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<section id="nexrad-level3-radar">
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<h1>NEXRAD Level3 Radar<a class="headerlink" href="#nexrad-level3-radar" title="Permalink to this heading"></a></h1>
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<p><a class="reference external" href="http://nbviewer.ipython.org/github/Unidata/python-awips/blob/master/examples/notebooks/NEXRAD_Level3_Radar.ipynb">Notebook</a>
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Python-AWIPS Tutorial Notebook</p>
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<hr class="docutils" />
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<section id="objectives">
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<h2>Objectives<a class="headerlink" href="#objectives" title="Permalink to this heading"></a></h2>
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<ul class="simple">
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<li><p>Use python-awips to connect to an edex server</p></li>
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<li><p>Define and filter data request for radar data</p></li>
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<li><p>Plot NEXRAD 3 algorithm, precipitation, and derived products (not
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base data)</p></li>
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</ul>
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<hr class="docutils" />
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<section id="table-of-contents">
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<h3>Table of Contents<a class="headerlink" href="#table-of-contents" title="Permalink to this heading"></a></h3>
|
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<div class="line-block">
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<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#imports">1
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Imports</a></div>
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<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#edex-connection">2 EDEX
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Connection</a></div>
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<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#investigate-data">3 Investigate
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||
Data</a></div>
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<div class="line"> <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#available-locations">3.1 Available
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Locations</a></div>
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<div class="line"> <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#available-parameters">3.2 Available
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Parameters</a></div>
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<div class="line"> <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#radar-product-ids-and-names">3.3 Radar Product IDs and
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Names</a></div>
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<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#function-make-map">4 Function:
|
||
make_map()</a></div>
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<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#plot-the-data">5 Plot the
|
||
Data!</a></div>
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<div class="line"><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#see-also">6 See
|
||
Also</a></div>
|
||
<div class="line"> <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#related-notebooks">6.1 Related
|
||
Notebooks</a></div>
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<div class="line"> <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#additional-documentation">6.2 Additional
|
||
Documentation</a></div>
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</div>
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</section>
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<section id="imports">
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<h3>1 Imports<a class="headerlink" href="#imports" title="Permalink to this heading"></a></h3>
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<p>The imports below are used throughout the notebook. Note the first
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import is coming directly from python-awips and allows us to connect to
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an EDEX server. The subsequent imports are for data manipulation and
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visualization.</p>
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<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="kn">import</span><span class="w"> </span><span class="nn">warnings</span>
