s1">&#39;c&#39;</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">linewidth</span><span class="o">=</span><span class="mi">2</span><span class="p">)</span>
<span class="c1"># Draw hodograph</span>
<span class="n">ax_hod</span> <span class="o">=</span> <span class="n">inset_axes</span><span class="p">(</span><span class="n">skew</span><span class="o">.</span><span class="n">ax</span><span class="p">,</span> <span class="s1">&#39;40%&#39;</span><span class="p">,</span> <span class="s1">&#39;40%&#39;</span><span class="p">,</span> <span class="n">loc</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
<span class="n">h</span> <span class="o">=</span> <span class="n">Hodograph</span><span class="p">(</span><span class="n">ax_hod</span><span class="p">,</span> <span class="n">component_range</span><span class="o">=</span><span class="n">spd</span><span class="o">.</span><span class="n">max</span><span class="p">()</span><span class="o">/</span><span class="n">units</span><span class="o">.</span><span class="n">knots</span><span class="p">)</span>
<span class="n">h</span><span class="o">.</span><span class="n">add_grid</span><span class="p">(</span><span class="n">increment</span><span class="o">=</span><span class="mi">20</span><span class="p">)</span>
<span class="n">h</span><span class="o">.</span><span class="n">plot_colormapped</span><span class="p">(</span><span class="n">u</span><span class="p">,</span> <span class="n">v</span><span class="p">,</span> <span class="n">spd</span><span class="p">)</span>
<span class="c1"># Show the plot</span>
<span class="n">plt</span><span class="o">.</span><span class="n">show</span><span class="p">()</span>
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