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<span class="kn">from</span><span class="w"> </span><span class="nn">awips.dataaccess</span><span class="w"> </span><span class="kn">import</span> <span class="n">DataAccessLayer</span>
|
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<span class="kn">import</span><span class="w"> </span><span class="nn">matplotlib.pyplot</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">plt</span>
|
||
<span class="kn">import</span><span class="w"> </span><span class="nn">cartopy.crs</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">ccrs</span>
|
||
<span class="kn">import</span><span class="w"> </span><span class="nn">numpy</span><span class="w"> </span><span class="k">as</span><span class="w"> </span><span class="nn">np</span>
|
||
<span class="kn">from</span><span class="w"> </span><span class="nn">cartopy.mpl.gridliner</span><span class="w"> </span><span class="kn">import</span> <span class="n">LONGITUDE_FORMATTER</span><span class="p">,</span> <span class="n">LATITUDE_FORMATTER</span>
|
||
</pre></div>
|
||
</div>
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||
<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html">Top</a></p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="edex-connection">
|
||
<h3>2 EDEX Connection<a class="headerlink" href="#edex-connection" title="Permalink to this heading"></a></h3>
|
||
<p>First we establish a connection to Unidata’s public EDEX server. This
|
||
sets the proper server on the <strong>DataAccessLayer</strong>, which we will use
|
||
numerous times throughout the notebook.</p>
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||
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="n">DataAccessLayer</span><span class="o">.</span><span class="n">changeEDEXHost</span><span class="p">(</span><span class="s2">"edex-cloud.unidata.ucar.edu"</span><span class="p">)</span>
|
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<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">"radar"</span><span class="p">)</span>
|
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</pre></div>
|
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</div>
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<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html">Top</a></p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="investigate-data">
|
||
<h3>3 Investigate Data<a class="headerlink" href="#investigate-data" title="Permalink to this heading"></a></h3>
|
||
<p>Now that we’ve created a new radar data request, let’s take a look at
|
||
what locations and parameters are available for our current request.</p>
|
||
<section id="available-locations">
|
||
<h4>3.1 Available Locations<a class="headerlink" href="#available-locations" title="Permalink to this heading"></a></h4>
|
||
<p>We can take a look at what “locations” are available for our radar
|
||
request. For radar, we’ll see that radar station names are returned when
|
||
looking at the availalbe location names.</p>
|
||
<p>For this example we’ll use Baltimore, MD/Washington DC as our region of
|
||
interest. You can easily look up other station IDs and where they are
|
||
using <a class="reference external" href="https://radar.weather.gov/station/KMHX/standard">this NWS
|
||
webpage</a>.</p>
|
||
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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>
|
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<span class="nb">print</span><span class="p">(</span><span class="n">available_locs</span><span class="p">)</span>
|
||
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<span class="c1"># Set our location to Baltimore (klwx)</span>
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<span class="n">request</span><span class="o">.</span><span class="n">setLocationNames</span><span class="p">(</span><span class="s2">"klwx"</span><span class="p">)</span>
|
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</pre></div>
|
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</div>
|
||
<div class="highlight-default notranslate"><div class="highlight"><pre><span></span><span class="p">[</span><span class="s1">'kabr'</span><span class="p">,</span> <span class="s1">'kabx'</span><span class="p">,</span> <span class="s1">'kakq'</span><span class="p">,</span> <span class="s1">'kama'</span><span class="p">,</span> <span class="s1">'kamx'</span><span class="p">,</span> <span class="s1">'kapx'</span><span class="p">,</span> <span class="s1">'karx'</span><span class="p">,</span> <span class="s1">'katx'</span><span class="p">,</span> <span class="s1">'kbbx'</span><span class="p">,</span> <span class="s1">'kbgm'</span><span class="p">,</span> <span class="s1">'kbhx'</span><span class="p">,</span> <span class="s1">'kbis'</span><span class="p">,</span> <span class="s1">'kblx'</span><span class="p">,</span> <span class="s1">'kbmx'</span><span class="p">,</span> <span class="s1">'kbox'</span><span class="p">,</span> <span class="s1">'kbro'</span><span class="p">,</span> <span class="s1">'kbuf'</span><span class="p">,</span> <span class="s1">'kbyx'</span><span class="p">,</span> <span class="s1">'kcae'</span><span class="p">,</span> <span class="s1">'kcbw'</span><span class="p">,</span> <span class="s1">'kcbx'</span><span class="p">,</span> <span class="s1">'kccx'</span><span class="p">,</span> <span class="s1">'kcle'</span><span class="p">,</span> <span class="s1">'kclx'</span><span class="p">,</span> <span class="s1">'kcrp'</span><span class="p">,</span> <span class="s1">'kcxx'</span><span class="p">,</span> <span class="s1">'kcys'</span><span class="p">,</span> <span class="s1">'kdax'</span><span class="p">,</span> <span class="s1">'kddc'</span><span class="p">,</span> <span class="s1">'kdfx'</span><span class="p">,</span> <span class="s1">'kdgx'</span><span class="p">,</span> <span class="s1">'kdix'</span><span class="p">,</span> <span class="s1">'kdlh'</span><span class="p">,</span> <span class="s1">'kdmx'</span><span class="p">,</span> <span class="s1">'kdox'</span><span class="p">,</span> <span class="s1">'kdtx'</span><span class="p">,</span> <span class="s1">'kdvn'</span><span class="p">,</span> <span class="s1">'kdyx'</span><span class="p">,</span> <span class="s1">'keax'</span><span class="p">,</span> <span class="s1">'kemx'</span><span class="p">,</span> <span class="s1">'kenx'</span><span class="p">,</span> <span class="s1">'keox'</span><span class="p">,</span> <span class="s1">'kepz'</span><span class="p">,</span> <span class="s1">'kesx'</span><span class="p">,</span> <span class="s1">'kevx'</span><span class="p">,</span> <span class="s1">'kewx'</span><span class="p">,</span> <span class="s1">'keyx'</span><span class="p">,</span> <span class="s1">'kfcx'</span><span class="p">,</span> <span class="s1">'kfdr'</span><span class="p">,</span> <span class="s1">'kfdx'</span><span class="p">,</span> <span class="s1">'kffc'</span><span class="p">,</span> <span class="s1">'kfsd'</span><span class="p">,</span> <span class="s1">'kfsx'</span><span class="p">,</span> <span class="s1">'kftg'</span><span class="p">,</span> <span class="s1">'kfws'</span><span class="p">,</span> <span class="s1">'kggw'</span><span class="p">,</span> <span class="s1">'kgjx'</span><span class="p">,</span> <span class="s1">'kgld'</span><span class="p">,</span> <span class="s1">'kgrb'</span><span class="p">,</span> <span class="s1">'kgrk'</span><span class="p">,</span> <span class="s1">'kgrr'</span><span class="p">,</span> <span class="s1">'kgsp'</span><span class="p">,</span> <span class="s1">'kgwx'</span><span class="p">,</span> <span class="s1">'kgyx'</span><span class="p">,</span> <span class="s1">'khdc'</span><span class="p">,</span> <span class="s1">'khdx'</span><span class="p">,</span> <span class="s1">'khgx'</span><span class="p">,</span> <span class="s1">'khnx'</span><span class="p">,</span> <span class="s1">'khpx'</span><span class="p">,</span> <span class="s1">'khtx'</span><span class="p">,</span> <span class="s1">'kict'</span><span class="p">,</span> <span class="s1">'kicx'</span><span class="p">,</span> <span class="s1">'kiln'</span><span class="p">,</span> <span class="s1">'kilx'</span><span class="p">,</span> <span class="s1">'kind'</span><span class="p">,</span> <span class="s1">'kinx'</span><span class="p">,</span> <span class="s1">'kiwa'</span><span class="p">,</span> <span class="s1">'kiwx'</span><span class="p">,</span> <span class="s1">'kjax'</span><span class="p">,</span> <span class="s1">'kjgx'</span><span class="p">,</span> <span class="s1">'kjkl'</span><span class="p">,</span> <span class="s1">'klbb'</span><span class="p">,</span> <span class="s1">'klch'</span><span class="p">,</span> <span class="s1">'klgx'</span><span class="p">,</span> <span class="s1">'klnx'</span><span class="p">,</span> <span class="s1">'klot'</span><span class="p">,</span> <span class="s1">'klrx'</span><span class="p">,</span> <span class="s1">'klsx'</span><span class="p">,</span> <span class="s1">'kltx'</span><span class="p">,</span> <span class="s1">'klvx'</span><span class="p">,</span> <span class="s1">'klwx'</span><span class="p">,</span> <span class="s1">'klzk'</span><span class="p">,</span> <span class="s1">'kmaf'</span><span class="p">,</span> <span class="s1">'kmax'</span><span class="p">,</span> <span class="s1">'kmbx'</span><span class="p">,</span> <span class="s1">'kmhx'</span><span class="p">,</span> <span class="s1">'kmkx'</span><span class="p">,</span> <span class="s1">'kmlb'</span><span class="p">,</span> <span class="s1">'kmob'</span><span class="p">,</span> <span class="s1">'kmpx'</span><span class="p">,</span> <span class="s1">'kmqt'</span><span class="p">,</span> <span class="s1">'kmrx'</span><span class="p">,</span> <span class="s1">'kmsx'</span><span class="p">,</span> <span class="s1">'kmtx'</span><span class="p">,</span> <span class="s1">'kmux'</span><span class="p">,</span> <span class="s1">'kmvx'</span><span class="p">,</span> <span class="s1">'kmxx'</span><span class="p">,</span> <span class="s1">'knkx'</span><span class="p">,</span> <span class="s1">'knqa'</span><span class="p">,</span> <span class="s1">'koax'</span><span class="p">,</span> <span class="s1">'kohx'</span><span class="p">,</span> <span class="s1">'kokx'</span><span class="p">,</span> <span class="s1">'kotx'</span><span class="p">,</span> <span class="s1">'kpah'</span><span class="p">,</span> <span class="s1">'kpbz'</span><span class="p">,</span> <span class="s1">'kpdt'</span><span class="p">,</span> <span class="s1">'kpoe'</span><span class="p">,</span> <span class="s1">'kpux'</span><span class="p">,</span> <span class="s1">'krax'</span><span class="p">,</span> <span class="s1">'krgx'</span><span class="p">,</span> <span class="s1">'kriw'</span><span class="p">,</span> <span class="s1">'krlx'</span><span class="p">,</span> <span class="s1">'krtx'</span><span class="p">,</span> <span class="s1">'ksfx'</span><span class="p">,</span> <span class="s1">'ksgf'</span><span class="p">,</span> <span class="s1">'kshv'</span><span class="p">,</span> <span class="s1">'ksjt'</span><span class="p">,</span> <span class="s1">'ksox'</span><span class="p">,</span> <span class="s1">'ksrx'</span><span class="p">,</span> <span class="s1">'ktbw'</span><span class="p">,</span> <span class="s1">'ktfx'</span><span class="p">,</span> <span class="s1">'ktlh'</span><span class="p">,</span> <span class="s1">'ktlx'</span><span class="p">,</span> <span class="s1">'ktwx'</span><span class="p">,</span> <span class="s1">'ktyx'</span><span class="p">,</span> <span class="s1">'kudx'</span><span class="p">,</span> <span class="s1">'kuex'</span><span class="p">,</span> <span class="s1">'kvax'</span><span class="p">,</span> <span class="s1">'kvbx'</span><span class="p">,</span> <span class="s1">'kvnx'</span><span class="p">,</span> <span class="s1">'kvtx'</span><span class="p">,</span> <span class="s1">'kvwx'</span><span class="p">,</span> <span class="s1">'kyux'</span><span class="p">,</span> <span class="s1">'pabc'</span><span class="p">,</span> <span class="s1">'pacg'</span><span class="p">,</span> <span class="s1">'paec'</span><span class="p">,</span> <span class="s1">'pahg'</span><span class="p">,</span> <span class="s1">'paih'</span><span class="p">,</span> <span class="s1">'pakc'</span><span class="p">,</span> <span class="s1">'papd'</span><span class="p">,</span> <span class="s1">'phki'</span><span class="p">,</span> <span class="s1">'phkm'</span><span class="p">,</span> <span class="s1">'phmo'</span><span class="p">,</span> <span class="s1">'phwa'</span><span class="p">,</span> <span class="s1">'rkjk'</span><span class="p">,</span> <span class="s1">'rksg'</span><span class="p">,</span> <span class="s1">'tadw'</span><span class="p">,</span> <span class="s1">'tatl'</span><span class="p">,</span> <span class="s1">'tbna'</span><span class="p">,</span> <span class="s1">'tbos'</span><span class="p">,</span> <span class="s1">'tbwi'</span><span class="p">,</span> <span class="s1">'tclt'</span><span class="p">,</span> <span class="s1">'tcmh'</span><span class="p">,</span> <span class="s1">'tcvg'</span><span class="p">,</span> <span class="s1">'tdal'</span><span class="p">,</span> <span class="s1">'tday'</span><span class="p">,</span> <span class="s1">'tdca'</span><span class="p">,</span> <span class="s1">'tden'</span><span class="p">,</span> <span class="s1">'tdfw'</span><span class="p">,</span> <span class="s1">'tdtw'</span><span class="p">,</span> <span class="s1">'tewr'</span><span class="p">,</span> <span class="s1">'tfll'</span><span class="p">,</span> <span class="s1">'thou'</span><span class="p">,</span> <span class="s1">'tiad'</span><span class="p">,</span> <span class="s1">'tiah'</span><span class="p">,</span> <span class="s1">'tich'</span><span class="p">,</span> <span class="s1">'tids'</span><span class="p">,</span> <span class="s1">'tjfk'</span><span class="p">,</span> <span class="s1">'tjua'</span><span class="p">,</span> <span class="s1">'tlas'</span><span class="p">,</span> <span class="s1">'tlve'</span><span class="p">,</span> <span class="s1">'tmci'</span><span class="p">,</span> <span class="s1">'tmco'</span><span class="p">,</span> <span class="s1">'tmdw'</span><span class="p">,</span> <span class="s1">'tmem'</span><span class="p">,</span> <span class="s1">'tmia'</span><span class="p">,</span> <span class="s1">'tmke'</span><span class="p">,</span> <span class="s1">'tmsp'</span><span class="p">,</span> <span class="s1">'tmsy'</span><span class="p">,</span> <span class="s1">'tokc'</span><span class="p">,</span> <span class="s1">'tord'</span><span class="p">,</span> <span class="s1">'tpbi'</span><span class="p">,</span> <span class="s1">'tphl'</span><span class="p">,</span> <span class="s1">'tphx'</span><span class="p">,</span> <span class="s1">'tpit'</span><span class="p">,</span> <span class="s1">'trdu'</span><span class="p">,</span> <span class="s1">'tsdf'</span><span class="p">,</span> <span class="s1">'tsju'</span><span class="p">,</span> <span class="s1">'tslc'</span><span class="p">,</span> <span class="s1">'tstl'</span><span class="p">,</span> <span class="s1">'ttpa'</span><span class="p">,</span> <span class="s1">'ttul'</span><span class="p">]</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="available-parameters">
|
||
<h4>3.2 Available Parameters<a class="headerlink" href="#available-parameters" title="Permalink to this heading"></a></h4>
|
||
<p>Next, let’s look at the parameters returned from the available
|
||
parameters request. If we look closely, we can see that some of the
|
||
parameters appear different from the others.</p>
|
||
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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="nb">print</span><span class="p">(</span><span class="n">availableParms</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">'134'</span><span class="p">,</span> <span class="s1">'135'</span><span class="p">,</span> <span class="s1">'141'</span><span class="p">,</span> <span class="s1">'153'</span><span class="p">,</span> <span class="s1">'154'</span><span class="p">,</span> <span class="s1">'159'</span><span class="p">,</span> <span class="s1">'161'</span><span class="p">,</span> <span class="s1">'163'</span><span class="p">,</span> <span class="s1">'165'</span><span class="p">,</span> <span class="s1">'166'</span><span class="p">,</span> <span class="s1">'169'</span><span class="p">,</span> <span class="s1">'170'</span><span class="p">,</span> <span class="s1">'172'</span><span class="p">,</span> <span class="s1">'173'</span><span class="p">,</span> <span class="s1">'176'</span><span class="p">,</span> <span class="s1">'177'</span><span class="p">,</span> <span class="s1">'32'</span><span class="p">,</span> <span class="s1">'37'</span><span class="p">,</span> <span class="s1">'56'</span><span class="p">,</span> <span class="s1">'57'</span><span class="p">,</span> <span class="s1">'58'</span><span class="p">,</span> <span class="s1">'81'</span><span class="p">,</span> <span class="s1">'99'</span><span class="p">,</span> <span class="s1">'CC'</span><span class="p">,</span> <span class="s1">'CZ'</span><span class="p">,</span> <span class="s1">'Composite Refl'</span><span class="p">,</span> <span class="s1">'Correlation Coeff'</span><span class="p">,</span> <span class="s1">'DAA'</span><span class="p">,</span> <span class="s1">'DHR'</span><span class="p">,</span> <span class="s1">'DPA'</span><span class="p">,</span> <span class="s1">'DPR'</span><span class="p">,</span> <span class="s1">'DUA'</span><span class="p">,</span> <span class="s1">'DVL'</span><span class="p">,</span> <span class="s1">'Diff Reflectivity'</span><span class="p">,</span> <span class="s1">'Digital Hybrid Scan Refl'</span><span class="p">,</span> <span class="s1">'Digital Inst Precip Rate'</span><span class="p">,</span> <span class="s1">'Digital Precip Array'</span><span class="p">,</span> <span class="s1">'Digital Vert Integ Liq'</span><span class="p">,</span> <span class="s1">'EET'</span><span class="p">,</span> <span class="s1">'Enhanced Echo Tops'</span><span class="p">,</span> <span class="s1">'HC'</span><span class="p">,</span> <span class="s1">'HHC'</span><span class="p">,</span> <span class="s1">'HV'</span><span class="p">,</span> <span class="s1">'HZ'</span><span class="p">,</span> <span class="s1">'Hybrid Hydrometeor Class'</span><span class="p">,</span> <span class="s1">'Hydrometeor Class'</span><span class="p">,</span> <span class="s1">'KDP'</span><span class="p">,</span> <span class="s1">'MD'</span><span class="p">,</span> <span class="s1">'ML'</span><span class="p">,</span> <span class="s1">'Melting Layer'</span><span class="p">,</span> <span class="s1">'Mesocyclone'</span><span class="p">,</span> <span class="s1">'OHA'</span><span class="p">,</span> <span class="s1">'One Hour Accum'</span><span class="p">,</span> <span class="s1">'One Hour Unbiased Accum'</span><span class="p">,</span> <span class="s1">'Reflectivity'</span><span class="p">,</span> <span class="s1">'SRM'</span><span class="p">,</span> <span class="s1">'STA'</span><span class="p">,</span> <span class="s1">'STI'</span><span class="p">,</span> <span class="s1">'Specific Diff Phase'</span><span class="p">,</span> <span class="s1">'Storm Rel Velocity'</span><span class="p">,</span> <span class="s1">'Storm Total Accum'</span><span class="p">,</span> <span class="s1">'Storm Track'</span><span class="p">,</span> <span class="s1">'User Select Accum'</span><span class="p">,</span> <span class="s1">'V'</span><span class="p">,</span> <span class="s1">'VIL'</span><span class="p">,</span> <span class="s1">'Velocity'</span><span class="p">,</span> <span class="s1">'Vert Integ Liq'</span><span class="p">,</span> <span class="s1">'ZDR'</span><span class="p">]</span>
|
||
</pre></div>
|
||
</div>
|
||
</section>
|
||
<section id="radar-product-ids-and-names">
|
||
<h4>3.3 Radar Product IDs and Names<a class="headerlink" href="#radar-product-ids-and-names" title="Permalink to this heading"></a></h4>
|
||
<p>As we saw above, some parameters seem to be describing different things
|
||
from the rest. The DataAccessLayer has a built in function to parse the
|
||
available parameters into the separate <strong>Product IDs</strong> and <strong>Product
|
||
Names</strong>. Here, we take a look at the two different arrays that are
|
||
returned when parsing the <em>availableParms</em> array we just recieved in the
|
||
previous code cell.</p>
|
||
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></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">'134'</span><span class="p">,</span> <span class="s1">'135'</span><span class="p">,</span> <span class="s1">'141'</span><span class="p">,</span> <span class="s1">'153'</span><span class="p">,</span> <span class="s1">'154'</span><span class="p">,</span> <span class="s1">'159'</span><span class="p">,</span> <span class="s1">'161'</span><span class="p">,</span> <span class="s1">'163'</span><span class="p">,</span> <span class="s1">'165'</span><span class="p">,</span> <span class="s1">'166'</span><span class="p">,</span> <span class="s1">'169'</span><span class="p">,</span> <span class="s1">'170'</span><span class="p">,</span> <span class="s1">'172'</span><span class="p">,</span> <span class="s1">'173'</span><span class="p">,</span> <span class="s1">'176'</span><span class="p">,</span> <span class="s1">'177'</span><span class="p">,</span> <span class="s1">'32'</span><span class="p">,</span> <span class="s1">'37'</span><span class="p">,</span> <span class="s1">'56'</span><span class="p">,</span> <span class="s1">'57'</span><span class="p">,</span> <span class="s1">'58'</span><span class="p">,</span> <span class="s1">'81'</span><span class="p">,</span> <span class="s1">'99'</span><span class="p">]</span>
|
||
<span class="p">[</span><span class="s1">'Composite Refl'</span><span class="p">,</span> <span class="s1">'Correlation Coeff'</span><span class="p">,</span> <span class="s1">'Diff Reflectivity'</span><span class="p">,</span> <span class="s1">'Digital Hybrid Scan Refl'</span><span class="p">,</span> <span class="s1">'Digital Inst Precip Rate'</span><span class="p">,</span> <span class="s1">'Digital Precip Array'</span><span class="p">,</span> <span class="s1">'Digital Vert Integ Liq'</span><span class="p">,</span> <span class="s1">'Enhanced Echo Tops'</span><span class="p">,</span> <span class="s1">'Hybrid Hydrometeor Class'</span><span class="p">,</span> <span class="s1">'Hydrometeor Class'</span><span class="p">,</span> <span class="s1">'Melting Layer'</span><span class="p">,</span> <span class="s1">'Mesocyclone'</span><span class="p">,</span> <span class="s1">'One Hour Accum'</span><span class="p">,</span> <span class="s1">'One Hour Unbiased Accum'</span><span class="p">,</span> <span class="s1">'Reflectivity'</span><span class="p">,</span> <span class="s1">'Specific Diff Phase'</span><span class="p">,</span> <span class="s1">'Storm Rel Velocity'</span><span class="p">,</span> <span class="s1">'Storm Total Accum'</span><span class="p">,</span> <span class="s1">'Storm Track'</span><span class="p">,</span> <span class="s1">'User Select Accum'</span><span class="p">,</span> <span class="s1">'Velocity'</span><span class="p">,</span> <span class="s1">'Vert Integ Liq'</span><span class="p">]</span>
|
||
</pre></div>
|
||
</div>
|
||
<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html">Top</a></p>
|
||
</section>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="function-make-map">
|
||
<h3>4 Function: make_map()<a class="headerlink" href="#function-make-map" title="Permalink to this heading"></a></h3>
|
||
<p>In order to plot more than one image, it’s easiest to define common
|
||
logic in a function. Here, a new function called <strong>make_map</strong> is
|
||
defined. This function uses the <a class="reference external" href="https://matplotlib.org/3.3.3/api/_as_gen/matplotlib.pyplot.html">matplotlib.pyplot package
|
||
(plt)</a>
|
||
to create a figure and axis. The coastlines (continental boundaries) are
|
||
added, along with lat/lon grids.</p>
|
||
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="k">def</span><span class="w"> </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">'50m'</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>
|
||
</pre></div>
|
||
</div>
|
||
<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html">Top</a></p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="plot-the-data">
|
||
<h3>5 Plot the Data!<a class="headerlink" href="#plot-the-data" title="Permalink to this heading"></a></h3>
|
||
<p>Here we’ll create a plot for each of the Radar Product Names from our
|
||
<em>productNames</em> array from the <a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html#Radar-Product-IDs-and-Names">previous
|
||
section</a>.</p>
|
||
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># suppress a few warnings that come from plotting</span>
|
||
<span class="n">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">"ignore"</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">warnings</span><span class="o">.</span><span class="n">filterwarnings</span><span class="p">(</span><span class="s2">"ignore"</span><span class="p">,</span><span class="n">category</span> <span class="o">=</span><span class="ne">UserWarning</span><span class="p">)</span>
|
||
|
||
<span class="c1"># Cycle through all of the products to try and plot each one</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="c1"># Check the available levels, if there are none, then skip this product</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">"No levels found for "</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">"Recs : "</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="nb">print</span><span class="p">(</span><span class="s1">'Time :'</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">'Name :'</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">'Prod :'</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">'Range:'</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">" to "</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">" (Unit :"</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">")"</span><span class="p">)</span>
|
||
<span class="nb">print</span><span class="p">(</span><span class="s1">'Size :'</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">'rainbow'</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">'both'</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">'horizontal'</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">" "</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">" "</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">" ("</span> <span class="o">+</span> <span class="n">prod</span> <span class="o">+</span> <span class="s2">"), ("</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">") "</span> \
|
||
<span class="o">+</span> <span class="s2">"valid "</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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">53</span><span class="p">:</span><span class="mi">42</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">60.0</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_21_1.png" src="../../_images/NEXRAD_Level3_Radar_21_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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">57</span><span class="p">:</span><span class="mi">59</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">16.0</span> <span class="n">to</span> <span class="mf">57.0</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">230</span><span class="p">,</span> <span class="mi">360</span><span class="p">)</span>
|
||
</pre></div>
|
||
</div>
|
||
<img alt="../../_images/NEXRAD_Level3_Radar_21_3.png" src="../../_images/NEXRAD_Level3_Radar_21_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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">57</span><span class="p">:</span><span class="mi">59</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">4.0117888e-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_21_5.png" src="../../_images/NEXRAD_Level3_Radar_21_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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">57</span><span class="p">:</span><span class="mi">59</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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="o">-</span><span class="mf">60.0</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_21_7.png" src="../../_images/NEXRAD_Level3_Radar_21_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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">53</span><span class="p">:</span><span class="mi">42</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">46.34034</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_21_9.png" src="../../_images/NEXRAD_Level3_Radar_21_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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">53</span><span class="p">:</span><span class="mi">42</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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_21_11.png" src="../../_images/NEXRAD_Level3_Radar_21_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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">57</span><span class="p">:</span><span class="mi">59</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">10.0</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_21_13.png" src="../../_images/NEXRAD_Level3_Radar_21_13.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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">57</span><span class="p">:</span><span class="mi">59</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">0.0254</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_21_15.png" src="../../_images/NEXRAD_Level3_Radar_21_15.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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">57</span><span class="p">:</span><span class="mi">59</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">2.54e-05</span> <span class="n">to</span> <span class="mf">0.030784799</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_21_17.png" src="../../_images/NEXRAD_Level3_Radar_21_17.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">1</span>
|
||
<span class="n">Time</span> <span class="p">:</span> <span class="mi">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">57</span><span class="p">:</span><span class="mi">59</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">0.000254</span> <span class="n">to</span> <span class="mf">0.051054</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_21_19.png" src="../../_images/NEXRAD_Level3_Radar_21_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">0</span>
|
||
<span class="n">No</span> <span class="n">levels</span> <span class="n">found</span> <span class="k">for</span> <span class="n">User</span> <span class="n">Select</span> <span class="n">Accum</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">2024</span><span class="o">-</span><span class="mi">05</span><span class="o">-</span><span class="mi">22</span> <span class="mi">21</span><span class="p">:</span><span class="mi">57</span><span class="p">:</span><span class="mi">59</span>
|
||
<span class="n">Name</span> <span class="p">:</span> <span class="n">klwx_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">45.0</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_21_21.png" src="../../_images/NEXRAD_Level3_Radar_21_21.png" />
|
||
<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html">Top</a></p>
|
||
</section>
|
||
<hr class="docutils" />
|
||
<section id="see-also">
|
||
<h3>6 See Also<a class="headerlink" href="#see-also" title="Permalink to this heading"></a></h3>
|
||
<section id="related-notebooks">
|
||
<h4>6.1 Related Notebooks<a class="headerlink" href="#related-notebooks" title="Permalink to this heading"></a></h4>
|
||
<ul class="simple">
|
||
<li><p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/Grid_Levels_and_Parameters.html">Grid Levels and
|
||
Parameters</a></p></li>
|
||
</ul>
|
||
</section>
|
||
<section id="additional-documentation">
|
||
<h4>6.2 Additional Documentation<a class="headerlink" href="#additional-documentation" title="Permalink to this heading"></a></h4>
|
||
<p><strong>python-awips</strong></p>
|
||
<ul class="simple">
|
||
<li><p><a class="reference external" href="http://unidata.github.io/python-awips/api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.changeEDEXHost">DataAccessLayer.changeEDEXHost()</a></p></li>
|
||
<li><p><a class="reference external" href="http://unidata.github.io/python-awips/api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.newDataRequest">DataAccessLayer.newDataRequest()</a></p></li>
|
||
<li><p><a class="reference external" href="http://unidata.github.io/python-awips/api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getRadarProductIDs">DataAccessLayer.getRadarProductIDs()</a></p></li>
|
||
<li><p><a class="reference external" href="http://unidata.github.io/python-awips/api/DataAccessLayer.html#awips.dataaccess.DataAccessLayer.getRadarProductNames">DataAccessLayer.getRadarProductNames()</a></p></li>
|
||
</ul>
|
||
<p><strong>matplotlib</strong></p>
|
||
<ul class="simple">
|
||
<li><p><a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.html">matplotlib.pyplot()</a></p></li>
|
||
<li><p><a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.axes.html">matplotlib.pyplot.axes()</a></p></li>
|
||
<li><p><a class="reference external" href="https://matplotlib.org/stable/api/_as_gen/matplotlib.pyplot.figure.html">matplotlib.pyplot.figure()</a></p></li>
|
||
</ul>
|
||
<p><a class="reference external" href="https://unidata.github.io/python-awips/examples/generated/NEXRAD_Level3_Radar.html">Top</a></p>
|
||
<hr class="docutils" />
|
||
</section>
|
||
</section>
|
||
</section>
|
||
</section>
|
||
|
||
|
||
</div>
|
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